simulation/threat_crisis_v2.jsonl

{"mode": "full", "spearman_all": 0.7417634044816327, "spearman_host": 0.7034597053156257, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9636292860155058, "rmse_raw": 0.10543391482778147, "rmse_rescaled": 0.1042584617296364, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9510489510489512, "pearson_all": 0.989706899400142, "est_alpha_mean": -1.0794044407587848, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9788287948361478, "est_rho0": 0.3009278980263568, "est_rho1": 0.09374417600574035, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46034.34895021717, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.923916629164919, "wall_seconds": 14.042450428009033, "sweep": "threat_crisis", "arm": "none", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07784, "P(Y=1|Z=1)": 0.22321974795056895, "P(S=1)": 0.022096, "crispr_positive_hosts": 206, "n_informative_cells": 3773, "frac_informative": 0.020122666666666667}
{"mode": "naive", "spearman_all": 0.7517115809436531, "spearman_host": 0.6994723527569383, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.976553021701755, "rmse_raw": 0.37009400219443966, "rmse_rescaled": 0.24142510778896836, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.709090909090909, "spearman_alpha": 0.6083916083916086, "pearson_all": 0.9435623276663867, "est_alpha_mean": -0.6379051308048553, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6809612952467354, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38585.14382098358, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9198514518661874, "wall_seconds": 7.040049076080322, "sweep": "threat_crisis", "arm": "none", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07784, "P(Y=1|Z=1)": 0.22321974795056895, "P(S=1)": 0.022096, "crispr_positive_hosts": 206, "n_informative_cells": 3773, "frac_informative": 0.020122666666666667}
{"mode": "full", "spearman_all": 0.7304268780916799, "spearman_host": 0.7009684561787888, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9489019366140072, "rmse_raw": 0.10184834004814276, "rmse_rescaled": 0.10112800818208822, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9900020179772089, "est_alpha_mean": -1.1764889280226567, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9832743890345798, "est_rho0": 0.2895790042065711, "est_rho1": 0.09567690184974934, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48016.864748395084, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8884928800984543, "wall_seconds": 13.069302558898926, "sweep": "threat_crisis", "arm": "none", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07342933333333333, "P(Y=1|Z=1)": 0.20979809523809523, "P(S=1)": 0.021722666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3741, "frac_informative": 0.019952}
{"mode": "naive", "spearman_all": 0.6260259599498454, "spearman_host": 0.6871650404450638, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8132740779187076, "rmse_raw": 0.30994246254121177, "rmse_rescaled": 0.21887978656716484, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.8111888111888113, "pearson_all": 0.9525465662124828, "est_alpha_mean": -0.8177675665101561, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4725400753713955, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39830.67096212631, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8841981973692303, "wall_seconds": 7.453016042709351, "sweep": "threat_crisis", "arm": "none", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07342933333333333, "P(Y=1|Z=1)": 0.20979809523809523, "P(S=1)": 0.021722666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3741, "frac_informative": 0.019952}
{"mode": "full", "spearman_all": 0.7176270908064599, "spearman_host": 0.7034190871231775, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9322736562104647, "rmse_raw": 0.09774914336406687, "rmse_rescaled": 0.0905835368847382, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9929784545467455, "est_alpha_mean": -1.1686748790548116, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9541444587369212, "est_rho0": 0.2963292888425026, "est_rho1": 0.09240718933312597, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49387.55231222528, "n_steps_run": 3396, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8957868321310477, "wall_seconds": 10.45686650276184, "sweep": "threat_crisis", "arm": "none", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07997866666666667, "P(Y=1|Z=1)": 0.22854530214127866, "P(S=1)": 0.023376, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "naive", "spearman_all": 0.6706429320942678, "spearman_host": 0.7023900929144838, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8712362539332404, "rmse_raw": 0.3660146053436559, "rmse_rescaled": 0.2519402845805548, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5757575757575757, "spearman_alpha": 0.6013986013986015, "pearson_all": 0.944304910540207, "est_alpha_mean": -0.8151859931772986, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.574898388388926, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40731.332705483015, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8896642896497509, "wall_seconds": 6.735140800476074, "sweep": "threat_crisis", "arm": "none", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07997866666666667, "P(Y=1|Z=1)": 0.22854530214127866, "P(S=1)": 0.023376, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "full", "spearman_all": 0.7621741460480368, "spearman_host": 0.702911359717572, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9901450027573231, "rmse_raw": 0.10420182849636593, "rmse_rescaled": 0.10256646889707934, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9790209790209792, "pearson_all": 0.9891808603988945, "est_alpha_mean": -0.8969549590137759, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9743668878464664, "est_rho0": 0.2966935908744516, "est_rho1": 0.09050979318365843, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49894.914959544454, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.889083758686098, "wall_seconds": 12.061397790908813, "sweep": "threat_crisis", "arm": "none", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07976, "P(Y=1|Z=1)": 0.2279482372307833, "P(S=1)": 0.024592, "crispr_positive_hosts": 206, "n_informative_cells": 4284, "frac_informative": 0.022848}
{"mode": "naive", "spearman_all": 0.6972712839494346, "spearman_host": 0.6750811281916558, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9058293054789633, "rmse_raw": 0.3622999139071219, "rmse_rescaled": 0.2637674590339355, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7212121212121211, "spearman_alpha": 0.5454545454545455, "pearson_all": 0.9261947578526211, "est_alpha_mean": -0.5288819364051505, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6102238872103918, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41252.504558622524, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8809800053507544, "wall_seconds": 6.844337701797485, "sweep": "threat_crisis", "arm": "none", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07976, "P(Y=1|Z=1)": 0.2279482372307833, "P(S=1)": 0.024592, "crispr_positive_hosts": 206, "n_informative_cells": 4284, "frac_informative": 0.022848}
{"mode": "full", "spearman_all": 0.7474166854831423, "spearman_host": 0.7033378507382805, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9709734972588965, "rmse_raw": 0.09275837563773809, "rmse_rescaled": 0.09260646547670008, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.8881118881118882, "pearson_all": 0.992234563914885, "est_alpha_mean": -1.2711886274512507, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.992893093645546, "est_rho0": 0.29840123975859073, "est_rho1": 0.09014140571580613, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47864.96874619227, "n_steps_run": 3429, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9175878514681449, "wall_seconds": 11.300060510635376, "sweep": "threat_crisis", "arm": "none", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07906133333333333, "P(Y=1|Z=1)": 0.22505617295196453, "P(S=1)": 0.024645333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4298, "frac_informative": 0.022922666666666668}
{"mode": "naive", "spearman_all": 0.6630569481355284, "spearman_host": 0.7008466016014434, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8613812566905634, "rmse_raw": 0.3936905472985969, "rmse_rescaled": 0.26942154027251114, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5151515151515151, "spearman_alpha": 0.44755244755244755, "pearson_all": 0.9325409464923753, "est_alpha_mean": -0.7385744748275908, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.7005083478978569, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39385.525010717276, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9112042502097489, "wall_seconds": 7.349653005599976, "sweep": "threat_crisis", "arm": "none", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07906133333333333, "P(Y=1|Z=1)": 0.22505617295196453, "P(S=1)": 0.024645333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4298, "frac_informative": 0.022922666666666668}
