| {"mode": "full", "spearman_all": 0.6906441603725767, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8972199695072501, "rmse_raw": 0.08437261558659391, "rmse_rescaled": 0.08427193789387873, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9907980753907214, "optimal_scale": 1.0066890294604964, "est_rho0": 0.04955228103480529, "est_rho1": 0.013943346217873718, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -37645.478243127756, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8673770041858131, "wall_seconds": 22.11290407180786, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0014186666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 250, "frac_informative": 0.0013333333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 13.431371450424194, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0014186666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 250, "frac_informative": 0.0013333333333333333} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 10.963052988052368, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0014186666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 250, "frac_informative": 0.0013333333333333333} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 11.60330319404602, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0014186666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 250, "frac_informative": 0.0013333333333333333} |
| {"mode": "full", "spearman_all": 0.732459462338689, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9515424789956854, "rmse_raw": 0.09333400649540623, "rmse_rescaled": 0.09094677141237943, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9916913653819291, "optimal_scale": 0.9710869236046572, "est_rho0": 0.055336679934356016, "est_rho1": 0.014159216002250159, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34650.98902476639, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9132121538671977, "wall_seconds": 18.251736164093018, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.001344, "crispr_positive_hosts": 63, "n_informative_cells": 231, "frac_informative": 0.001232} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 13.676771640777588, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.001344, "crispr_positive_hosts": 63, "n_informative_cells": 231, "frac_informative": 0.001232} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 11.391137838363647, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.001344, "crispr_positive_hosts": 63, "n_informative_cells": 231, "frac_informative": 0.001232} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 11.633565664291382, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.001344, "crispr_positive_hosts": 63, "n_informative_cells": 231, "frac_informative": 0.001232} |
| {"mode": "full", "spearman_all": 0.7185160342854959, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9334284880137541, "rmse_raw": 0.10654775499926997, "rmse_rescaled": 0.10516107851899888, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9887120160670253, "optimal_scale": 0.9760395935969245, "est_rho0": 0.05119554476134587, "est_rho1": 0.018456740428365086, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34175.360596752624, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.921715107028288, "wall_seconds": 16.77968192100525, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.0012746666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 216, "frac_informative": 0.001152} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 14.740659475326538, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.0012746666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 216, "frac_informative": 0.001152} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 11.357759714126587, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.0012746666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 216, "frac_informative": 0.001152} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 13.079264879226685, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.0012746666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 216, "frac_informative": 0.001152} |
| {"mode": "full", "spearman_all": 0.7667836675713525, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9961332598047167, "rmse_raw": 0.0850704366393979, "rmse_rescaled": 0.08505765187951525, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.8951048951048951, "pearson_all": 0.9923206538283501, "optimal_scale": 0.9978523473264074, "est_rho0": 0.047225960120711424, "est_rho1": 0.020377016117477543, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -35562.89338665533, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003468974058428, "wall_seconds": 16.11005735397339, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0011733333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 198, "frac_informative": 0.001056} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 15.21452784538269, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0011733333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 198, "frac_informative": 0.001056} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 11.108234405517578, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0011733333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 198, "frac_informative": 0.001056} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 13.383766412734985, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0011733333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 198, "frac_informative": 0.001056} |
| {"mode": "full", "spearman_all": 0.7218021287192355, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9376974729944528, "rmse_raw": 0.12142790665460407, "rmse_rescaled": 0.11377624135564322, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9894598895919805, "optimal_scale": 0.9485248619462455, "est_rho0": 0.0515554358044414, "est_rho1": 0.01915220427079833, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34063.856278471794, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924015843631306, "wall_seconds": 17.329657316207886, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0014133333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 246, "frac_informative": 0.001312} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 13.958962678909302, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0014133333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 246, "frac_informative": 0.001312} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 10.927632093429565, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0014133333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 246, "frac_informative": 0.001312} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 15.860615491867065, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0014133333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 246, "frac_informative": 0.001312} |
| {"mode": "full", "spearman_all": 0.691927634946241, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8988873390209882, "rmse_raw": 0.08351090676116685, "rmse_rescaled": 0.08332045071963604, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9910153812425836, "optimal_scale": 1.0091711971356618, "est_rho0": 0.09639407977786744, "est_rho1": 0.029641115176314375, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -38564.291530346585, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867408865196422, "wall_seconds": 16.687461614608765, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0027733333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 486, "frac_informative": 0.002592} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 12.848494529724121, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0027733333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 486, "frac_informative": 0.002592} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 12.062676191329956, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0027733333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 486, "frac_informative": 0.002592} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 14.917936563491821, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.0027733333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 486, "frac_informative": 0.002592} |
| {"mode": "full", "spearman_all": 0.7328539934333173, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.952055016706134, "rmse_raw": 0.09247953757179415, "rmse_rescaled": 0.08880438883197024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9920638060798554, "optimal_scale": 0.9646674582599943, "est_rho0": 0.10680485212736067, "est_rho1": 0.024944016114723872, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -35400.58296480891, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.913331358187192, "wall_seconds": 17.215208768844604, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.0024693333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 426, "frac_informative": 0.002272} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 13.633177757263184, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.0024693333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 426, "frac_informative": 0.002272} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 12.264947891235352, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.0024693333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 426, "frac_informative": 0.002272} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 13.092067956924438, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.0024693333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 426, "frac_informative": 0.002272} |
| {"mode": "full", "spearman_all": 0.7228259119394737, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9390274759139715, "rmse_raw": 0.10465471600262738, "rmse_rescaled": 0.10338099543236506, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9890932822336584, "optimal_scale": 0.9772174920870423, "est_rho0": 0.09957001399114428, "est_rho1": 0.03131061886913903, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -34958.01960338195, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.921773189245966, "wall_seconds": 17.15523362159729, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002389333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 409, "frac_informative": 0.0021813333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 12.634337663650513, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002389333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 409, "frac_informative": 0.0021813333333333333} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 12.53466272354126, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002389333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 409, "frac_informative": 0.0021813333333333333} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 13.198261976242065, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002389333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 409, "frac_informative": 0.0021813333333333333} |
| {"mode": "full", "spearman_all": 0.7659246884792502, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9950173549161447, "rmse_raw": 0.08396472288304932, "rmse_rescaled": 0.0839149225594769, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.9925187850751254, "optimal_scale": 0.9957989201134927, "est_rho0": 0.09425107942163533, "est_rho1": 0.02685502252971018, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36271.428466035024, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003175572281378, "wall_seconds": 16.67558479309082, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0021813333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 380, "frac_informative": 0.0020266666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 11.938435792922974, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0021813333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 380, "frac_informative": 0.0020266666666666666} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 15.823931455612183, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0021813333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 380, "frac_informative": 0.0020266666666666666} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 13.099781036376953, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0021813333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 380, "frac_informative": 0.0020266666666666666} |
| {"mode": "full", "spearman_all": 0.730986213314444, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9496285723554027, "rmse_raw": 0.11807054246364487, "rmse_rescaled": 0.11159144106649418, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9898637011641289, "optimal_scale": 0.9529927365358177, "est_rho0": 0.09740981388081724, "est_rho1": 0.052361601547604615, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -34947.890920066195, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240482672766203, "wall_seconds": 16.103824853897095, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0026986666666666665, "crispr_positive_hosts": 63, "n_informative_cells": 454, "frac_informative": 0.0024213333333333335} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 13.964778423309326, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0026986666666666665, "crispr_positive_hosts": 63, "n_informative_cells": 454, "frac_informative": 0.0024213333333333335} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 15.722437620162964, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0026986666666666665, "crispr_positive_hosts": 63, "n_informative_cells": 454, "frac_informative": 0.0024213333333333335} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 12.278241872787476, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0026986666666666665, "crispr_positive_hosts": 63, "n_informative_cells": 454, "frac_informative": 0.0024213333333333335} |
| {"mode": "full", "spearman_all": 0.6915730563675243, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8984267038634962, "rmse_raw": 0.08217906644702323, "rmse_rescaled": 0.08206096000995333, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9912839527625208, "optimal_scale": 1.0071495329331983, "est_rho0": 0.18668861695148772, "est_rho1": 0.06622156465817583, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -40007.698434935, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8676012516749819, "wall_seconds": 16.815964221954346, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005424, "crispr_positive_hosts": 63, "n_informative_cells": 941, "frac_informative": 0.005018666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 14.607190608978271, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005424, "crispr_positive_hosts": 63, "n_informative_cells": 941, "frac_informative": 0.005018666666666667} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 10.78443193435669, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005424, "crispr_positive_hosts": 63, "n_informative_cells": 941, "frac_informative": 0.005018666666666667} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 10.54568362236023, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005424, "crispr_positive_hosts": 63, "n_informative_cells": 941, "frac_informative": 0.005018666666666667} |
| {"mode": "full", "spearman_all": 0.7351862215496645, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9550848282349887, "rmse_raw": 0.08877615886085596, "rmse_rescaled": 0.08714771282713775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9923802169413625, "optimal_scale": 0.9765524550746559, "est_rho0": 0.20061526083098466, "est_rho1": 0.04993248098414271, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36656.27054430937, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9132830743459808, "wall_seconds": 14.567520380020142, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004698666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 807, "frac_informative": 0.004304} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 12.517060279846191, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004698666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 807, "frac_informative": 0.004304} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 10.039305686950684, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004698666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 807, "frac_informative": 0.004304} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 10.835928201675415, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004698666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 807, "frac_informative": 0.004304} |
| {"mode": "full", "spearman_all": 0.7242991609637186, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9409413825542543, "rmse_raw": 0.10575681985548628, "rmse_rescaled": 0.10472954323398909, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9888017465565447, "optimal_scale": 0.9793684850405272, "est_rho0": 0.1981259721012729, "est_rho1": 0.05783682829845538, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36223.192525101025, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.92176480370425, "wall_seconds": 12.913810014724731, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004629333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 796, "frac_informative": 0.004245333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 14.625775575637817, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004629333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 796, "frac_informative": 0.004245333333333334} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 14.98358154296875, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004629333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 796, "frac_informative": 0.004245333333333334} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.811491966247559, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004629333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 796, "frac_informative": 0.004245333333333334} |