{"mode": "full", "spearman_all": 0.7370040610236481, "spearman_host": 0.7034732447131088, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9574463943945243, "rmse_raw": 0.08022573693753916, "rmse_rescaled": 0.08005478234694739, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9937902373938198, "est_alpha_mean": -0.890531592912459, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0073303286698685, "est_rho0": 0.3013196433015498, "est_rho1": 0.08988901368900337, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45683.60997120581, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.916063264425693, "wall_seconds": 12.87399935722351, "sweep": "threat_crisis", "arm": "none", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.076112, "P(Y=1|Z=1)": 0.21778144027835003, "P(S=1)": 0.020501333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3493, "frac_informative": 0.018629333333333335}
{"mode": "naive", "spearman_all": 0.6380866256906983, "spearman_host": 0.6037014246622806, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8289421610925487, "rmse_raw": 0.39312010169609785, "rmse_rescaled": 0.3013116904853437, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.7762237762237763, "pearson_all": 0.9077756484433942, "est_alpha_mean": -0.49385243416125646, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.6225657409177556, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38976.081647539046, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9096898831509515, "wall_seconds": 7.007049322128296, "sweep": "threat_crisis", "arm": "none", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.076112, "P(Y=1|Z=1)": 0.21778144027835003, "P(S=1)": 0.020501333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3493, "frac_informative": 0.018629333333333335}
{"mode": "full", "spearman_all": 0.7439508047278, "spearman_host": 0.7034190871231775, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9664709507898921, "rmse_raw": 0.08886057594035032, "rmse_rescaled": 0.08828213617975647, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9927379219185798, "est_alpha_mean": -1.132047200669951, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9863823160268017, "est_rho0": 0.29752689938442556, "est_rho1": 0.08893467680412151, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47783.060968619066, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9068019824625292, "wall_seconds": 13.395495891571045, "sweep": "threat_crisis", "arm": "none", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07534933333333334, "P(Y=1|Z=1)": 0.21522477644227106, "P(S=1)": 0.023269333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4012, "frac_informative": 0.021397333333333334}
{"mode": "naive", "spearman_all": 0.6787233284374148, "spearman_host": 0.6409956950286811, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8817335452687579, "rmse_raw": 0.4105015398450719, "rmse_rescaled": 0.3520314434632678, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.406060606060606, "spearman_alpha": 0.6643356643356644, "pearson_all": 0.8788460524846207, "est_alpha_mean": -0.6280216172622818, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.482018626157585, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39298.36657027182, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8992217052087326, "wall_seconds": 7.524332284927368, "sweep": "threat_crisis", "arm": "none", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07534933333333334, "P(Y=1|Z=1)": 0.21522477644227106, "P(S=1)": 0.023269333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4012, "frac_informative": 0.021397333333333334}
{"mode": "full", "spearman_all": 0.7346218922624115, "spearman_host": 0.7033649295332461, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9543517046744738, "rmse_raw": 0.08439436681871618, "rmse_rescaled": 0.08437509491067073, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.9949173647497848, "est_alpha_mean": -1.1851441240929543, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9978526402977106, "est_rho0": 0.29699817682420543, "est_rho1": 0.09511005421482363, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46849.75657361516, "n_steps_run": 3369, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9058490031776383, "wall_seconds": 11.947645664215088, "sweep": "threat_crisis", "arm": "none", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.074768, "P(Y=1|Z=1)": 0.2140370698341934, "P(S=1)": 0.021621333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3708, "frac_informative": 0.019776}
{"mode": "naive", "spearman_all": 0.6139203476285918, "spearman_host": 0.628492061453306, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.79754760437279, "rmse_raw": 0.47339063130834635, "rmse_rescaled": 0.36848499901985454, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6363636363636362, "spearman_alpha": 0.43356643356643365, "pearson_all": 0.89809705572962, "est_alpha_mean": -0.6953422449783293, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6457308277385012, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39308.973827116955, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9488372093023256, "support_auprc": 0.9185185185185185, "precision_at_k": 0.9, "auroc_exposed": 0.8977183370151589, "wall_seconds": 7.758103132247925, "sweep": "threat_crisis", "arm": "none", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.074768, "P(Y=1|Z=1)": 0.2140370698341934, "P(S=1)": 0.021621333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3708, "frac_informative": 0.019776}
{"mode": "full", "spearman_all": 0.730117246093364, "spearman_host": 0.7035950992904539, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9484996918285918, "rmse_raw": 0.08992319967056354, "rmse_rescaled": 0.08510885511295775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.9860139860139862, "pearson_all": 0.9942819098898619, "est_alpha_mean": -1.036691261143461, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9648441208046283, "est_rho0": 0.29612191761275297, "est_rho1": 0.0899380169879115, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47873.736900718846, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9253539790797922, "wall_seconds": 12.5753333568573, "sweep": "threat_crisis", "arm": "none", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.077792, "P(Y=1|Z=1)": 0.2223645094900526, "P(S=1)": 0.024096, "crispr_positive_hosts": 206, "n_informative_cells": 4084, "frac_informative": 0.021781333333333333}
{"mode": "naive", "spearman_all": 0.6393401358774288, "spearman_host": 0.610092020274167, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.830570603691569, "rmse_raw": 0.5316504794865394, "rmse_rescaled": 0.4375375550240832, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.35757575757575755, "spearman_alpha": 0.7762237762237763, "pearson_all": 0.8346578945642094, "est_alpha_mean": -0.5047025197895341, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.8180562924584014, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39320.52830644797, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9872093023255814, "support_auprc": 0.9206196581196583, "precision_at_k": 0.8, "auroc_exposed": 0.915966123119878, "wall_seconds": 6.727456092834473, "sweep": "threat_crisis", "arm": "none", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.077792, "P(Y=1|Z=1)": 0.2223645094900526, "P(S=1)": 0.024096, "crispr_positive_hosts": 206, "n_informative_cells": 4084, "frac_informative": 0.021781333333333333}
{"mode": "full", "spearman_all": 0.7676326585344766, "spearman_host": 0.7032159961609353, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.997236189055049, "rmse_raw": 0.09560838024413355, "rmse_rescaled": 0.09554619699333634, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.9926499903810287, "est_alpha_mean": -0.9971376873401071, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9956511301050929, "est_rho0": 0.28887114983615303, "est_rho1": 0.09005699413180157, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45492.35966683611, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9276499255535376, "wall_seconds": 12.55632495880127, "sweep": "threat_crisis", "arm": "none", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.078176, "P(Y=1|Z=1)": 0.22299640966348203, "P(S=1)": 0.021397333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3700, "frac_informative": 0.019733333333333332}
{"mode": "naive", "spearman_all": 0.6764310528369794, "spearman_host": 0.6266303942994196, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8787556362928601, "rmse_raw": 0.48979787154323023, "rmse_rescaled": 0.39322537501320914, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5030303030303029, "spearman_alpha": 0.6083916083916086, "pearson_all": 0.8664567737161485, "est_alpha_mean": -0.4622504438874045, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.7318277145481822, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38746.758983298845, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9211188646719602, "wall_seconds": 7.155353307723999, "sweep": "threat_crisis", "arm": "none", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.078176, "P(Y=1|Z=1)": 0.22299640966348203, "P(S=1)": 0.021397333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3700, "frac_informative": 0.019733333333333332}
{"mode": "full", "spearman_all": 0.7489298870232989, "spearman_host": 0.7033107719433149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.972939306452136, "rmse_raw": 0.11685663557493597, "rmse_rescaled": 0.11575089931342727, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9899696400252983, "est_alpha_mean": -1.280994404870514, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9807448619279737, "est_rho0": 0.30807277805501243, "est_rho1": 0.08489100213592532, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45473.997073927545, "n_steps_run": 3868, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.93229646993774, "wall_seconds": 12.453194379806519, "sweep": "threat_crisis", "arm": "none", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07581866666666667, "P(Y=1|Z=1)": 0.21654226961157655, "P(S=1)": 0.022890666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3902, "frac_informative": 0.02081066666666667}
{"mode": "naive", "spearman_all": 0.6465965115798964, "spearman_host": 0.6262309820736768, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8399974048723521, "rmse_raw": 0.5591515132646742, "rmse_rescaled": 0.5241070286748633, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5393939393939393, "spearman_alpha": 0.6713286713286714, "pearson_all": 0.7700540134140815, "est_alpha_mean": -0.7345005516065776, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4404956325393479, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38185.84597461728, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.9697979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.9232361059271418, "wall_seconds": 7.0160133838653564, "sweep": "threat_crisis", "arm": "none", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07581866666666667, "P(Y=1|Z=1)": 0.21654226961157655, "P(S=1)": 0.022890666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3902, "frac_informative": 0.02081066666666667}
{"mode": "full", "spearman_all": 0.7411990751943797, "spearman_host": 0.7032566143533836, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9628961624549909, "rmse_raw": 0.08299131145679178, "rmse_rescaled": 0.08279477892646235, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.8181818181818183, "pearson_all": 0.9944887719220394, "est_alpha_mean": -1.0989715144875796, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9928369367325856, "est_rho0": 0.30081443422589577, "est_rho1": 0.09123593083009525, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47003.25264493958, "n_steps_run": 3437, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9182901645262778, "wall_seconds": 10.673607110977173, "sweep": "threat_crisis", "arm": "none", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07666666666666666, "P(Y=1|Z=1)": 0.2184716860694854, "P(S=1)": 0.023882666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4149, "frac_informative": 0.022128}
{"mode": "naive", "spearman_all": 0.6669573125014109, "spearman_host": 0.6679390960194734, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8664482434229733, "rmse_raw": 0.4215271809636754, "rmse_rescaled": 0.2869867964419916, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.7062937062937064, "pearson_all": 0.9322763059786132, "est_alpha_mean": -0.6041579281123576, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.7127506561773218, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38595.327460037646, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9988372093023256, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9125191843609145, "wall_seconds": 7.10601806640625, "sweep": "threat_crisis", "arm": "none", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07666666666666666, "P(Y=1|Z=1)": 0.2184716860694854, "P(S=1)": 0.023882666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4149, "frac_informative": 0.022128}
{"mode": "full", "spearman_all": 0.7407795737773065, "spearman_host": 0.7017469715340504, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9623511856489442, "rmse_raw": 0.10258688098230513, "rmse_rescaled": 0.10062428493601666, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9870451690656995, "est_alpha_mean": -1.0434515803086597, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9688638998980668, "est_rho0": 0.3089199058145181, "est_rho1": 0.09529998080862782, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48727.43819012346, "n_steps_run": 3348, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8736458666188985, "wall_seconds": 10.380399465560913, "sweep": "threat_crisis", "arm": "none", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.073872, "P(Y=1|Z=1)": 0.21166923911548513, "P(S=1)": 0.022128, "crispr_positive_hosts": 206, "n_informative_cells": 3871, "frac_informative": 0.020645333333333335}
{"mode": "naive", "spearman_all": 0.6266452239464771, "spearman_host": 0.6917142779992881, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8140785674895383, "rmse_raw": 0.30131603486987946, "rmse_rescaled": 0.25008327575469896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7575757575757575, "spearman_alpha": 0.8811188811188813, "pearson_all": 0.9170756238913571, "est_alpha_mean": -0.7325995594922992, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.410307572102984, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40302.70144434796, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8677332432048435, "wall_seconds": 6.948768138885498, "sweep": "threat_crisis", "arm": "none", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.073872, "P(Y=1|Z=1)": 0.21166923911548513, "P(S=1)": 0.022128, "crispr_positive_hosts": 206, "n_informative_cells": 3871, "frac_informative": 0.020645333333333335}
{"mode": "full", "spearman_all": 0.7385971675956283, "spearman_host": 0.7033378507382805, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9595160086936776, "rmse_raw": 0.10222286007417514, "rmse_rescaled": 0.10213372360504111, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.99116721291342, "est_alpha_mean": -1.0659719112480255, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9944733591615305, "est_rho0": 0.29496761580722247, "est_rho1": 0.08573754928172557, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47666.15837014668, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9193498402379756, "wall_seconds": 12.816639423370361, "sweep": "threat_crisis", "arm": "none", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08254933333333334, "P(Y=1|Z=1)": 0.23608907870652837, "P(S=1)": 0.023221333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4063, "frac_informative": 0.021669333333333332}
{"mode": "naive", "spearman_all": 0.6538029466374744, "spearman_host": 0.6288508554866005, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8493593278619392, "rmse_raw": 0.4645126235236683, "rmse_rescaled": 0.37715989768851954, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5878787878787878, "spearman_alpha": 0.4125874125874127, "pearson_all": 0.8730251126398725, "est_alpha_mean": -0.5883742855866072, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.668521912567584, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39823.278839711136, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.9129122663176621, "wall_seconds": 7.1752002239227295, "sweep": "threat_crisis", "arm": "none", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08254933333333334, "P(Y=1|Z=1)": 0.23608907870652837, "P(S=1)": 0.023221333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4063, "frac_informative": 0.021669333333333332}
{"mode": "full", "spearman_all": 0.7150901060460652, "spearman_host": 0.7033243113407978, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9289778440977063, "rmse_raw": 0.09604550462567374, "rmse_rescaled": 0.09530517702022463, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.8391608391608393, "pearson_all": 0.9924740175387446, "est_alpha_mean": -1.1230169138078885, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9849516343667724, "est_rho0": 0.2932168363741944, "est_rho1": 0.08489630827706648, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46502.47799146602, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9205499592243925, "wall_seconds": 12.157003402709961, "sweep": "threat_crisis", "arm": "none", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07593066666666666, "P(Y=1|Z=1)": 0.2168885774351787, "P(S=1)": 0.023685333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4018, "frac_informative": 0.021429333333333335}
{"mode": "naive", "spearman_all": 0.709401866593133, "spearman_host": 0.6604111910190309, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9215882181204788, "rmse_raw": 0.47083108723272454, "rmse_rescaled": 0.3898654476323065, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": -0.06993006993006995, "pearson_all": 0.8668017629413433, "est_alpha_mean": -0.5560335547738556, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6327914805868586, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38533.20933283225, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.976923076923077, "precision_at_k": 0.9, "auroc_exposed": 0.9137909364406022, "wall_seconds": 7.182730674743652, "sweep": "threat_crisis", "arm": "none", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07593066666666666, "P(Y=1|Z=1)": 0.2168885774351787, "P(S=1)": 0.023685333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4018, "frac_informative": 0.021429333333333335}
{"mode": "full", "spearman_all": 0.6835925413141567, "spearman_host": 0.7033513901357633, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8880591689103708, "rmse_raw": 0.11939661085625848, "rmse_rescaled": 0.11272489370565397, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9868054535646229, "est_alpha_mean": -1.185287489904651, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9460193000068575, "est_rho0": 0.3098377921142164, "est_rho1": 0.0865838192494451, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47555.9820440181, "n_steps_run": 2679, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8857226492267904, "wall_seconds": 8.173627614974976, "sweep": "threat_crisis", "arm": "none", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07254933333333333, "P(Y=1|Z=1)": 0.20826124898571582, "P(S=1)": 0.021333333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3634, "frac_informative": 0.019381333333333334}