| {"mode": "full", "spearman_all": 0.766853584474198, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9962240892723911, "rmse_raw": 0.08538280546791777, "rmse_rescaled": 0.08531834032294984, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.9922668426967928, "optimal_scale": 0.9951819953341888, "est_rho0": 0.19396709922916527, "est_rho1": 0.06010364420583158, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -37584.677140383996, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9002968223833429, "wall_seconds": 14.911099195480347, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004464, "crispr_positive_hosts": 63, "n_informative_cells": 772, "frac_informative": 0.004117333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 13.788391351699829, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004464, "crispr_positive_hosts": 63, "n_informative_cells": 772, "frac_informative": 0.004117333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 9.940140962600708, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004464, "crispr_positive_hosts": 63, "n_informative_cells": 772, "frac_informative": 0.004117333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 9.892837285995483, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004464, "crispr_positive_hosts": 63, "n_informative_cells": 772, "frac_informative": 0.004117333333333333} |
| {"mode": "full", "spearman_all": 0.7271058252065175, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9445875368994712, "rmse_raw": 0.11740391310668181, "rmse_rescaled": 0.11122735170146199, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9899312886065432, "optimal_scale": 0.9541537130819399, "est_rho0": 0.20900173772972136, "est_rho1": 0.0847197611303055, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36501.28349930933, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9239980648792088, "wall_seconds": 17.128204584121704, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005616, "crispr_positive_hosts": 63, "n_informative_cells": 969, "frac_informative": 0.005168} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 14.677760601043701, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005616, "crispr_positive_hosts": 63, "n_informative_cells": 969, "frac_informative": 0.005168} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 13.387046575546265, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005616, "crispr_positive_hosts": 63, "n_informative_cells": 969, "frac_informative": 0.005168} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 11.708065032958984, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005616, "crispr_positive_hosts": 63, "n_informative_cells": 969, "frac_informative": 0.005168} |
| {"mode": "full", "spearman_all": 0.7003526217391266, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9098322898757583, "rmse_raw": 0.08134823880853925, "rmse_rescaled": 0.08114090471153994, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.991466039594898, "optimal_scale": 1.009441729048533, "est_rho0": 0.27436815156760597, "est_rho1": 0.09760875727344544, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41203.88783199391, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8676071505742948, "wall_seconds": 16.967333555221558, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008106666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1408, "frac_informative": 0.007509333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 14.107595920562744, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008106666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1408, "frac_informative": 0.007509333333333333} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 14.027066707611084, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008106666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1408, "frac_informative": 0.007509333333333333} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 11.148908376693726, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008106666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1408, "frac_informative": 0.007509333333333333} |
| {"mode": "full", "spearman_all": 0.73129584531276, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9500308171408182, "rmse_raw": 0.08662680208185929, "rmse_rescaled": 0.08465871729805541, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9928118805082354, "optimal_scale": 0.97462615779735, "est_rho0": 0.2917975707586475, "est_rho1": 0.0877491920887852, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37661.44289177779, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133626573342636, "wall_seconds": 17.091496229171753, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.00688, "crispr_positive_hosts": 63, "n_informative_cells": 1160, "frac_informative": 0.006186666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 15.129940032958984, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.00688, "crispr_positive_hosts": 63, "n_informative_cells": 1160, "frac_informative": 0.006186666666666667} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 12.195247650146484, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.00688, "crispr_positive_hosts": 63, "n_informative_cells": 1160, "frac_informative": 0.006186666666666667} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 11.708122253417969, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.00688, "crispr_positive_hosts": 63, "n_informative_cells": 1160, "frac_informative": 0.006186666666666667} |
| {"mode": "full", "spearman_all": 0.7211079537552693, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.936795666136828, "rmse_raw": 0.10341710075333284, "rmse_rescaled": 0.10291375751218644, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9891825869773019, "optimal_scale": 0.9856158816601354, "est_rho0": 0.289873955243688, "est_rho1": 0.08751094656114483, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37257.01470699521, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217513168762596, "wall_seconds": 18.394099950790405, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.006837333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 1173, "frac_informative": 0.006256} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 14.116722583770752, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.006837333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 1173, "frac_informative": 0.006256} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 11.043115854263306, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.006837333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 1173, "frac_informative": 0.006256} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 13.714834928512573, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.006837333333333333, "crispr_positive_hosts": 63, "n_informative_cells": 1173, "frac_informative": 0.006256} |
| {"mode": "full", "spearman_all": 0.766853584474198, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9962240892723911, "rmse_raw": 0.0842047314440733, "rmse_rescaled": 0.08409045429621323, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.9924893862563885, "optimal_scale": 0.9936418141238043, "est_rho0": 0.2964827392880397, "est_rho1": 0.0869539883789531, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38665.179395195046, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003667190509764, "wall_seconds": 17.30171489715576, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006762666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1174, "frac_informative": 0.006261333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 12.69284462928772, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006762666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1174, "frac_informative": 0.006261333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 11.90809154510498, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006762666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1174, "frac_informative": 0.006261333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 13.556753873825073, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006762666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1174, "frac_informative": 0.006261333333333333} |
| {"mode": "full", "spearman_all": 0.7353610138067783, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553119019041749, "rmse_raw": 0.11619315270271927, "rmse_rescaled": 0.1092675000988946, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9902823715236518, "optimal_scale": 0.9519207380671162, "est_rho0": 0.31040653446778593, "est_rho1": 0.12794809729911275, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37613.39589395913, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240234572235138, "wall_seconds": 17.192370653152466, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.008266666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1423, "frac_informative": 0.007589333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 13.263065099716187, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.008266666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1423, "frac_informative": 0.007589333333333333} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 11.785091161727905, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.008266666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1423, "frac_informative": 0.007589333333333333} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 13.455284357070923, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.008266666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1423, "frac_informative": 0.007589333333333333} |
| {"mode": "full", "spearman_all": 0.7027048261134295, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9128880526810912, "rmse_raw": 0.08053088282149164, "rmse_rescaled": 0.07998434879754814, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9917191438385523, "optimal_scale": 1.015321023845372, "est_rho0": 0.4677180315659252, "est_rho1": 0.13846843003114997, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -42941.56825892449, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8676902471934984, "wall_seconds": 17.55171537399292, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.013402666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 2354, "frac_informative": 0.012554666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 14.385814666748047, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.013402666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 2354, "frac_informative": 0.012554666666666667} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 11.059002161026001, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.013402666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 2354, "frac_informative": 0.012554666666666667} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 13.602629899978638, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.013402666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 2354, "frac_informative": 0.012554666666666667} |
| {"mode": "full", "spearman_all": 0.7330537560128759, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9523145294709182, "rmse_raw": 0.08595154007090708, "rmse_rescaled": 0.08403577595798373, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9929127935976684, "optimal_scale": 0.975052482467141, "est_rho0": 0.48643237501943615, "est_rho1": 0.14310251657845252, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39268.71096632509, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9134169717051415, "wall_seconds": 16.85584831237793, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011418666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1929, "frac_informative": 0.010288} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 13.99343729019165, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011418666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1929, "frac_informative": 0.010288} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 11.287736654281616, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011418666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1929, "frac_informative": 0.010288} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 15.700387239456177, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011418666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1929, "frac_informative": 0.010288} |
| {"mode": "full", "spearman_all": 0.7209531377561114, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9365945437441203, "rmse_raw": 0.10346875258840284, "rmse_rescaled": 0.10255372252494095, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9892588706498148, "optimal_scale": 0.9807181980944489, "est_rho0": 0.5041798941176506, "est_rho1": 0.1494061801724484, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -38860.80143392088, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217779394183299, "wall_seconds": 16.511340618133545, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011498666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1970, "frac_informative": 0.010506666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 13.84594464302063, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011498666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1970, "frac_informative": 0.010506666666666666} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 11.075442790985107, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011498666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1970, "frac_informative": 0.010506666666666666} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 16.055517196655273, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011498666666666667, "crispr_positive_hosts": 63, "n_informative_cells": 1970, "frac_informative": 0.010506666666666666} |
| {"mode": "full", "spearman_all": 0.7633877037188556, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9917215428033865, "rmse_raw": 0.08367103542800153, "rmse_rescaled": 0.08338144121191145, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.992630963290554, "optimal_scale": 0.9899545456054591, "est_rho0": 0.5094489751299767, "est_rho1": 0.14352240255783752, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -40262.481569684904, "n_steps_run": 3880, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9004473838928233, "wall_seconds": 14.5098717212677, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.011226666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 1950, "frac_informative": 0.0104} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 14.549697399139404, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.011226666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 1950, "frac_informative": 0.0104} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 11.892390727996826, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.011226666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 1950, "frac_informative": 0.0104} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 14.516329526901245, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.011226666666666666, "crispr_positive_hosts": 63, "n_informative_cells": 1950, "frac_informative": 0.0104} |
| {"mode": "full", "spearman_all": 0.7353610138067783, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553119019041749, "rmse_raw": 0.11465991090593913, "rmse_rescaled": 0.10744981687700614, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9906011684682905, "optimal_scale": 0.9513539109718546, "est_rho0": 0.5339966082180577, "est_rho1": 0.19787822481855613, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39340.713839812226, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240109217879942, "wall_seconds": 15.676972150802612, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.013829333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 2397, "frac_informative": 0.012784} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 13.36366057395935, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.013829333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 2397, "frac_informative": 0.012784} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 11.631854057312012, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.013829333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 2397, "frac_informative": 0.012784} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 16.48892378807068, "sweep": "e1", "crispr_prevalence": 0.1, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.013829333333333334, "crispr_positive_hosts": 63, "n_informative_cells": 2397, "frac_informative": 0.012784} |
| {"mode": "full", "spearman_all": 0.694130017385875, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.901748467252733, "rmse_raw": 0.08328211229316088, "rmse_rescaled": 0.0830358585084082, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.991073428194944, "optimal_scale": 1.0104246921726763, "est_rho0": 0.04752920313831634, "est_rho1": 0.018445782971646472, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38848.21397007527, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8674376819877254, "wall_seconds": 16.317423105239868, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.002672, "crispr_positive_hosts": 125, "n_informative_cells": 458, "frac_informative": 0.0024426666666666668} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 13.624054193496704, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.002672, "crispr_positive_hosts": 125, "n_informative_cells": 458, "frac_informative": 0.0024426666666666668} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 13.306315183639526, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.002672, "crispr_positive_hosts": 125, "n_informative_cells": 458, "frac_informative": 0.0024426666666666668} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 13.481379270553589, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.002672, "crispr_positive_hosts": 125, "n_informative_cells": 458, "frac_informative": 0.0024426666666666668} |