{"mode": "naive", "spearman_all": 0.6201629282397993, "spearman_host": 0.6856012400357993, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8056573782722938, "rmse_raw": 0.28875525582807, "rmse_rescaled": 0.20391690170397858, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7696969696969697, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9571224770233783, "est_alpha_mean": -0.8076011055328919, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4406523960318767, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39351.664763364555, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8814080555206498, "wall_seconds": 7.111680746078491, "sweep": "threat_crisis", "arm": "none", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07254933333333333, "P(Y=1|Z=1)": 0.20826124898571582, "P(S=1)": 0.021333333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3634, "frac_informative": 0.019381333333333334}
{"mode": "full", "spearman_all": 0.7682569165955975, "spearman_host": 0.7034326265206602, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9980471664449996, "rmse_raw": 0.09764728911282543, "rmse_rescaled": 0.09746816871478287, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.9020979020979022, "pearson_all": 0.9918060415697743, "est_alpha_mean": -1.0965042886132632, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9923111616835282, "est_rho0": 0.30844942070721876, "est_rho1": 0.08734270846273352, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49566.8987994138, "n_steps_run": 2836, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8879125308548766, "wall_seconds": 9.122339725494385, "sweep": "threat_crisis", "arm": "none", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.08051733333333333, "P(Y=1|Z=1)": 0.23047799337434927, "P(S=1)": 0.022346666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3872, "frac_informative": 0.020650666666666668}
{"mode": "naive", "spearman_all": 0.7092670268519309, "spearman_host": 0.678025947144167, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9214130470042494, "rmse_raw": 0.43690873550143905, "rmse_rescaled": 0.3514844717331503, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.35757575757575755, "spearman_alpha": 0.25874125874125875, "pearson_all": 0.8881420350466877, "est_alpha_mean": -0.7153775447759686, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6111312014220955, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41552.96840890323, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.880683132621325, "wall_seconds": 7.259841442108154, "sweep": "threat_crisis", "arm": "none", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.08051733333333333, "P(Y=1|Z=1)": 0.23047799337434927, "P(S=1)": 0.022346666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3872, "frac_informative": 0.020650666666666668}
{"mode": "full", "spearman_all": 0.7334333049140376, "spearman_host": 0.7031753779684868, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9528076037240083, "rmse_raw": 0.1127910522367728, "rmse_rescaled": 0.11241709343052225, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.7902097902097903, "pearson_all": 0.9907097120408128, "est_alpha_mean": -1.0313660051442464, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0112139278426624, "est_rho0": 0.2875350225468455, "est_rho1": 0.09536458267020345, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47716.165247011806, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9291702993503367, "wall_seconds": 12.639622211456299, "sweep": "threat_crisis", "arm": "none", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08234133333333334, "P(Y=1|Z=1)": 0.23483869005065178, "P(S=1)": 0.024709333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4202, "frac_informative": 0.022410666666666666}
{"mode": "naive", "spearman_all": 0.6921373856547774, "spearman_host": 0.63019802553614, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8991598274240113, "rmse_raw": 0.5531626809223467, "rmse_rescaled": 0.4506359603618297, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.3696969696969697, "spearman_alpha": -0.013986013986013986, "pearson_all": 0.8387768030741609, "est_alpha_mean": -0.449673926686669, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.8390982465497898, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40036.727282250635, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9202340359383651, "wall_seconds": 6.564953088760376, "sweep": "threat_crisis", "arm": "none", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08234133333333334, "P(Y=1|Z=1)": 0.23483869005065178, "P(S=1)": 0.024709333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4202, "frac_informative": 0.022410666666666666}
{"mode": "full", "spearman_all": 0.7158492038483882, "spearman_host": 0.7035680204954884, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9299639926038863, "rmse_raw": 0.07754198134401369, "rmse_rescaled": 0.07753887047326063, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.9720279720279721, "pearson_all": 0.9936091930904802, "est_alpha_mean": -1.0206465287238056, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9989888659076089, "est_rho0": 0.3148940192990046, "est_rho1": 0.08858766838665601, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49265.419916412524, "n_steps_run": 2814, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8937770819178134, "wall_seconds": 8.90073037147522, "sweep": "threat_crisis", "arm": "none", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08022933333333333, "P(Y=1|Z=1)": 0.22939445232322309, "P(S=1)": 0.02224, "crispr_positive_hosts": 206, "n_informative_cells": 3895, "frac_informative": 0.020773333333333335}
{"mode": "naive", "spearman_all": 0.649298300468427, "spearman_host": 0.6690154781193568, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8435073150160572, "rmse_raw": 0.34696803844451557, "rmse_rescaled": 0.2544152464132062, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5636363636363636, "spearman_alpha": 0.4055944055944056, "pearson_all": 0.9289318446746154, "est_alpha_mean": -0.7220917865717307, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5809392884549056, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40813.75834284546, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8867886281302895, "wall_seconds": 7.159527778625488, "sweep": "threat_crisis", "arm": "none", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08022933333333333, "P(Y=1|Z=1)": 0.22939445232322309, "P(S=1)": 0.02224, "crispr_positive_hosts": 206, "n_informative_cells": 3895, "frac_informative": 0.020773333333333335}
{"mode": "full", "spearman_all": 0.7422178643501286, "spearman_host": 0.7035003235080743, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9642196775553896, "rmse_raw": 0.08957333724257215, "rmse_rescaled": 0.08313243486811718, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.9370629370629372, "pearson_all": 0.9926953134619185, "est_alpha_mean": -1.1016274997424627, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9536620801745673, "est_rho0": 0.2987870069597025, "est_rho1": 0.08765426782028042, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49212.0650645274, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8874654725116193, "wall_seconds": 12.209577560424805, "sweep": "threat_crisis", "arm": "none", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07730666666666666, "P(Y=1|Z=1)": 0.22059383037331265, "P(S=1)": 0.023744, "crispr_positive_hosts": 206, "n_informative_cells": 4118, "frac_informative": 0.021962666666666665}
{"mode": "naive", "spearman_all": 0.7395610220419987, "spearman_host": 0.6927297328104989, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9607681577837609, "rmse_raw": 0.3369118512521435, "rmse_rescaled": 0.26135677278124725, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7333333333333332, "spearman_alpha": 0.5874125874125874, "pearson_all": 0.9258062887783243, "est_alpha_mean": -0.680803899203844, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4973050715296303, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40656.13665047729, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8847847494971118, "wall_seconds": 6.7027692794799805, "sweep": "threat_crisis", "arm": "none", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07730666666666666, "P(Y=1|Z=1)": 0.22059383037331265, "P(S=1)": 0.023744, "crispr_positive_hosts": 206, "n_informative_cells": 4118, "frac_informative": 0.021962666666666665}
{"mode": "full", "spearman_all": 0.7479939544617407, "spearman_host": 0.7012068869841135, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9717234308500182, "rmse_raw": 0.2676734351805611, "rmse_rescaled": 0.26760592963324903, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.29696969696969694, "spearman_alpha": 0.8371291296643237, "pearson_all": 0.9299402355622499, "est_alpha_mean": -1.0686193665375758, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9912723552544659, "est_rho0": 0.3078404639384707, "est_rho1": 0.09173440236540374, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48660.264250515385, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9733333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8923944751658084, "wall_seconds": 12.583172082901001, "sweep": "threat_crisis", "arm": "physical", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07776, "P(Y=1|Z=1)": 0.2229903340266732, "P(S=1)": 0.022448, "crispr_positive_hosts": 206, "n_informative_cells": 3872, "frac_informative": 0.020650666666666668}