| {"mode": "full", "spearman_all": 0.7307514922834627, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9493236448567813, "rmse_raw": 0.08982091841518859, "rmse_rescaled": 0.087553023646719, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9922950676671481, "optimal_scale": 0.9723334344755298, "est_rho0": 0.05418524400284912, "est_rho1": 0.013924360940593336, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -35795.716093524774, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.913296418168247, "wall_seconds": 15.87948727607727, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.002544, "crispr_positive_hosts": 125, "n_informative_cells": 435, "frac_informative": 0.00232} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 13.33904504776001, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.002544, "crispr_positive_hosts": 125, "n_informative_cells": 435, "frac_informative": 0.00232} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 13.791011095046997, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.002544, "crispr_positive_hosts": 125, "n_informative_cells": 435, "frac_informative": 0.00232} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 13.375306606292725, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.002544, "crispr_positive_hosts": 125, "n_informative_cells": 435, "frac_informative": 0.00232} |
| {"mode": "full", "spearman_all": 0.7144258954690329, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9281149641547994, "rmse_raw": 0.1058682902767857, "rmse_rescaled": 0.10480804368779928, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9887865659810131, "optimal_scale": 0.9790373010411728, "est_rho0": 0.051782615201762826, "est_rho1": 0.016188683231570668, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -35266.50482451122, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216763576525171, "wall_seconds": 17.03141736984253, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002416, "crispr_positive_hosts": 125, "n_informative_cells": 410, "frac_informative": 0.0021866666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 14.202851057052612, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002416, "crispr_positive_hosts": 125, "n_informative_cells": 410, "frac_informative": 0.0021866666666666666} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 13.707225561141968, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002416, "crispr_positive_hosts": 125, "n_informative_cells": 410, "frac_informative": 0.0021866666666666666} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 12.56595778465271, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.002416, "crispr_positive_hosts": 125, "n_informative_cells": 410, "frac_informative": 0.0021866666666666666} |
| {"mode": "full", "spearman_all": 0.7619743834684782, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.989885489992539, "rmse_raw": 0.08510608693803541, "rmse_rescaled": 0.08478108196590818, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9923558171605747, "optimal_scale": 0.9892728800207178, "est_rho0": 0.0501677804279351, "est_rho1": 0.015524639946777809, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36737.30245019795, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9002148760834092, "wall_seconds": 15.938001871109009, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 15.662083625793457, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 14.00011134147644, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 11.539133787155151, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "full", "spearman_all": 0.7356856279985611, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.955733610146949, "rmse_raw": 0.11984053388795275, "rmse_rescaled": 0.11098334203064543, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9899754632475246, "optimal_scale": 0.9453480684675143, "est_rho0": 0.05226237321980738, "est_rho1": 0.015154892223917754, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -35032.16201374034, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240181175323513, "wall_seconds": 16.296480178833008, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 14.016691446304321, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 13.268546104431152, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 12.466926097869873, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0024213333333333335, "crispr_positive_hosts": 125, "n_informative_cells": 422, "frac_informative": 0.002250666666666667} |
| {"mode": "full", "spearman_all": 0.7030394284341903, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9133227365621046, "rmse_raw": 0.0815829115614192, "rmse_rescaled": 0.08142891379622257, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9914164094248958, "optimal_scale": 1.0081402333655176, "est_rho0": 0.09913361773186949, "est_rho1": 0.033465024892185016, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -40682.79617979328, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8674301385963711, "wall_seconds": 16.300338983535767, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005408, "crispr_positive_hosts": 125, "n_informative_cells": 936, "frac_informative": 0.004992} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 13.21558690071106, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005408, "crispr_positive_hosts": 125, "n_informative_cells": 936, "frac_informative": 0.004992} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 14.68662977218628, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005408, "crispr_positive_hosts": 125, "n_informative_cells": 936, "frac_informative": 0.004992} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 12.102188110351562, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.005408, "crispr_positive_hosts": 125, "n_informative_cells": 936, "frac_informative": 0.004992} |
| {"mode": "full", "spearman_all": 0.7319450736963256, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9508742336263665, "rmse_raw": 0.08627377367281179, "rmse_rescaled": 0.08442288407028044, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9928425758921342, "optimal_scale": 0.9754166277290183, "est_rho0": 0.10272468436455262, "est_rho1": 0.02752088859005779, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -37287.6348604202, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9132854082898421, "wall_seconds": 15.99685525894165, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004736, "crispr_positive_hosts": 125, "n_informative_cells": 805, "frac_informative": 0.004293333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 15.199031352996826, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004736, "crispr_positive_hosts": 125, "n_informative_cells": 805, "frac_informative": 0.004293333333333333} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 13.672809362411499, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004736, "crispr_positive_hosts": 125, "n_informative_cells": 805, "frac_informative": 0.004293333333333333} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 11.112834453582764, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004736, "crispr_positive_hosts": 125, "n_informative_cells": 805, "frac_informative": 0.004293333333333333} |
| {"mode": "full", "spearman_all": 0.7204037906623252, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9358808836409641, "rmse_raw": 0.10380577896995655, "rmse_rescaled": 0.10306237609034184, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9891237906716145, "optimal_scale": 0.9825502707043232, "est_rho0": 0.09889847125867249, "est_rho1": 0.028240230011877195, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36773.0106155804, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217448732494672, "wall_seconds": 17.971348762512207, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004576, "crispr_positive_hosts": 125, "n_informative_cells": 783, "frac_informative": 0.004176} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 14.222774505615234, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004576, "crispr_positive_hosts": 125, "n_informative_cells": 783, "frac_informative": 0.004176} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 12.548062324523926, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004576, "crispr_positive_hosts": 125, "n_informative_cells": 783, "frac_informative": 0.004176} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 11.871686220169067, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.004576, "crispr_positive_hosts": 125, "n_informative_cells": 783, "frac_informative": 0.004176} |
| {"mode": "full", "spearman_all": 0.7580540428446398, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9847925519836506, "rmse_raw": 0.08349775687951465, "rmse_rescaled": 0.08337548384986224, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.8951048951048951, "pearson_all": 0.99261540662168, "optimal_scale": 0.9934530577605927, "est_rho0": 0.09445771115400409, "est_rho1": 0.027644286338414443, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -38225.85394343114, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003652338322535, "wall_seconds": 17.042195558547974, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004533333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 793, "frac_informative": 0.004229333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 13.59211254119873, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004533333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 793, "frac_informative": 0.004229333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 14.070178747177124, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004533333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 793, "frac_informative": 0.004229333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 11.574424266815186, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.004533333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 793, "frac_informative": 0.004229333333333333} |
| {"mode": "full", "spearman_all": 0.7366345002514646, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9569662957796735, "rmse_raw": 0.11811479406507681, "rmse_rescaled": 0.10988044647436503, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9901757424004456, "optimal_scale": 0.9475187429247096, "est_rho0": 0.10209138372560761, "est_rho1": 0.03835163462823912, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36665.84519029349, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240436877989667, "wall_seconds": 16.678600072860718, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.004768, "crispr_positive_hosts": 125, "n_informative_cells": 813, "frac_informative": 0.004336} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 14.627588510513306, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.004768, "crispr_positive_hosts": 125, "n_informative_cells": 813, "frac_informative": 0.004336} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 10.030965566635132, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.004768, "crispr_positive_hosts": 125, "n_informative_cells": 813, "frac_informative": 0.004336} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 10.073305368423462, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.004768, "crispr_positive_hosts": 125, "n_informative_cells": 813, "frac_informative": 0.004336} |
| {"mode": "full", "spearman_all": 0.6887014692863689, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8946962078697246, "rmse_raw": 0.08091691675511524, "rmse_rescaled": 0.08083837483789541, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9915445164694163, "optimal_scale": 1.0057766580264496, "est_rho0": 0.19232776638476162, "est_rho1": 0.06563889134604305, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -43461.487279361165, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8676413774171524, "wall_seconds": 15.839058637619019, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.01056, "crispr_positive_hosts": 125, "n_informative_cells": 1827, "frac_informative": 0.009744} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 12.192111730575562, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.01056, "crispr_positive_hosts": 125, "n_informative_cells": 1827, "frac_informative": 0.009744} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 9.448248147964478, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.01056, "crispr_positive_hosts": 125, "n_informative_cells": 1827, "frac_informative": 0.009744} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 10.649717807769775, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.01056, "crispr_positive_hosts": 125, "n_informative_cells": 1827, "frac_informative": 0.009744} |
| {"mode": "full", "spearman_all": 0.7381277255336656, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9589061536964351, "rmse_raw": 0.08349072157205803, "rmse_rescaled": 0.08220002836359755, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.965034965034965, "pearson_all": 0.993223394397897, "optimal_scale": 0.979693376468481, "est_rho0": 0.20188195448857021, "est_rho1": 0.0557399110751163, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39829.35688061815, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133692879633871, "wall_seconds": 15.698033571243286, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.009248, "crispr_positive_hosts": 125, "n_informative_cells": 1566, "frac_informative": 0.008352} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 13.562126636505127, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.009248, "crispr_positive_hosts": 125, "n_informative_cells": 1566, "frac_informative": 0.008352} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 13.65947413444519, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.009248, "crispr_positive_hosts": 125, "n_informative_cells": 1566, "frac_informative": 0.008352} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 13.08909559249878, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.009248, "crispr_positive_hosts": 125, "n_informative_cells": 1566, "frac_informative": 0.008352} |
| {"mode": "full", "spearman_all": 0.7233003480659255, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9396438187303339, "rmse_raw": 0.103810135265078, "rmse_rescaled": 0.10296096035659383, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9891790084005705, "optimal_scale": 0.9813771938984144, "est_rho0": 0.19783811823456185, "est_rho1": 0.059470162961378734, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39280.69421577538, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217355069426382, "wall_seconds": 17.003570079803467, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.009029333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 1535, "frac_informative": 0.008186666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 13.767371892929077, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.009029333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 1535, "frac_informative": 0.008186666666666667} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 14.895922422409058, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.009029333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 1535, "frac_informative": 0.008186666666666667} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 11.715509414672852, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.009029333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 1535, "frac_informative": 0.008186666666666667} |
| {"mode": "full", "spearman_all": 0.7594673630950172, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9866286047944982, "rmse_raw": 0.08446854293173585, "rmse_rescaled": 0.08444775060106327, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9924253562730138, "optimal_scale": 0.9972727999784599, "est_rho0": 0.1948633323981966, "est_rho1": 0.05958499553357585, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -41018.724218536016, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003444752943613, "wall_seconds": 16.66365098953247, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.009413333333333333, "crispr_positive_hosts": 125, "n_informative_cells": 1642, "frac_informative": 0.008757333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 13.766494512557983, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.009413333333333333, "crispr_positive_hosts": 125, "n_informative_cells": 1642, "frac_informative": 0.008757333333333334} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 13.34707522392273, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.009413333333333333, "crispr_positive_hosts": 125, "n_informative_cells": 1642, "frac_informative": 0.008757333333333334} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 12.600722551345825, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.009413333333333333, "crispr_positive_hosts": 125, "n_informative_cells": 1642, "frac_informative": 0.008757333333333334} |
| {"mode": "full", "spearman_all": 0.7331885957540781, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9524897005871477, "rmse_raw": 0.1170643553374085, "rmse_rescaled": 0.109395362996508, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.990265958349558, "optimal_scale": 0.9494260396793367, "est_rho0": 0.21587269293049519, "est_rho1": 0.07104793927333357, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39493.24433900263, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240196521122802, "wall_seconds": 16.571423292160034, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.009978666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 1721, "frac_informative": 0.009178666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 13.44274091720581, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.009978666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 1721, "frac_informative": 0.009178666666666667} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 14.03151822090149, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.009978666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 1721, "frac_informative": 0.009178666666666667} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 13.299154043197632, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.009978666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 1721, "frac_informative": 0.009178666666666667} |