{"mode": "naive", "spearman_all": 0.717989095952212, "spearman_host": 0.6696661844559803, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9327439392657185, "rmse_raw": 0.4453177870825745, "rmse_rescaled": 0.383080710317216, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.04242424242424241, "spearman_alpha": 0.6549922478963537, "pearson_all": 0.8510477721997094, "est_alpha_mean": -0.6598071203805326, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5701694137272535, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40647.879417778284, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9733333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8853252984195211, "wall_seconds": 6.728025436401367, "sweep": "threat_crisis", "arm": "physical", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07776, "P(Y=1|Z=1)": 0.2229903340266732, "P(S=1)": 0.022448, "crispr_positive_hosts": 206, "n_informative_cells": 3872, "frac_informative": 0.020650666666666668}
{"mode": "full", "spearman_all": 0.7482886093638815, "spearman_host": 0.7010173313561273, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9721062187999973, "rmse_raw": 0.27440092725423537, "rmse_rescaled": 0.2743430487944356, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.29696969696969694, "spearman_alpha": 0.7390554240969553, "pearson_all": 0.9262599223875293, "est_alpha_mean": -1.0323681280686088, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9917811532563067, "est_rho0": 0.308834380369627, "est_rho1": 0.09173440236540374, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48659.40219815547, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9733333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.891314750040204, "wall_seconds": 13.186882495880127, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07776, "P(Y=1|Z=1)": 0.2229903340266732, "P(S=1)": 0.022448, "crispr_positive_hosts": 206, "n_informative_cells": 3872, "frac_informative": 0.020650666666666668}
{"mode": "full", "spearman_all": 0.7256792127378643, "spearman_host": 0.6702426551302061, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9376908023483365, "rmse_raw": 0.22412024650858256, "rmse_rescaled": 0.22188309209642834, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.8095238095238096, "pearson_all": 0.9289515812813329, "est_alpha_mean": -0.9703598853805557, "true_alpha_mean": -1.0714585447111702, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.94625228038306, "est_rho0": 0.26950667018422514, "est_rho1": 0.09173440236540374, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50291.05696565143, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8668356490189199, "wall_seconds": 12.672109842300415, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07776, "P(Y=1|Z=1)": 0.2229903340266732, "P(S=1)": 0.022448, "crispr_positive_hosts": 206, "n_informative_cells": 3872, "frac_informative": 0.020650666666666668}
{"mode": "full", "spearman_all": 0.7540243916538605, "spearman_host": 0.7019481848864166, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9795576079618761, "rmse_raw": 0.16282140961327202, "rmse_rescaled": 0.1627708687794349, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9141870411815418, "pearson_all": 0.9738035225799531, "est_alpha_mean": -1.160722641013683, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9942327326753411, "est_rho0": 0.29128312588916394, "est_rho1": 0.09693900121411013, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49881.7074367447, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9982558139534884, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8803850280047355, "wall_seconds": 12.856846809387207, "sweep": "threat_crisis", "arm": "physical", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.075616, "P(Y=1|Z=1)": 0.21604571428571429, "P(S=1)": 0.023946666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4345, "frac_informative": 0.023173333333333334}
{"mode": "naive", "spearman_all": 0.6689939787072503, "spearman_host": 0.6982383104529724, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8690940887018416, "rmse_raw": 0.33175170863188663, "rmse_rescaled": 0.2613947073055421, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.8441343943477073, "pearson_all": 0.9313841340072346, "est_alpha_mean": -0.8193675593286168, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4398332075970046, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40543.23469655814, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9959302325581395, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.8753691712414046, "wall_seconds": 7.3503382205963135, "sweep": "threat_crisis", "arm": "physical", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.075616, "P(Y=1|Z=1)": 0.21604571428571429, "P(S=1)": 0.023946666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4345, "frac_informative": 0.023173333333333334}
{"mode": "full", "spearman_all": 0.7521765558268755, "spearman_host": 0.7012508909691817, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.977157073360313, "rmse_raw": 0.1746836617887501, "rmse_rescaled": 0.17454008448194674, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8651501883978577, "pearson_all": 0.9698343780306409, "est_alpha_mean": -1.0737277057924757, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0102713253489135, "est_rho0": 0.29124601605933315, "est_rho1": 0.09693900121411013, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49881.362789894876, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9982558139534884, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8749146607874831, "wall_seconds": 13.825039863586426, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.075616, "P(Y=1|Z=1)": 0.21604571428571429, "P(S=1)": 0.023946666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4345, "frac_informative": 0.023173333333333334}
{"mode": "full", "spearman_all": 0.7730026391741192, "spearman_host": 0.7094903482468916, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9675014688601643, "rmse_raw": 0.1627627065156283, "rmse_rescaled": 0.15691742164155212, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9642857142857145, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9793908564119636, "est_alpha_mean": -1.1574564118557837, "true_alpha_mean": -1.3121921132566197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.059840336122865, "est_rho0": 0.2956455349401908, "est_rho1": 0.09693900121411013, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51319.656445202134, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8316697645029418, "wall_seconds": 12.934573888778687, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.075616, "P(Y=1|Z=1)": 0.21604571428571429, "P(S=1)": 0.023946666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4345, "frac_informative": 0.023173333333333334}
{"mode": "full", "spearman_all": 0.7132872487655485, "spearman_host": 0.7034190871231775, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9266357413955298, "rmse_raw": 0.15054298451343462, "rmse_rescaled": 0.1437057427551341, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9160839160839163, "pearson_all": 0.9822343373567998, "est_alpha_mean": -1.1823913048738115, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9440066228475971, "est_rho0": 0.2863598835436416, "est_rho1": 0.09785922588635125, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50366.32850076595, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8976382853640786, "wall_seconds": 13.156854629516602, "sweep": "threat_crisis", "arm": "physical", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07980266666666666, "P(Y=1|Z=1)": 0.2280423683608931, "P(S=1)": 0.026069333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4780, "frac_informative": 0.025493333333333333}
{"mode": "naive", "spearman_all": 0.6702184366127057, "spearman_host": 0.7026744202616229, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8706847893080741, "rmse_raw": 0.35972278438262284, "rmse_rescaled": 0.28649061121239877, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.7062937062937064, "pearson_all": 0.9273708017500432, "est_alpha_mean": -0.8524428845405527, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4378020709147592, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40177.26991767429, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.89340682391015, "wall_seconds": 6.865437269210815, "sweep": "threat_crisis", "arm": "physical", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07980266666666666, "P(Y=1|Z=1)": 0.2280423683608931, "P(S=1)": 0.026069333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4780, "frac_informative": 0.025493333333333333}
{"mode": "full", "spearman_all": 0.6728253382759459, "spearman_host": 0.6564170687616019, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8740714308885068, "rmse_raw": 0.1823171672913017, "rmse_rescaled": 0.17592851312618546, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8881118881118882, "pearson_all": 0.973253300091004, "est_alpha_mean": -1.1014119787948566, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 0.9399893014680953, "est_rho0": 0.2863208952765165, "est_rho1": 0.09785922588635125, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50365.38709571302, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8927305018017831, "wall_seconds": 13.238569736480713, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07980266666666666, "P(Y=1|Z=1)": 0.2280423683608931, "P(S=1)": 0.026069333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4780, "frac_informative": 0.025493333333333333}