| {"mode": "full", "spearman_all": 0.7218470752996364, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9377558633665295, "rmse_raw": 0.07826657408139095, "rmse_rescaled": 0.07810781741987216, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9920988118220101, "optimal_scale": 1.0080890633725483, "est_rho0": 0.2846203985013493, "est_rho1": 0.0930567110258633, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45672.36297482849, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8677625182552252, "wall_seconds": 15.794348239898682, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.015568, "crispr_positive_hosts": 125, "n_informative_cells": 2702, "frac_informative": 0.014410666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 13.961135149002075, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.015568, "crispr_positive_hosts": 125, "n_informative_cells": 2702, "frac_informative": 0.014410666666666667} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 13.54578685760498, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.015568, "crispr_positive_hosts": 125, "n_informative_cells": 2702, "frac_informative": 0.014410666666666667} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 12.498320817947388, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.015568, "crispr_positive_hosts": 125, "n_informative_cells": 2702, "frac_informative": 0.014410666666666667} |
| {"mode": "full", "spearman_all": 0.7403700604892113, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9618191844811367, "rmse_raw": 0.08047682954073332, "rmse_rescaled": 0.07929008788141259, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9936893815728789, "optimal_scale": 0.980865678951204, "est_rho0": 0.29763709370779773, "est_rho1": 0.08861375280766325, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41855.416143233626, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9134529179311178, "wall_seconds": 16.865476608276367, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.013626666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2288, "frac_informative": 0.012202666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 13.762119054794312, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.013626666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2288, "frac_informative": 0.012202666666666667} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 12.247624635696411, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.013626666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2288, "frac_informative": 0.012202666666666667} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 13.910623788833618, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.013626666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2288, "frac_informative": 0.012202666666666667} |
| {"mode": "full", "spearman_all": 0.7219968972343053, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9379504979401174, "rmse_raw": 0.10188255267883123, "rmse_rescaled": 0.10104907908504004, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9895807566708213, "optimal_scale": 0.9817231285066587, "est_rho0": 0.29440830176922383, "est_rho1": 0.0880873579586333, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41319.24966445837, "n_steps_run": 3283, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217772254213277, "wall_seconds": 13.937861204147339, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.01344, "crispr_positive_hosts": 125, "n_informative_cells": 2286, "frac_informative": 0.012192} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 13.25444483757019, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.01344, "crispr_positive_hosts": 125, "n_informative_cells": 2286, "frac_informative": 0.012192} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 13.817798614501953, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.01344, "crispr_positive_hosts": 125, "n_informative_cells": 2286, "frac_informative": 0.012192} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 13.006855249404907, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.01344, "crispr_positive_hosts": 125, "n_informative_cells": 2286, "frac_informative": 0.012192} |
| {"mode": "full", "spearman_all": 0.7629132675924039, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9911051999870244, "rmse_raw": 0.08439826892133039, "rmse_rescaled": 0.08436264729721143, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9924411865373904, "optimal_scale": 0.9964350715526233, "est_rho0": 0.2979599472829164, "est_rho1": 0.08379817841722359, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -43219.87057089672, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003870240352932, "wall_seconds": 15.829743146896362, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.014208, "crispr_positive_hosts": 125, "n_informative_cells": 2491, "frac_informative": 0.013285333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 14.02170705795288, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.014208, "crispr_positive_hosts": 125, "n_informative_cells": 2491, "frac_informative": 0.013285333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 13.773634433746338, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.014208, "crispr_positive_hosts": 125, "n_informative_cells": 2491, "frac_informative": 0.013285333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 12.263218641281128, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.014208, "crispr_positive_hosts": 125, "n_informative_cells": 2491, "frac_informative": 0.013285333333333333} |
| {"mode": "full", "spearman_all": 0.7348965658093044, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9547085347260517, "rmse_raw": 0.11589671000781912, "rmse_rescaled": 0.10914116627976302, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9903053048222477, "optimal_scale": 0.9525301166287522, "est_rho0": 0.3126344273583236, "est_rho1": 0.10611497092203366, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41578.40653079419, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240447438757119, "wall_seconds": 16.745654344558716, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.014746666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2541, "frac_informative": 0.013552} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 13.800534963607788, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.014746666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2541, "frac_informative": 0.013552} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 12.797367811203003, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.014746666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2541, "frac_informative": 0.013552} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 13.507806777954102, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.014746666666666667, "crispr_positive_hosts": 125, "n_informative_cells": 2541, "frac_informative": 0.013552} |
| {"mode": "full", "spearman_all": 0.7128028245101188, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9260064229409283, "rmse_raw": 0.0775546180925176, "rmse_rescaled": 0.07725291209335335, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9922705570323525, "optimal_scale": 1.0111267767818952, "est_rho0": 0.48698294064899467, "est_rho1": 0.14279829345711412, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -49051.01204470663, "n_steps_run": 3290, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8678455691940944, "wall_seconds": 13.35564398765564, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.025882666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 4520, "frac_informative": 0.024106666666666665} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 13.761141538619995, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.025882666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 4520, "frac_informative": 0.024106666666666665} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 12.47048568725586, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.025882666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 4520, "frac_informative": 0.024106666666666665} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 13.376197576522827, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.025882666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 4520, "frac_informative": 0.024106666666666665} |
| {"mode": "full", "spearman_all": 0.7373586396023648, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9579070295520161, "rmse_raw": 0.0792221317929349, "rmse_rescaled": 0.07845771040591282, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.9790209790209792, "pearson_all": 0.9938336154893042, "optimal_scale": 0.9846864027713595, "est_rho0": 0.4849459519978757, "est_rho1": 0.14912716705861323, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -45040.55421634035, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9134647964098555, "wall_seconds": 14.602944374084473, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022538666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 3777, "frac_informative": 0.020144} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 12.126775026321411, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022538666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 3777, "frac_informative": 0.020144} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 10.1621572971344, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022538666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 3777, "frac_informative": 0.020144} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 10.023059129714966, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022538666666666665, "crispr_positive_hosts": 125, "n_informative_cells": 3777, "frac_informative": 0.020144} |
| {"mode": "full", "spearman_all": 0.7150052069497529, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9288675511726733, "rmse_raw": 0.10345351551133042, "rmse_rescaled": 0.10271528881671822, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9892292349151234, "optimal_scale": 0.9826402264411566, "est_rho0": 0.49878128758438495, "est_rho1": 0.14679003666968496, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -44495.147240230464, "n_steps_run": 3384, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218088374424495, "wall_seconds": 12.4542236328125, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022517333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 3832, "frac_informative": 0.02043733333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 12.06084656715393, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022517333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 3832, "frac_informative": 0.02043733333333333} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 9.846198320388794, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022517333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 3832, "frac_informative": 0.02043733333333333} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.484542846679688, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022517333333333334, "crispr_positive_hosts": 125, "n_informative_cells": 3832, "frac_informative": 0.02043733333333333} |
| {"mode": "full", "spearman_all": 0.7585983958739372, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9854997242676874, "rmse_raw": 0.08269947972993583, "rmse_rescaled": 0.08251189566769067, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9927813728711086, "optimal_scale": 0.9919448848445559, "est_rho0": 0.4982683655194257, "est_rho1": 0.13916467151439396, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -46425.57490130198, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9004469513245626, "wall_seconds": 14.69937777519226, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023232, "crispr_positive_hosts": 125, "n_informative_cells": 4069, "frac_informative": 0.021701333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 11.918314218521118, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023232, "crispr_positive_hosts": 125, "n_informative_cells": 4069, "frac_informative": 0.021701333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 9.579143524169922, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023232, "crispr_positive_hosts": 125, "n_informative_cells": 4069, "frac_informative": 0.021701333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 10.620620250701904, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023232, "crispr_positive_hosts": 125, "n_informative_cells": 4069, "frac_informative": 0.021701333333333333} |
| {"mode": "full", "spearman_all": 0.7414138199674052, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9631751386771338, "rmse_raw": 0.1136193410423138, "rmse_rescaled": 0.10743599183306812, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9906044533457932, "optimal_scale": 0.9548906527701346, "est_rho0": 0.5309048369584061, "est_rho1": 0.16595229780294, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -44837.33608947894, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240216267803486, "wall_seconds": 14.610250473022461, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.024624, "crispr_positive_hosts": 125, "n_informative_cells": 4267, "frac_informative": 0.022757333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 11.678880214691162, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.024624, "crispr_positive_hosts": 125, "n_informative_cells": 4267, "frac_informative": 0.022757333333333334} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 10.478328943252563, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.024624, "crispr_positive_hosts": 125, "n_informative_cells": 4267, "frac_informative": 0.022757333333333334} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 10.064305305480957, "sweep": "e1", "crispr_prevalence": 0.2, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.024624, "crispr_positive_hosts": 125, "n_informative_cells": 4267, "frac_informative": 0.022757333333333334} |
| {"mode": "full", "spearman_all": 0.695887928085991, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9040321795828332, "rmse_raw": 0.0821174890840806, "rmse_rescaled": 0.08175859062997105, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.991347961310236, "optimal_scale": 1.0125148154723098, "est_rho0": 0.05007453489095694, "est_rho1": 0.015869090386243893, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -40406.282661618454, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8675806102999593, "wall_seconds": 15.449329376220703, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.004309333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 746, "frac_informative": 0.003978666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 11.931266069412231, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.004309333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 746, "frac_informative": 0.003978666666666667} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 9.989832401275635, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.004309333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 746, "frac_informative": 0.003978666666666667} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 10.168120861053467, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.004309333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 746, "frac_informative": 0.003978666666666667} |
| {"mode": "full", "spearman_all": 0.7311859758940027, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9498880851201867, "rmse_raw": 0.08855442480969333, "rmse_rescaled": 0.08609157501262506, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9925541434550167, "optimal_scale": 0.9714253763017222, "est_rho0": 0.054344905050550625, "est_rho1": 0.015829368384269526, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -37273.14323736187, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133011538524409, "wall_seconds": 15.945680379867554, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004117333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 694, "frac_informative": 0.0037013333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 11.105454444885254, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004117333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 694, "frac_informative": 0.0037013333333333334} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 10.0146324634552, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004117333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 694, "frac_informative": 0.0037013333333333334} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 10.503496408462524, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.004117333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 694, "frac_informative": 0.0037013333333333334} |
| {"mode": "full", "spearman_all": 0.716014007976524, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9301780906348331, "rmse_raw": 0.10631467737123536, "rmse_rescaled": 0.10532813793319201, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.988669601090327, "optimal_scale": 0.9797164143455035, "est_rho0": 0.04898020905293761, "est_rho1": 0.016280155268908608, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36696.1229237963, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216911580519156, "wall_seconds": 15.57456088066101, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.00392, "crispr_positive_hosts": 206, "n_informative_cells": 665, "frac_informative": 0.0035466666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 12.486711263656616, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.00392, "crispr_positive_hosts": 206, "n_informative_cells": 665, "frac_informative": 0.0035466666666666667} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 9.90463638305664, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.00392, "crispr_positive_hosts": 206, "n_informative_cells": 665, "frac_informative": 0.0035466666666666667} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.400208711624146, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.00392, "crispr_positive_hosts": 206, "n_informative_cells": 665, "frac_informative": 0.0035466666666666667} |