{"mode": "full", "spearman_all": 0.7455372743439768, "spearman_host": 0.7272611681867065, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.919746699964324, "rmse_raw": 0.1346313642800025, "rmse_rescaled": 0.11630691023890143, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9523809523809524, "spearman_alpha": 0.8095238095238096, "pearson_all": 0.987855289466598, "est_alpha_mean": -1.0293513818090472, "true_alpha_mean": -1.0984984258813115, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0997294833841451, "est_rho0": 0.3249892659315965, "est_rho1": 0.09785922588635125, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52742.903035595446, "n_steps_run": 2332, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8386724481603043, "wall_seconds": 6.869149923324585, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07980266666666666, "P(Y=1|Z=1)": 0.2280423683608931, "P(S=1)": 0.026069333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4780, "frac_informative": 0.025493333333333333}
{"mode": "full", "spearman_all": 0.7456541947727071, "spearman_host": 0.7020497325442664, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.968683835009931, "rmse_raw": 0.197958388427331, "rmse_rescaled": 0.19233974119792585, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.9667265263069178, "pearson_all": 0.9614545985049762, "est_alpha_mean": -0.968130121856079, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.935551990020461, "est_rho0": 0.2970731396640745, "est_rho1": 0.09608317265718218, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50923.16674820773, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8783689975798838, "wall_seconds": 12.168728828430176, "sweep": "threat_crisis", "arm": "physical", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22645449418507171, "P(S=1)": 0.025386666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4493, "frac_informative": 0.023962666666666667}
{"mode": "naive", "spearman_all": 0.6989538898588252, "spearman_host": 0.6823291773898444, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9080151889039412, "rmse_raw": 0.3627862769951984, "rmse_rescaled": 0.2994348884516704, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.5534159099872935, "pearson_all": 0.9040956653897553, "est_alpha_mean": -0.6027798159953947, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4708000600056792, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41469.81695654402, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8720718315925452, "wall_seconds": 7.018897771835327, "sweep": "threat_crisis", "arm": "physical", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22645449418507171, "P(S=1)": 0.025386666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4493, "frac_informative": 0.023962666666666667}
{"mode": "full", "spearman_all": 0.7435666397033025, "spearman_host": 0.7005197478326635, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9659718797033003, "rmse_raw": 0.20109224091870992, "rmse_rescaled": 0.19590463184429133, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.8406317620060155, "pearson_all": 0.9599377098385327, "est_alpha_mean": -0.9358009738073588, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.93733151499698, "est_rho0": 0.2970717871089789, "est_rho1": 0.09608317265718218, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50923.085043966195, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.877236078861501, "wall_seconds": 13.60009765625, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22645449418507171, "P(S=1)": 0.025386666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4493, "frac_informative": 0.023962666666666667}
{"mode": "full", "spearman_all": 0.729023022666661, "spearman_host": 0.704009034740451, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9124559341950647, "rmse_raw": 0.15821602563852138, "rmse_rescaled": 0.1576963314922861, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7500000000000002, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9759832101944831, "est_alpha_mean": -0.8919017207603843, "true_alpha_mean": -0.880128632014297, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9824147916304068, "est_rho0": 0.2990393378860738, "est_rho1": 0.09608317265718218, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52410.04363075037, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8489529375448239, "wall_seconds": 12.718079566955566, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22645449418507171, "P(S=1)": 0.025386666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4493, "frac_informative": 0.023962666666666667}
{"mode": "full", "spearman_all": 0.7452396802493564, "spearman_host": 0.7028688836509212, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9681453367074182, "rmse_raw": 0.16631944137265667, "rmse_rescaled": 0.16215013698470784, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9544117035777013, "spearman_alpha": 0.7810870121972561, "pearson_all": 0.9760393541074269, "est_alpha_mean": -1.2310337473630106, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9517086438037167, "est_rho0": 0.3043081664503431, "est_rho1": 0.09682137321999863, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49318.665921319785, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.906354909598084, "wall_seconds": 12.68558669090271, "sweep": "threat_crisis", "arm": "physical", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07780266666666667, "P(Y=1|Z=1)": 0.22147324952936176, "P(S=1)": 0.026352, "crispr_positive_hosts": 206, "n_informative_cells": 4758, "frac_informative": 0.025376}
{"mode": "naive", "spearman_all": 0.6329362093266251, "spearman_host": 0.6612546534640924, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.822251224314584, "rmse_raw": 0.36602604327030347, "rmse_rescaled": 0.2832710964155774, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8936211492096949, "spearman_alpha": 0.7040291006800381, "pearson_all": 0.9254544296324144, "est_alpha_mean": -0.7412061991257598, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5044293382548815, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39683.02682896676, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9959302325581395, "support_auprc": 0.9669230769230769, "precision_at_k": 0.9, "auroc_exposed": 0.9023351054517914, "wall_seconds": 7.153963804244995, "sweep": "threat_crisis", "arm": "physical", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07780266666666667, "P(Y=1|Z=1)": 0.22147324952936176, "P(S=1)": 0.026352, "crispr_positive_hosts": 206, "n_informative_cells": 4758, "frac_informative": 0.025376}
{"mode": "full", "spearman_all": 0.7420833768908307, "spearman_host": 0.7022595977038226, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9640449640906942, "rmse_raw": 0.17284627297230507, "rmse_rescaled": 0.17104177834230666, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9544117035777013, "spearman_alpha": 0.46585010144500033, "pearson_all": 0.9732479050006785, "est_alpha_mean": -1.149690236931158, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9668823984307513, "est_rho0": 0.3038636123972167, "est_rho1": 0.09682137321999863, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49318.61579677339, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8997511986269141, "wall_seconds": 13.775187730789185, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07780266666666667, "P(Y=1|Z=1)": 0.22147324952936176, "P(S=1)": 0.026352, "crispr_positive_hosts": 206, "n_informative_cells": 4758, "frac_informative": 0.025376}
{"mode": "full", "spearman_all": 0.7434729007492817, "spearman_host": 0.6903669131324982, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9449925204976237, "rmse_raw": 0.22938622723085203, "rmse_rescaled": 0.2217198994110998, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.9503467990077873, "est_alpha_mean": -1.2787065086231653, "true_alpha_mean": -1.3072700971362108, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9202558867435849, "est_rho0": 0.2982855942543758, "est_rho1": 0.09682137321999859, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50996.75641020858, "n_steps_run": 3011, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8631202318801554, "wall_seconds": 9.34299612045288, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07780266666666667, "P(Y=1|Z=1)": 0.22147324952936176, "P(S=1)": 0.026352, "crispr_positive_hosts": 206, "n_informative_cells": 4758, "frac_informative": 0.025376}
{"mode": "full", "spearman_all": 0.7245514102134505, "spearman_host": 0.7004012755651722, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9412690810669452, "rmse_raw": 0.25762077454124116, "rmse_rescaled": 0.2575853092324095, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.29696969696969694, "spearman_alpha": 0.7250448947301884, "pearson_all": 0.9332159713515265, "est_alpha_mean": -0.9011690064489052, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0063599208132519, "est_rho0": 0.30371968506864294, "est_rho1": 0.09015598437598317, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48457.48565227196, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8919637555756327, "wall_seconds": 11.984498739242554, "sweep": "threat_crisis", "arm": "physical", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07879466666666667, "P(Y=1|Z=1)": 0.22545743106105692, "P(S=1)": 0.021530666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3773, "frac_informative": 0.020122666666666667}