| {"mode": "full", "spearman_all": 0.7650057806132806, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.993823596198138, "rmse_raw": 0.08718045165745904, "rmse_rescaled": 0.08709283444988265, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9919350527680229, "optimal_scale": 0.9943276218920506, "est_rho0": 0.046767511561915664, "est_rho1": 0.01607927387417904, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38138.46725794319, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900284661055013, "wall_seconds": 14.840003728866577, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.003888, "crispr_positive_hosts": 206, "n_informative_cells": 673, "frac_informative": 0.0035893333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 12.157477617263794, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.003888, "crispr_positive_hosts": 206, "n_informative_cells": 673, "frac_informative": 0.0035893333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 10.331870794296265, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.003888, "crispr_positive_hosts": 206, "n_informative_cells": 673, "frac_informative": 0.0035893333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 9.914472341537476, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.003888, "crispr_positive_hosts": 206, "n_informative_cells": 673, "frac_informative": 0.0035893333333333333} |
| {"mode": "full", "spearman_all": 0.736584559606575, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9569014175884776, "rmse_raw": 0.11799800576842755, "rmse_rescaled": 0.10977924456114883, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9901919249304645, "optimal_scale": 0.9475904909576862, "est_rho0": 0.05449500749790609, "est_rho1": 0.014909715274879155, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36468.86325652989, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240368519429197, "wall_seconds": 15.094495296478271, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.003936, "crispr_positive_hosts": 206, "n_informative_cells": 690, "frac_informative": 0.00368} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 11.48250126838684, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.003936, "crispr_positive_hosts": 206, "n_informative_cells": 690, "frac_informative": 0.00368} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 9.542327165603638, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.003936, "crispr_positive_hosts": 206, "n_informative_cells": 690, "frac_informative": 0.00368} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 11.474095106124878, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.003936, "crispr_positive_hosts": 206, "n_informative_cells": 690, "frac_informative": 0.00368} |
| {"mode": "full", "spearman_all": 0.7066950836401134, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9180718201576539, "rmse_raw": 0.07988773051082106, "rmse_rescaled": 0.07960967138724186, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9918003722795911, "optimal_scale": 1.0108446055939566, "est_rho0": 0.09969200072619235, "est_rho1": 0.031480685740912576, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -43274.270626680656, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8675849219780978, "wall_seconds": 15.575356721878052, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008533333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1477, "frac_informative": 0.007877333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 11.208855867385864, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008533333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1477, "frac_informative": 0.007877333333333333} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 10.222676515579224, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008533333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1477, "frac_informative": 0.007877333333333333} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 10.889986038208008, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.008533333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1477, "frac_informative": 0.007877333333333333} |
| {"mode": "full", "spearman_all": 0.7337629131703092, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9532357997859019, "rmse_raw": 0.08483880015012804, "rmse_rescaled": 0.08231599260249757, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.965034965034965, "pearson_all": 0.993189870961904, "optimal_scale": 0.9717163020652152, "est_rho0": 0.10507141366388059, "est_rho1": 0.030232412735741784, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39765.64501887504, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133270521043992, "wall_seconds": 14.560573101043701, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.007738666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 1302, "frac_informative": 0.006944} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 11.759007453918457, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.007738666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 1302, "frac_informative": 0.006944} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 10.191590309143066, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.007738666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 1302, "frac_informative": 0.006944} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 9.748469114303589, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.007738666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 1302, "frac_informative": 0.006944} |
| {"mode": "full", "spearman_all": 0.7258872734712098, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9430045090342881, "rmse_raw": 0.10321384674952423, "rmse_rescaled": 0.1024908008192686, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9892726971195692, "optimal_scale": 0.9828363806106374, "est_rho0": 0.09534726036570002, "est_rho1": 0.029541131041221375, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39233.57772631285, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217621595615053, "wall_seconds": 14.263064622879028, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.007568, "crispr_positive_hosts": 206, "n_informative_cells": 1292, "frac_informative": 0.0068906666666666665} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 11.773098230361938, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.007568, "crispr_positive_hosts": 206, "n_informative_cells": 1292, "frac_informative": 0.0068906666666666665} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 10.050761938095093, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.007568, "crispr_positive_hosts": 206, "n_informative_cells": 1292, "frac_informative": 0.0068906666666666665} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.742179155349731, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.007568, "crispr_positive_hosts": 206, "n_informative_cells": 1292, "frac_informative": 0.0068906666666666665} |
| {"mode": "full", "spearman_all": 0.7624088670790182, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9904499302559444, "rmse_raw": 0.08814148250107821, "rmse_rescaled": 0.08806352745905968, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9917535257469534, "optimal_scale": 0.9946174069782457, "est_rho0": 0.09308535492110583, "est_rho1": 0.027268360014024783, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -40761.531086065894, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900269775020503, "wall_seconds": 14.883097410202026, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.007637333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1337, "frac_informative": 0.007130666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 11.940578699111938, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.007637333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1337, "frac_informative": 0.007130666666666667} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 10.77567195892334, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.007637333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1337, "frac_informative": 0.007130666666666667} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 10.637040376663208, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.007637333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 1337, "frac_informative": 0.007130666666666667} |
| {"mode": "full", "spearman_all": 0.7414637606122948, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9632400168683297, "rmse_raw": 0.11403417401968438, "rmse_rescaled": 0.10782972237047708, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9905356134435396, "optimal_scale": 0.9547354074584916, "est_rho0": 0.1025309278549372, "est_rho1": 0.03478689590805033, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39040.184068127564, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240666087754195, "wall_seconds": 14.26354694366455, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.007632, "crispr_positive_hosts": 206, "n_informative_cells": 1319, "frac_informative": 0.0070346666666666665} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 12.304534196853638, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.007632, "crispr_positive_hosts": 206, "n_informative_cells": 1319, "frac_informative": 0.0070346666666666665} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 11.001803398132324, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.007632, "crispr_positive_hosts": 206, "n_informative_cells": 1319, "frac_informative": 0.0070346666666666665} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 9.815411567687988, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.007632, "crispr_positive_hosts": 206, "n_informative_cells": 1319, "frac_informative": 0.0070346666666666665} |
| {"mode": "full", "spearman_all": 0.7275752672684803, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9451973918967139, "rmse_raw": 0.07757690674392598, "rmse_rescaled": 0.07753891707410654, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9922166490594029, "optimal_scale": 1.003924302300226, "est_rho0": 0.1955359271271306, "est_rho1": 0.06220274815692564, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -47620.933834795826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8678632583922765, "wall_seconds": 15.693533658981323, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.016549333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2860, "frac_informative": 0.015253333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 12.820036172866821, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.016549333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2860, "frac_informative": 0.015253333333333334} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 10.451793432235718, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.016549333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2860, "frac_informative": 0.015253333333333334} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 9.717573881149292, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.016549333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2860, "frac_informative": 0.015253333333333334} |
| {"mode": "full", "spearman_all": 0.7442804129840715, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9668991468517857, "rmse_raw": 0.08181930904328354, "rmse_rescaled": 0.0799563567602137, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9936222729394004, "optimal_scale": 0.9759932958157627, "est_rho0": 0.20687221666784586, "est_rho1": 0.05887867078838549, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -43946.98487676478, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9132476644505034, "wall_seconds": 15.651243925094604, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.015157333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2552, "frac_informative": 0.013610666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 11.606432914733887, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.015157333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2552, "frac_informative": 0.013610666666666667} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 9.7498300075531, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.015157333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2552, "frac_informative": 0.013610666666666667} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 10.156742334365845, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.015157333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 2552, "frac_informative": 0.013610666666666667} |
| {"mode": "full", "spearman_all": 0.7341075036200478, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9536834593051545, "rmse_raw": 0.10120492976353206, "rmse_rescaled": 0.1005306991015342, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9896777308100937, "optimal_scale": 0.9835808316585901, "est_rho0": 0.1945926238654468, "est_rho1": 0.06115745345891741, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -43505.386323734405, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218032660427643, "wall_seconds": 14.77783489227295, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.015253333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 2597, "frac_informative": 0.013850666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 12.410399675369263, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.015253333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 2597, "frac_informative": 0.013850666666666667} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 9.645527124404907, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.015253333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 2597, "frac_informative": 0.013850666666666667} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.781588077545166, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.015253333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 2597, "frac_informative": 0.013850666666666667} |
| {"mode": "full", "spearman_all": 0.7615698642448718, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.989359976643851, "rmse_raw": 0.08707916727069155, "rmse_rescaled": 0.08689610853137895, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.9919732760467476, "optimal_scale": 0.9918288076843551, "est_rho0": 0.1958937912021898, "est_rho1": 0.0613815732581384, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -45360.04565294585, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9002844342782254, "wall_seconds": 13.79537844657898, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.015808, "crispr_positive_hosts": 206, "n_informative_cells": 2750, "frac_informative": 0.014666666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 11.264970064163208, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.015808, "crispr_positive_hosts": 206, "n_informative_cells": 2750, "frac_informative": 0.014666666666666666} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 9.796093702316284, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.015808, "crispr_positive_hosts": 206, "n_informative_cells": 2750, "frac_informative": 0.014666666666666666} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 9.73975396156311, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.015808, "crispr_positive_hosts": 206, "n_informative_cells": 2750, "frac_informative": 0.014666666666666666} |
| {"mode": "full", "spearman_all": 0.7332385363989677, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9525545787783436, "rmse_raw": 0.11498615350105097, "rmse_rescaled": 0.10849758305931878, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9904190700786696, "optimal_scale": 0.9535920997515032, "est_rho0": 0.20974633253822453, "est_rho1": 0.06680534190746042, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -43369.97987200846, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240467461756543, "wall_seconds": 14.979437828063965, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.015472, "crispr_positive_hosts": 206, "n_informative_cells": 2686, "frac_informative": 0.014325333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 11.742608308792114, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.015472, "crispr_positive_hosts": 206, "n_informative_cells": 2686, "frac_informative": 0.014325333333333334} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 9.226224660873413, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.015472, "crispr_positive_hosts": 206, "n_informative_cells": 2686, "frac_informative": 0.014325333333333334} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 10.494887351989746, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.015472, "crispr_positive_hosts": 206, "n_informative_cells": 2686, "frac_informative": 0.014325333333333334} |
| {"mode": "full", "spearman_all": 0.74303189686183, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9652771920718849, "rmse_raw": 0.07638498235957447, "rmse_rescaled": 0.07610021646843378, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9925042764487719, "optimal_scale": 1.0107217504225898, "est_rho0": 0.28814138184714666, "est_rho1": 0.0913425614049743, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51194.8085049882, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8678596380553196, "wall_seconds": 15.868143081665039, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024597333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4255, "frac_informative": 0.022693333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 12.035235166549683, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024597333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4255, "frac_informative": 0.022693333333333333} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 11.669264793395996, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024597333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4255, "frac_informative": 0.022693333333333333} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 10.137292623519897, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024597333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4255, "frac_informative": 0.022693333333333333} |
| {"mode": "full", "spearman_all": 0.7495741213423756, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9737762351185648, "rmse_raw": 0.07935161980037529, "rmse_rescaled": 0.07775617274254451, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9939258160525284, "optimal_scale": 0.9780676094769515, "est_rho0": 0.302906408571996, "est_rho1": 0.09121283995099824, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47183.72255865409, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9134616744159242, "wall_seconds": 14.149412631988525, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3703, "frac_informative": 0.019749333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 12.931487321853638, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3703, "frac_informative": 0.019749333333333334} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 10.774154901504517, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3703, "frac_informative": 0.019749333333333334} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 9.80194616317749, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3703, "frac_informative": 0.019749333333333334} |
| {"mode": "full", "spearman_all": 0.7367243934122661, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9570830765238266, "rmse_raw": 0.10029273681194223, "rmse_rescaled": 0.09910656690655942, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9899655538649832, "optimal_scale": 0.9784671935328091, "est_rho0": 0.28989513672182454, "est_rho1": 0.09235121492668819, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46912.26786222059, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218394065833345, "wall_seconds": 15.949481725692749, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3863, "frac_informative": 0.020602666666666665} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 12.864816904067993, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3863, "frac_informative": 0.020602666666666665} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 10.06419825553894, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3863, "frac_informative": 0.020602666666666665} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.819131135940552, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3863, "frac_informative": 0.020602666666666665} |
| {"mode": "full", "spearman_all": 0.7629132675924039, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9911051999870244, "rmse_raw": 0.08673686707527015, "rmse_rescaled": 0.08653642393834292, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.9920437000488775, "optimal_scale": 0.9914705296463293, "est_rho0": 0.2995153482673143, "est_rho1": 0.08776195369275423, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49005.1283195526, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003597126636559, "wall_seconds": 16.304659366607666, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023829333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4162, "frac_informative": 0.022197333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 12.005323886871338, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023829333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4162, "frac_informative": 0.022197333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 10.406473636627197, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023829333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4162, "frac_informative": 0.022197333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 9.926941156387329, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.023829333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4162, "frac_informative": 0.022197333333333333} |
| {"mode": "full", "spearman_all": 0.7368242747020454, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9572128329062185, "rmse_raw": 0.11180766790488074, "rmse_rescaled": 0.10651741281672485, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9907636036435734, "optimal_scale": 0.9583885741218401, "est_rho0": 0.3014856957267437, "est_rho1": 0.09906308934553244, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46686.6009994338, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240547607670091, "wall_seconds": 15.643871307373047, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3958, "frac_informative": 0.021109333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 12.261642217636108, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3958, "frac_informative": 0.021109333333333334} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 9.690543174743652, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3958, "frac_informative": 0.021109333333333334} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 9.689135313034058, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3958, "frac_informative": 0.021109333333333334} |
| {"mode": "full", "spearman_all": 0.7320699253085498, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9510364291043566, "rmse_raw": 0.07617512454690555, "rmse_rescaled": 0.07575630665394562, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9925730346041002, "optimal_scale": 1.0130075643141165, "est_rho0": 0.4897392447479737, "est_rho1": 0.15186085675452957, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -56689.65676649978, "n_steps_run": 2910, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867881580297181, "wall_seconds": 11.03272008895874, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.040885333333333336, "crispr_positive_hosts": 206, "n_informative_cells": 7072, "frac_informative": 0.03771733333333333} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 11.913918733596802, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.040885333333333336, "crispr_positive_hosts": 206, "n_informative_cells": 7072, "frac_informative": 0.03771733333333333} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 9.199116945266724, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.040885333333333336, "crispr_positive_hosts": 206, "n_informative_cells": 7072, "frac_informative": 0.03771733333333333} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 9.824013710021973, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.040885333333333336, "crispr_positive_hosts": 206, "n_informative_cells": 7072, "frac_informative": 0.03771733333333333} |
| {"mode": "full", "spearman_all": 0.7417434282236768, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9636033347390273, "rmse_raw": 0.0766371186269819, "rmse_rescaled": 0.07585462591832501, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9860139860139862, "pearson_all": 0.9942224194901743, "optimal_scale": 0.9847683406260654, "est_rho0": 0.4928717511606826, "est_rho1": 0.1501725738319058, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -52445.32563911921, "n_steps_run": 3270, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9134957209982055, "wall_seconds": 13.5107741355896, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03677333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 6156, "frac_informative": 0.032832} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 12.366133689880371, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03677333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 6156, "frac_informative": 0.032832} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 8.835019826889038, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03677333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 6156, "frac_informative": 0.032832} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 10.547893524169922, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03677333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 6156, "frac_informative": 0.032832} |
| {"mode": "full", "spearman_all": 0.7248834665089277, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.941700457391248, "rmse_raw": 0.10173472691935005, "rmse_rescaled": 0.10052946151856207, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9896810025237786, "optimal_scale": 0.9781401407972207, "est_rho0": 0.4913390253905331, "est_rho1": 0.15010408747848275, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -52172.94924799015, "n_steps_run": 3092, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218283795142476, "wall_seconds": 12.743815183639526, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.037893333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 6460, "frac_informative": 0.034453333333333336} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 11.825125455856323, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.037893333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 6460, "frac_informative": 0.034453333333333336} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 9.565592527389526, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.037893333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 6460, "frac_informative": 0.034453333333333336} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 10.148472785949707, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.037893333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 6460, "frac_informative": 0.034453333333333336} |
| {"mode": "full", "spearman_all": 0.7590328794844773, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9860641645310929, "rmse_raw": 0.08409306052305332, "rmse_rescaled": 0.08374899872101153, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.992559929463191, "optimal_scale": 0.9890341764427363, "est_rho0": 0.49377251953324686, "est_rho1": 0.14288806376058077, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -54314.460294021555, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9000450703634216, "wall_seconds": 15.490218162536621, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03888, "crispr_positive_hosts": 206, "n_informative_cells": 6792, "frac_informative": 0.036224} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 12.577527523040771, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03888, "crispr_positive_hosts": 206, "n_informative_cells": 6792, "frac_informative": 0.036224} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 10.905168533325195, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03888, "crispr_positive_hosts": 206, "n_informative_cells": 6792, "frac_informative": 0.036224} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 11.209864139556885, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03888, "crispr_positive_hosts": 206, "n_informative_cells": 6792, "frac_informative": 0.036224} |
| {"mode": "full", "spearman_all": 0.7402402148124981, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.961650501184027, "rmse_raw": 0.10945417293843919, "rmse_rescaled": 0.1049767503005159, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9910282770441433, "optimal_scale": 0.9619313709495619, "est_rho0": 0.5079730055627986, "est_rho1": 0.15791051732588882, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -51948.36864298967, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240453699735397, "wall_seconds": 14.958416223526001, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.03808, "crispr_positive_hosts": 206, "n_informative_cells": 6632, "frac_informative": 0.03537066666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 11.748448133468628, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.03808, "crispr_positive_hosts": 206, "n_informative_cells": 6632, "frac_informative": 0.03537066666666667} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 11.426859617233276, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.03808, "crispr_positive_hosts": 206, "n_informative_cells": 6632, "frac_informative": 0.03537066666666667} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 10.4782133102417, "sweep": "e1", "crispr_prevalence": 0.33, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.03808, "crispr_positive_hosts": 206, "n_informative_cells": 6632, "frac_informative": 0.03537066666666667} |
| {"mode": "full", "spearman_all": 0.7327091655631374, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9518668699516657, "rmse_raw": 0.0768539755297147, "rmse_rescaled": 0.07665069720961913, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9923939275566969, "optimal_scale": 1.009075141709234, "est_rho0": 0.050791043230401435, "est_rho1": 0.016191766535653372, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -42246.38093485507, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8677155520534148, "wall_seconds": 15.578155279159546, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1072, "frac_informative": 0.005717333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 12.257542371749878, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1072, "frac_informative": 0.005717333333333333} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 10.21899938583374, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1072, "frac_informative": 0.005717333333333333} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 10.951070070266724, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1072, "frac_informative": 0.005717333333333333} |
| {"mode": "full", "spearman_all": 0.731146023378091, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.94983618256723, "rmse_raw": 0.08792181406644975, "rmse_rescaled": 0.08494903224177534, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9927508904383208, "optimal_scale": 0.9688549797251435, "est_rho0": 0.052257972212927425, "est_rho1": 0.01466648586395016, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39142.84712428452, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133443274507369, "wall_seconds": 14.734244585037231, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.006058666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1031, "frac_informative": 0.0054986666666666665} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 11.024658679962158, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.006058666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1031, "frac_informative": 0.0054986666666666665} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 8.268904685974121, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.006058666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1031, "frac_informative": 0.0054986666666666665} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 8.731534004211426, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.006058666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1031, "frac_informative": 0.0054986666666666665} |
| {"mode": "full", "spearman_all": 0.7140763109548052, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9276608168164271, "rmse_raw": 0.1076669106917171, "rmse_rescaled": 0.10644406965175912, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9884241828869029, "optimal_scale": 0.977335870565824, "est_rho0": 0.04988112845419541, "est_rho1": 0.016379161463463444, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38548.27790339803, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9217374482037184, "wall_seconds": 12.903070449829102, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.005898666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1002, "frac_informative": 0.005344} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 11.432916641235352, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.005898666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1002, "frac_informative": 0.005344} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 9.069397211074829, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.005898666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1002, "frac_informative": 0.005344} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 8.56001091003418, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.005898666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1002, "frac_informative": 0.005344} |
| {"mode": "full", "spearman_all": 0.761559876115894, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.989347001005612, "rmse_raw": 0.08615390535672457, "rmse_rescaled": 0.08607854164698094, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9921247899835415, "optimal_scale": 0.9947687553159785, "est_rho0": 0.04933699162530407, "est_rho1": 0.01742111850789215, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -40323.96152156335, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9002776120201175, "wall_seconds": 12.652916193008423, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1075, "frac_informative": 0.005733333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 11.024229526519775, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1075, "frac_informative": 0.005733333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 8.914583206176758, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1075, "frac_informative": 0.005733333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 8.095497608184814, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.006229333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 1075, "frac_informative": 0.005733333333333333} |