{"mode": "naive", "spearman_all": 0.7213751302513899, "spearman_host": 0.663749340925268, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.937142756724799, "rmse_raw": 0.3972744884558888, "rmse_rescaled": 0.3015526349815096, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.23636363636363633, "spearman_alpha": 0.6900185713132712, "pearson_all": 0.9073148356789016, "est_alpha_mean": -0.5745757337139025, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6476862425824519, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40770.41045285295, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8882679699526189, "wall_seconds": 7.307028293609619, "sweep": "threat_crisis", "arm": "physical", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07879466666666667, "P(Y=1|Z=1)": 0.22545743106105692, "P(S=1)": 0.021530666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3773, "frac_informative": 0.020122666666666667}
{"mode": "full", "spearman_all": 0.7239670945600526, "spearman_host": 0.7001981802494727, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9405099930983428, "rmse_raw": 0.2633682374472557, "rmse_rescaled": 0.26320213231870615, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.29696969696969694, "spearman_alpha": 0.6199659244794364, "pearson_all": 0.9301558468798207, "est_alpha_mean": -0.8384318423572298, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0140664669530535, "est_rho0": 0.30379606365400424, "est_rho1": 0.09015598437598317, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48456.909302314896, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8896176440233322, "wall_seconds": 12.343427419662476, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07879466666666667, "P(Y=1|Z=1)": 0.22545743106105692, "P(S=1)": 0.021530666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3773, "frac_informative": 0.020122666666666667}
{"mode": "full", "spearman_all": 0.7056689367827804, "spearman_host": 0.688335196118728, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.883225616921269, "rmse_raw": 0.23408787818279628, "rmse_rescaled": 0.23067946451609833, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9285714285714288, "spearman_alpha": 0.7857142857142858, "pearson_all": 0.9411043980104129, "est_alpha_mean": -0.7957265125530155, "true_alpha_mean": -0.8968726812548435, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9423413217561708, "est_rho0": 0.303027003078742, "est_rho1": 0.09015598437598317, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49615.93862560297, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8722153202894584, "wall_seconds": 10.196304082870483, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07879466666666667, "P(Y=1|Z=1)": 0.22545743106105692, "P(S=1)": 0.021530666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3773, "frac_informative": 0.020122666666666667}
{"mode": "full", "spearman_all": 0.7274608023842293, "spearman_host": 0.7002702945324691, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9450486898793075, "rmse_raw": 0.25428849549819177, "rmse_rescaled": 0.2538950134190859, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7818181818181817, "spearman_alpha": 0.6408609618356389, "pearson_all": 0.9382692656525368, "est_alpha_mean": -1.0988079109620623, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9800169641471301, "est_rho0": 0.3035677595208116, "est_rho1": 0.08190988072736713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48266.596029768865, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9714285714285715, "precision_at_k": 0.9, "auroc_exposed": 0.9092856027944087, "wall_seconds": 10.178554058074951, "sweep": "threat_crisis", "arm": "physical", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07457066666666666, "P(Y=1|Z=1)": 0.2130006245905885, "P(S=1)": 0.02536, "crispr_positive_hosts": 206, "n_informative_cells": 4588, "frac_informative": 0.024469333333333333}
{"mode": "naive", "spearman_all": 0.6553415206127263, "spearman_host": 0.6288573889150308, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8513580985377319, "rmse_raw": 0.45651155175978436, "rmse_rescaled": 0.4157110089361036, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.577479108467279, "pearson_all": 0.825588334551426, "est_alpha_mean": -0.6283606284842255, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4472897855284037, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38733.663007407544, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9918604651162791, "support_auprc": 0.9443181818181818, "precision_at_k": 0.8, "auroc_exposed": 0.9010723319322383, "wall_seconds": 5.539807558059692, "sweep": "threat_crisis", "arm": "physical", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07457066666666666, "P(Y=1|Z=1)": 0.2130006245905885, "P(S=1)": 0.02536, "crispr_positive_hosts": 206, "n_informative_cells": 4588, "frac_informative": 0.024469333333333333}
{"mode": "full", "spearman_all": 0.7279452601634424, "spearman_host": 0.700337997325053, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.945678051884857, "rmse_raw": 0.2537522357721088, "rmse_rescaled": 0.2537077211609441, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7818181818181817, "spearman_alpha": 0.6760731025958387, "pearson_all": 0.9383463494107764, "est_alpha_mean": -1.0337375850369388, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9931938985986934, "est_rho0": 0.30361254506230023, "est_rho1": 0.08190988072736713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48266.55406460652, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9714285714285715, "precision_at_k": 0.9, "auroc_exposed": 0.907442740987203, "wall_seconds": 11.192584991455078, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07457066666666666, "P(Y=1|Z=1)": 0.2130006245905885, "P(S=1)": 0.02536, "crispr_positive_hosts": 206, "n_informative_cells": 4588, "frac_informative": 0.024469333333333333}
{"mode": "full", "spearman_all": 0.7817434250190474, "spearman_host": 0.7216049870269119, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9644131287905816, "rmse_raw": 0.19310127031485672, "rmse_rescaled": 0.19215452620588833, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7857142857142858, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9700391505805896, "est_alpha_mean": -1.0968115443825457, "true_alpha_mean": -1.2253341022728388, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.025273797748531, "est_rho0": 0.3075642262780698, "est_rho1": 0.08190988072736713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49637.20802920723, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8793103452333645, "wall_seconds": 11.249183893203735, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07457066666666666, "P(Y=1|Z=1)": 0.2130006245905885, "P(S=1)": 0.02536, "crispr_positive_hosts": 206, "n_informative_cells": 4588, "frac_informative": 0.024469333333333333}
{"mode": "full", "spearman_all": 0.7283394736587696, "spearman_host": 0.7029636614649142, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9461901770001494, "rmse_raw": 0.18201284679534743, "rmse_rescaled": 0.18199463243826985, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.8896686147896998, "pearson_all": 0.9759971955681292, "est_alpha_mean": -1.1540655286715957, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0031408361821659, "est_rho0": 0.30674729373000165, "est_rho1": 0.09406803097012388, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47986.698581112, "n_steps_run": 3423, "converged": true, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8959054946281364, "wall_seconds": 9.645097970962524, "sweep": "threat_crisis", "arm": "physical", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07551466666666666, "P(Y=1|Z=1)": 0.21617453968060094, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "naive", "spearman_all": 0.649092287435534, "spearman_host": 0.6532256186501053, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8432396822498719, "rmse_raw": 0.49164817908895325, "rmse_rescaled": 0.39892677200942783, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6, "spearman_alpha": 0.42732114568639123, "pearson_all": 0.8792154039340561, "est_alpha_mean": -0.6612222653335165, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.632298371811463, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40270.82713572267, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9912790697674418, "support_auprc": 0.9588235294117646, "precision_at_k": 0.9, "auroc_exposed": 0.8883885994677069, "wall_seconds": 5.824654579162598, "sweep": "threat_crisis", "arm": "physical", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07551466666666666, "P(Y=1|Z=1)": 0.21617453968060094, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "full", "spearman_all": 0.729168502705471, "spearman_host": 0.7029095027140609, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.947267173605175, "rmse_raw": 0.1857082112833161, "rmse_rescaled": 0.18558515197096037, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.8616475560561659, "pearson_all": 0.975115965154356, "est_alpha_mean": -1.0896116551934314, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0082956262491587, "est_rho0": 0.3072153762918708, "est_rho1": 0.09406803097012388, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47985.31184745844, "n_steps_run": 3614, "converged": true, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8932901785996977, "wall_seconds": 10.216224908828735, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07551466666666666, "P(Y=1|Z=1)": 0.21617453968060094, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "full", "spearman_all": 