| {"mode": "full", "spearman_all": 0.7426773182831135, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.964816556914393, "rmse_raw": 0.11991887554466736, "rmse_rescaled": 0.10977686755289624, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9901973856055954, "optimal_scale": 0.9418876537958534, "est_rho0": 0.053491030565197925, "est_rho1": 0.014251457094431434, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38128.02804418968, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240652379648902, "wall_seconds": 13.347681045532227, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005626666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 983, "frac_informative": 0.005242666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 11.259580850601196, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005626666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 983, "frac_informative": 0.005242666666666666} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 8.401530742645264, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005626666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 983, "frac_informative": 0.005242666666666666} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.05, "true_rho1": 0.015, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 8.125530242919922, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.05, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.005626666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 983, "frac_informative": 0.005242666666666666} |
| {"mode": "full", "spearman_all": 0.727465397849723, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9450546598760825, "rmse_raw": 0.07701049455026145, "rmse_rescaled": 0.07674201012497293, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.965034965034965, "pearson_all": 0.992378198310682, "optimal_scale": 1.0104524473501437, "est_rho0": 0.09822826551721753, "est_rho1": 0.031200850124776684, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -46297.40010919943, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8677124137462561, "wall_seconds": 13.71554183959961, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.012117333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 2087, "frac_informative": 0.011130666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 10.475913524627686, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.012117333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 2087, "frac_informative": 0.011130666666666667} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 8.415369272232056, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.012117333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 2087, "frac_informative": 0.011130666666666667} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 8.003163814544678, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.012117333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 2087, "frac_informative": 0.011130666666666667} |
| {"mode": "full", "spearman_all": 0.7359153549650536, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9560320498264508, "rmse_raw": 0.0842012962435454, "rmse_rescaled": 0.08116356979887288, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9933799631958082, "optimal_scale": 0.9692156890113057, "est_rho0": 0.10206139337979273, "est_rho1": 0.028213822954492682, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -42963.23207892963, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133543868360422, "wall_seconds": 13.651634216308594, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011605333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 1974, "frac_informative": 0.010528} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 10.564764738082886, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011605333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 1974, "frac_informative": 0.010528} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 8.277758836746216, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011605333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 1974, "frac_informative": 0.010528} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 8.056776285171509, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.011605333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 1974, "frac_informative": 0.010528} |
| {"mode": "full", "spearman_all": 0.7259472022450775, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9430823628637235, "rmse_raw": 0.10419423354873268, "rmse_rescaled": 0.10329674571595297, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9891038919678795, "optimal_scale": 0.980830777664222, "est_rho0": 0.09628639692656389, "est_rho1": 0.031189740810892094, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -42430.991001047114, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218012587434997, "wall_seconds": 13.581892251968384, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011482666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1955, "frac_informative": 0.010426666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 10.702696561813354, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011482666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1955, "frac_informative": 0.010426666666666667} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 8.071777582168579, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011482666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1955, "frac_informative": 0.010426666666666667} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 8.002068281173706, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.011482666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1955, "frac_informative": 0.010426666666666667} |
| {"mode": "full", "spearman_all": 0.7571950637525376, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9836766470950788, "rmse_raw": 0.0858797730709562, "rmse_rescaled": 0.08572011493754064, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9921918375675249, "optimal_scale": 0.9924183349338805, "est_rho0": 0.09787487558172588, "est_rho1": 0.029964222245732502, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -44432.20629675148, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9002967865052242, "wall_seconds": 12.970921754837036, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.012192, "crispr_positive_hosts": 312, "n_informative_cells": 2126, "frac_informative": 0.011338666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 9.897058963775635, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.012192, "crispr_positive_hosts": 312, "n_informative_cells": 2126, "frac_informative": 0.011338666666666667} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 7.981078863143921, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.012192, "crispr_positive_hosts": 312, "n_informative_cells": 2126, "frac_informative": 0.011338666666666667} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 8.542654275894165, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.012192, "crispr_positive_hosts": 312, "n_informative_cells": 2126, "frac_informative": 0.011338666666666667} |
| {"mode": "full", "spearman_all": 0.7457986085887173, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.968871443864145, "rmse_raw": 0.11565676819746339, "rmse_rescaled": 0.10815764451545401, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9904798670033674, "optimal_scale": 0.9502500263756635, "est_rho0": 0.10297959763025774, "est_rho1": 0.03305242790696459, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -42072.834463173356, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240980565438182, "wall_seconds": 12.57042121887207, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.011210666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1935, "frac_informative": 0.01032} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 9.35187840461731, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.011210666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1935, "frac_informative": 0.01032} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 7.9609129428863525, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.011210666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1935, "frac_informative": 0.01032} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.1, "true_rho1": 0.03, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 8.605046510696411, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.1, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.011210666666666667, "crispr_positive_hosts": 312, "n_informative_cells": 1935, "frac_informative": 0.01032} |
| {"mode": "full", "spearman_all": 0.7505679401756798, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9750673111233659, "rmse_raw": 0.07428580707736203, "rmse_rescaled": 0.07427854023171149, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9928564668934943, "optimal_scale": 0.9983307289705967, "est_rho0": 0.20270169126558724, "est_rho1": 0.06341456068476298, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -52817.892200439266, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8679162298535816, "wall_seconds": 12.936177968978882, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024, "crispr_positive_hosts": 312, "n_informative_cells": 4124, "frac_informative": 0.021994666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 9.57716417312622, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024, "crispr_positive_hosts": 312, "n_informative_cells": 4124, "frac_informative": 0.021994666666666666} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 7.965575218200684, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024, "crispr_positive_hosts": 312, "n_informative_cells": 4124, "frac_informative": 0.021994666666666666} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 8.517557859420776, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.024, "crispr_positive_hosts": 312, "n_informative_cells": 4124, "frac_informative": 0.021994666666666666} |
| {"mode": "full", "spearman_all": 0.7399156006207153, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9612287929412527, "rmse_raw": 0.08038867186751332, "rmse_rescaled": 0.0784746616255381, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9938173511628309, "optimal_scale": 0.9758946827528097, "est_rho0": 0.20419664795034506, "est_rho1": 0.056742614086207205, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -49451.75429964785, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9133910640556524, "wall_seconds": 12.806304931640625, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.023104, "crispr_positive_hosts": 312, "n_informative_cells": 3926, "frac_informative": 0.020938666666666668} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 9.289367437362671, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.023104, "crispr_positive_hosts": 312, "n_informative_cells": 3926, "frac_informative": 0.020938666666666668} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 8.3469877243042, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.023104, "crispr_positive_hosts": 312, "n_informative_cells": 3926, "frac_informative": 0.020938666666666668} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 9.248655080795288, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.023104, "crispr_positive_hosts": 312, "n_informative_cells": 3926, "frac_informative": 0.020938666666666668} |
| {"mode": "full", "spearman_all": 0.732764100272516, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9519382359619815, "rmse_raw": 0.10287369982084897, "rmse_rescaled": 0.10209483961434904, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9893604048847557, "optimal_scale": 0.9822305739575682, "est_rho0": 0.19348355864662636, "est_rho1": 0.06346673514882815, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -48695.1748027507, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218422972250443, "wall_seconds": 12.532603979110718, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3866, "frac_informative": 0.020618666666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 9.2513427734375, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3866, "frac_informative": 0.020618666666666667} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 8.256841897964478, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3866, "frac_informative": 0.020618666666666667} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 9.00679898262024, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3866, "frac_informative": 0.020618666666666667} |
| {"mode": "full", "spearman_all": 0.7550526100867713, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9808933726927692, "rmse_raw": 0.0841688833356633, "rmse_rescaled": 0.08384655077003718, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9925367299195433, "optimal_scale": 0.9893767533180774, "est_rho0": 0.20502561542185038, "est_rho1": 0.06159594170315905, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -51397.31617789686, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9003233417285874, "wall_seconds": 12.722349166870117, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.024768, "crispr_positive_hosts": 312, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 9.840434551239014, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.024768, "crispr_positive_hosts": 312, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 9.087366819381714, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.024768, "crispr_positive_hosts": 312, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 9.289817571640015, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.024768, "crispr_positive_hosts": 312, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334} |
| {"mode": "full", "spearman_all": 0.7314406731829399, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9502189638952865, "rmse_raw": 0.11668927289694711, "rmse_rescaled": 0.11023655868783551, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9901075636523077, "optimal_scale": 0.953362220113729, "est_rho0": 0.2052320272669651, "est_rho1": 0.06669273523024044, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -48553.239588511555, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240866324487916, "wall_seconds": 13.241684436798096, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3932, "frac_informative": 0.020970666666666665} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 11.152363061904907, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3932, "frac_informative": 0.020970666666666665} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 8.958314657211304, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3932, "frac_informative": 0.020970666666666665} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.2, "true_rho1": 0.06, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 8.40329384803772, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.2, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.022768, "crispr_positive_hosts": 312, "n_informative_cells": 3932, "frac_informative": 0.020970666666666665} |
| {"mode": "full", "spearman_all": 0.7456887391699599, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9687287118435136, "rmse_raw": 0.07479764282361206, "rmse_rescaled": 0.07479189359694861, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9927575836733729, "optimal_scale": 1.001494752157435, "est_rho0": 0.2984343327799674, "est_rho1": 0.09338713455876135, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -58125.72925452302, "n_steps_run": 3525, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8679398009061756, "wall_seconds": 11.829365968704224, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.035797333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 6158, "frac_informative": 0.032842666666666666} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 11.611924648284912, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.035797333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 6158, "frac_informative": 0.032842666666666666} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 9.213394165039062, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.035797333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 6158, "frac_informative": 0.032842666666666666} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 8.241721868515015, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.035797333333333334, "crispr_positive_hosts": 312, "n_informative_cells": 6158, "frac_informative": 0.032842666666666666} |
| {"mode": "full", "spearman_all": 0.7408245203577072, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9624095760210206, "rmse_raw": 0.07858052953957975, "rmse_rescaled": 0.07686066506438123, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9940647400026849, "optimal_scale": 0.9773689126701413, "est_rho0": 0.3016112140498701, "est_rho1": 0.0904694932805848, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -54632.59079640875, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9134427632280018, "wall_seconds": 13.433939218521118, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03447466666666667, "crispr_positive_hosts": 312, "n_informative_cells": 5817, "frac_informative": 0.031024} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 11.144237756729126, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03447466666666667, "crispr_positive_hosts": 312, "n_informative_cells": 5817, "frac_informative": 0.031024} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 8.346662282943726, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03447466666666667, "crispr_positive_hosts": 312, "n_informative_cells": 5817, "frac_informative": 0.031024} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 8.019598245620728, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.03447466666666667, "crispr_positive_hosts": 312, "n_informative_cells": 5817, "frac_informative": 0.031024} |
| {"mode": "full", "spearman_all": 0.738916787722922, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9599312291173321, "rmse_raw": 0.10069072234015475, "rmse_rescaled": 0.09981722665784805, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9898252556506756, "optimal_scale": 0.981412132665469, "est_rho0": 0.2874534232699643, "est_rho1": 0.09498057164089163, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -53869.31989709012, "n_steps_run": 2894, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218434421048528, "wall_seconds": 9.8172447681427, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.03406933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 5785, "frac_informative": 0.030853333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 10.506025075912476, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.03406933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 5785, "frac_informative": 0.030853333333333333} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 8.216645002365112, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.03406933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 5785, "frac_informative": 0.030853333333333333} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 7.644603729248047, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.03406933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 5785, "frac_informative": 0.030853333333333333} |
| {"mode": "full", "spearman_all": 0.7568304970448432, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9832030362993479, "rmse_raw": 0.08349733550902967, "rmse_rescaled": 0.08336480298091535, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9926137561194477, "optimal_scale": 0.9931859960672015, "est_rho0": 0.30391046339878675, "est_rho1": 0.090799105856668, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -56907.33624334797, "n_steps_run": 3666, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900342399779045, "wall_seconds": 12.04798698425293, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03702933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 6458, "frac_informative": 0.03444266666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 10.007157802581787, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03702933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 6458, "frac_informative": 0.03444266666666667} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 8.021275758743286, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03702933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 6458, "frac_informative": 0.03444266666666667} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 7.232097625732422, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.03702933333333333, "crispr_positive_hosts": 312, "n_informative_cells": 6458, "frac_informative": 0.03444266666666667} |
| {"mode": "full", "spearman_all": 0.7354808713545136, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9554676095630454, "rmse_raw": 0.11245631586169041, "rmse_rescaled": 0.10715835843605537, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9906530814750177, "optimal_scale": 0.9582374099429795, "est_rho0": 0.2977707914456647, "est_rho1": 0.09792260726747427, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -53591.84594521673, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240799671016257, "wall_seconds": 11.333711385726929, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.033808, "crispr_positive_hosts": 312, "n_informative_cells": 5844, "frac_informative": 0.031168} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 8.137938737869263, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.033808, "crispr_positive_hosts": 312, "n_informative_cells": 5844, "frac_informative": 0.031168} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 6.478680849075317, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.033808, "crispr_positive_hosts": 312, "n_informative_cells": 5844, "frac_informative": 0.031168} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 6.5139899253845215, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.3, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.033808, "crispr_positive_hosts": 312, "n_informative_cells": 5844, "frac_informative": 0.031168} |
| {"mode": "full", "spearman_all": 0.744375300209362, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9670224154150583, "rmse_raw": 0.07531638111849877, "rmse_rescaled": 0.07525231141425369, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9926687090904267, "optimal_scale": 1.0050242854101328, "est_rho0": 0.5037786743911324, "est_rho1": 0.15466397215084615, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -66384.82264353734, "n_steps_run": 3012, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8679615951982971, "wall_seconds": 8.415908336639404, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.059952, "crispr_positive_hosts": 312, "n_informative_cells": 10323, "frac_informative": 0.055056} |
| {"mode": "no_receipt", "spearman_all": 0.690149747988169, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965776754144094, "rmse_raw": 0.08653078150308678, "rmse_rescaled": 0.08639361673934791, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9903317291449051, "optimal_scale": 1.0079194456640514, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -36276.21224513844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.867282003407802, "wall_seconds": 8.147629022598267, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.059952, "crispr_positive_hosts": 312, "n_informative_cells": 10323, "frac_informative": 0.055056} |
| {"mode": "naive", "spearman_all": 0.6369929255676149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8275213287053558, "rmse_raw": 0.3028371680200847, "rmse_rescaled": 0.2343249441756997, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9264765893219411, "optimal_scale": 1.4938315893399208, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -41832.37201412863, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8616798721832061, "wall_seconds": 6.626089096069336, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.059952, "crispr_positive_hosts": 312, "n_informative_cells": 10323, "frac_informative": 0.055056} |
| {"mode": "oracle", "spearman_all": 0.7353809900647342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9553378531806533, "rmse_raw": 0.07094256329807033, "rmse_rescaled": 0.07082647384559923, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9935043212841695, "optimal_scale": 1.0065670517117618, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -22685.517336971912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8683257192806377, "wall_seconds": 6.576796293258667, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35038933333333333, "P(Y=1)": 0.076032, "P(Y=1|Z=1)": 0.21699290693780632, "P(S=1)": 0.059952, "crispr_positive_hosts": 312, "n_informative_cells": 10323, "frac_informative": 0.055056} |
| {"mode": "full", "spearman_all": 0.7356306932891825, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9556622441366335, "rmse_raw": 0.07513723323578173, "rmse_rescaled": 0.07416350208987377, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9944765811859091, "optimal_scale": 0.9832181516260259, "est_rho0": 0.4941789561510787, "est_rho1": 0.14807539450721768, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -62531.712140175456, "n_steps_run": 3486, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135121821156378, "wall_seconds": 9.777101993560791, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.056885333333333336, "crispr_positive_hosts": 312, "n_informative_cells": 9607, "frac_informative": 0.051237333333333336} |
| {"mode": "no_receipt", "spearman_all": 0.7303469730598564, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9487981315080934, "rmse_raw": 0.09568604070411603, "rmse_rescaled": 0.09271325255144024, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9580419580419581, "pearson_all": 0.9913749605614363, "optimal_scale": 0.9674869779785708, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -33328.32391225822, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9131195344901512, "wall_seconds": 8.192336320877075, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.056885333333333336, "crispr_positive_hosts": 312, "n_informative_cells": 9607, "frac_informative": 0.051237333333333336} |
| {"mode": "naive", "spearman_all": 0.6403089843882882, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.831829240600772, "rmse_raw": 0.3766463404334637, "rmse_rescaled": 0.2982178675219788, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9064705327543856, "optimal_scale": 1.5549004788165364, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39449.00710206902, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.907067304582861, "wall_seconds": 6.646183729171753, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.056885333333333336, "crispr_positive_hosts": 312, "n_informative_cells": 9607, "frac_informative": 0.051237333333333336} |
| {"mode": "oracle", "spearman_all": 0.7263467274041947, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.0733977680256623, "rmse_rescaled": 0.07316168091185453, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.9946249907851858, "optimal_scale": 0.991743092420574, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -19007.96161346346, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9135582884147478, "wall_seconds": 6.571060657501221, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34986133333333336, "P(Y=1)": 0.07790933333333333, "P(Y=1|Z=1)": 0.2226863214378268, "P(S=1)": 0.056885333333333336, "crispr_positive_hosts": 312, "n_informative_cells": 9607, "frac_informative": 0.051237333333333336} |
| {"mode": "full", "spearman_all": 0.7328040527884278, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9519901385149382, "rmse_raw": 0.1008595611945448, "rmse_rescaled": 0.09939279807337337, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9230769230769231, "pearson_all": 0.9899146350567302, "optimal_scale": 0.9760618538572204, "est_rho0": 0.48548281716453096, "est_rho1": 0.15453789937901177, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -61707.398308961274, "n_steps_run": 3379, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218489513894141, "wall_seconds": 9.309764862060547, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.05653333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 9619, "frac_informative": 0.05130133333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7098713086550958, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9221980731177215, "rmse_raw": 0.10686501790236343, "rmse_rescaled": 0.10518618122011061, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9887105169234449, "optimal_scale": 0.9736784073176449, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32887.369634576615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216628806321778, "wall_seconds": 8.252216577529907, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.05653333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 9619, "frac_informative": 0.05130133333333333} |
| {"mode": "naive", "spearman_all": 0.6560003350126196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8522139682745646, "rmse_raw": 0.4436195877367874, "rmse_rescaled": 0.3706111084241174, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.5244755244755246, "pearson_all": 0.848977282936357, "optimal_scale": 1.683153733178105, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39680.612152343674, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9113418153117214, "wall_seconds": 6.825689792633057, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.05653333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 9619, "frac_informative": 0.05130133333333333} |
| {"mode": "oracle", "spearman_all": 0.7255077245700483, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9425114347811981, "rmse_raw": 0.08871875522697796, "rmse_rescaled": 0.08746327274016577, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.965034965034965, "pearson_all": 0.9922149207810108, "optimal_scale": 0.9792070526151722, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17946.56371290389, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218728317122287, "wall_seconds": 6.5580315589904785, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349152, "P(Y=1)": 0.081168, "P(Y=1|Z=1)": 0.23247181743194942, "P(S=1)": 0.05653333333333333, "crispr_positive_hosts": 312, "n_informative_cells": 9619, "frac_informative": 0.05130133333333333} |
| {"mode": "full", "spearman_all": 0.7563960134343031, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9826385960359424, "rmse_raw": 0.08256020671484009, "rmse_rescaled": 0.08222008289563996, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9928171874534208, "optimal_scale": 0.9891981409604226, "est_rho0": 0.5038673652487472, "est_rho1": 0.14867233323569126, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -64937.67218256422, "n_steps_run": 3892, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9004021964178068, "wall_seconds": 10.74123215675354, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.060208, "crispr_positive_hosts": 312, "n_informative_cells": 10495, "frac_informative": 0.05597333333333333} |
| {"mode": "no_receipt", "spearman_all": 0.7672481155688263, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9967366269828397, "rmse_raw": 0.08353003711334077, "rmse_rescaled": 0.0835300355343129, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9925829382022514, "optimal_scale": 0.999976304529597, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -34357.28422589483, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900264741929708, "wall_seconds": 8.206655979156494, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.060208, "crispr_positive_hosts": 312, "n_informative_cells": 10495, "frac_informative": 0.05597333333333333} |
| {"mode": "naive", "spearman_all": 0.7482407061238217, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720439874136309, "rmse_raw": 0.2881110568891953, "rmse_rescaled": 0.16679714394524003, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9704122583290903, "optimal_scale": 1.5398912755755605, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -39832.06490554615, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8970020981929951, "wall_seconds": 6.589862585067749, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.060208, "crispr_positive_hosts": 312, "n_informative_cells": 10495, "frac_informative": 0.05597333333333333} |
| {"mode": "oracle", "spearman_all": 0.7576894761369453, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843189411879195, "rmse_raw": 0.0778881326797642, "rmse_rescaled": 0.07689014187260478, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9937233327115124, "optimal_scale": 0.98221002863614, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -20137.157651473826, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.900479536779641, "wall_seconds": 6.550513982772827, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34968, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.22039197742698086, "P(S=1)": 0.060208, "crispr_positive_hosts": 312, "n_informative_cells": 10495, "frac_informative": 0.05597333333333333} |
| {"mode": "full", "spearman_all": 0.7433615051181018, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9657053881337787, "rmse_raw": 0.11021604626062227, "rmse_rescaled": 0.10565172265568065, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9909134341953344, "optimal_scale": 0.9614499830659112, "est_rho0": 0.5041240332756597, "est_rho1": 0.15581485859501665, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -61539.66769781002, "n_steps_run": 3318, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9240577733152227, "wall_seconds": 9.014397144317627, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0564, "crispr_positive_hosts": 312, "n_informative_cells": 9788, "frac_informative": 0.05220266666666667} |
| {"mode": "no_receipt", "spearman_all": 0.7093269556257984, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214909008336846, "rmse_raw": 0.1229532083635716, "rmse_rescaled": 0.11671324837277429, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9889038802244015, "optimal_scale": 0.9528369238685226, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -32685.26605246878, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923905989409525, "wall_seconds": 8.185587167739868, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0564, "crispr_positive_hosts": 312, "n_informative_cells": 9788, "frac_informative": 0.05220266666666667} |
| {"mode": "naive", "spearman_all": 0.5857338476528676, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.760930353261751, "rmse_raw": 0.4953852781166363, "rmse_rescaled": 0.44052370975967775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.8279527213420322, "optimal_scale": 1.5280382929222076, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -38702.56395697502, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9161024004361576, "wall_seconds": 6.645912408828735, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0564, "crispr_positive_hosts": 312, "n_informative_cells": 9788, "frac_informative": 0.05220266666666667} |
| {"mode": "oracle", "spearman_all": 0.7467974214865104, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9701690076880655, "rmse_raw": 0.0936419140432818, "rmse_rescaled": 0.0920965292477896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9931045529378596, "optimal_scale": 0.9788622435691477, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.5, "true_rho1": 0.15, "loglik": -17705.228064251725, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924157386894922, "wall_seconds": 6.553991079330444, "sweep": "e1", "crispr_prevalence": 0.5, "spacer_coverage": 0.5, "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351728, "P(Y=1)": 0.07674133333333333, "P(Y=1|Z=1)": 0.21818374804773386, "P(S=1)": 0.0564, "crispr_positive_hosts": 312, "n_informative_cells": 9788, "frac_informative": 0.05220266666666667} |
|
|