0.6717939418696508, "spearman_host": 0.6704344407100415, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8680626223091977, "rmse_raw": 0.22589228072819106, "rmse_rescaled": 0.22566835020569492, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.956852075836178, "est_alpha_mean": -1.1692604672400435, "true_alpha_mean": -1.2071819674703785, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0138637996487159, "est_rho0": 0.2974007363957851, "est_rho1": 0.09406803097012391, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49987.94109832374, "n_steps_run": 2993, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8632915405722896, "wall_seconds": 7.840386390686035, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07551466666666666, "P(Y=1|Z=1)": 0.21617453968060094, "P(S=1)": 0.022144, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "full", "spearman_all": 0.6865858751952354, "spearman_host": 0.6932929395156894, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8919478269018575, "rmse_raw": 0.3168259094114808, "rmse_rescaled": 0.30499535215212664, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7212121212121211, "spearman_alpha": 0.6865159389715795, "pearson_all": 0.9230893576065962, "est_alpha_mean": -1.015204996227558, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8962459960297979, "est_rho0": 0.29065951689994907, "est_rho1": 0.08724484499126667, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50161.71281312239, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9622222222222222, "precision_at_k": 0.9, "auroc_exposed": 0.9079789362898703, "wall_seconds": 10.222188472747803, "sweep": "threat_crisis", "arm": "physical", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07549866666666667, "P(Y=1|Z=1)": 0.21580913179358183, "P(S=1)": 0.027125333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4914, "frac_informative": 0.026208}
{"mode": "naive", "spearman_all": 0.6204433408909417, "spearman_host": 0.65606556814797, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.806021664028611, "rmse_raw": 0.5028781878989057, "rmse_rescaled": 0.4382820446372686, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.7075317330217298, "pearson_all": 0.834630038127446, "est_alpha_mean": -0.6035999701710649, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.58132274359526, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39637.14384254833, "n_steps_run": 4000, "converged": false, "support_auroc": 0.986046511627907, "support_auprc": 0.8434706959706961, "precision_at_k": 0.8, "auroc_exposed": 0.9005745411400113, "wall_seconds": 5.500886917114258, "sweep": "threat_crisis", "arm": "physical", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07549866666666667, "P(Y=1|Z=1)": 0.21580913179358183, "P(S=1)": 0.027125333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4914, "frac_informative": 0.026208}
{"mode": "full", "spearman_all": 0.6857918052047202, "spearman_host": 0.6916546373023801, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8909162458163209, "rmse_raw": 0.3195103970484716, "rmse_rescaled": 0.30992461212431677, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7212121212121211, "spearman_alpha": 0.5604211746706771, "pearson_all": 0.9204321283070865, "est_alpha_mean": -0.9453014604722644, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9048694824846752, "est_rho0": 0.29033418578002823, "est_rho1": 0.08724484499126667, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50161.68724830529, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9622222222222222, "precision_at_k": 0.9, "auroc_exposed": 0.9051213568552169, "wall_seconds": 11.106779098510742, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07549866666666667, "P(Y=1|Z=1)": 0.21580913179358183, "P(S=1)": 0.027125333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4914, "frac_informative": 0.026208}
{"mode": "full", "spearman_all": 0.7470555035056711, "spearman_host": 0.7276588684245046, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9216196931858724, "rmse_raw": 0.16191559829115212, "rmse_rescaled": 0.15965772457437474, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9761904761904763, "spearman_alpha": 1.0, "pearson_all": 0.9808459765862455, "est_alpha_mean": -0.9762483814089096, "true_alpha_mean": -0.9459751618055009, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9681335247062721, "est_rho0": 0.2852766586065745, "est_rho1": 0.08724484499126667, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51865.3183670072, "n_steps_run": 3160, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8590400527687414, "wall_seconds": 8.175939321517944, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07549866666666667, "P(Y=1|Z=1)": 0.21580913179358183, "P(S=1)": 0.027125333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4914, "frac_informative": 0.026208}
{"mode": "full", "spearman_all": 0.7208457502577131, "spearman_host": 0.6869157466027249, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9364550360011079, "rmse_raw": 0.35725783927612026, "rmse_rescaled": 0.34528652891216427, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.735565707852878, "spearman_alpha": 0.756568585805414, "pearson_all": 0.8985604215168145, "est_alpha_mean": -1.0200413055699107, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8864878637723331, "est_rho0": 0.2904155064548044, "est_rho1": 0.0893252217564082, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45643.48274728935, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9848837209302326, "support_auprc": 0.9272727272727274, "precision_at_k": 0.8, "auroc_exposed": 0.9133093035772483, "wall_seconds": 10.378937005996704, "sweep": "threat_crisis", "arm": "physical", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07655466666666666, "P(Y=1|Z=1)": 0.21837156940303049, "P(S=1)": 0.020229333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3378, "frac_informative": 0.018016}
{"mode": "naive", "spearman_all": 0.6529652514458768, "spearman_host": 0.6301641455524264, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8482710730161209, "rmse_raw": 0.5311423620534019, "rmse_rescaled": 0.4937259960580369, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.516719712128055, "spearman_alpha": 0.7845896445389478, "pearson_all": 0.7796560125492856, "est_alpha_mean": -0.5083599936272934, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.458172556453421, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39186.634355209826, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9686046511627907, "support_auprc": 0.8373351158645276, "precision_at_k": 0.7, "auroc_exposed": 0.905968854507437, "wall_seconds": 5.57641863822937, "sweep": "threat_crisis", "arm": "physical", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07655466666666666, "P(Y=1|Z=1)": 0.21837156940303049, "P(S=1)": 0.020229333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3378, "frac_informative": 0.018016}
{"mode": "full", "spearman_all": 0.7169003710595561, "spearman_host": 0.6815675699559713, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9313295702302029, "rmse_raw": 0.36063194768584034, "rmse_rescaled": 0.34861218123829635, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7234075969792768, "spearman_alpha": 0.7145369977051133, "pearson_all": 0.8964024961042198, "est_alpha_mean": -0.9890975436396019, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.885577053110109, "est_rho0": 0.2903592769602643, "est_rho1": 0.0893252217564082, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45642.72665568137, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9848837209302326, "support_auprc": 0.9272727272727274, "precision_at_k": 0.8, "auroc_exposed": 0.9128313142217919, "wall_seconds": 11.050325155258179, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07655466666666666, "P(Y=1|Z=1)": 0.21837156940303049, "P(S=1)": 0.020229333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3378, "frac_informative": 0.018016}
{"mode": "full", "spearman_all": 0.7599048049196512, "spearman_host": 0.685270322740588, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.965878320804378, "rmse_raw": 0.3411035844967083, "rmse_rescaled": 0.3354662645636334, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.3142857142857143, "spearman_alpha": 0.5952380952380953, "pearson_all": 0.8945334229732176, "est_alpha_mean": -0.8954546370100224, "true_alpha_mean": -1.0374214189192084, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9167080065301884, "est_rho0": 0.25363933940195776, "est_rho1": 0.0893252217564082, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48194.01093810576, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8723026244683156, "wall_seconds": 10.190094947814941, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07655466666666666, "P(Y=1|Z=1)": 0.21837156940303049, "P(S=1)": 0.020229333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3378, "frac_informative": 0.018016}
{"mode": "full", "spearman_all": 0.7280996440398216, "spearman_host": 0.7033107719433149, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9458786129042721, "rmse_raw": 0.09679477588125662, "rmse_rescaled": 0.0957624328688844, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.8741258741258742, "pearson_all": 0.9931463392279242, "est_alpha_mean": -1.2687799548554417, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9830852921299419, "est_rho0": 0.30737121285830815, "est_rho1": 0.08361419982846377, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47041.68306788298, "n_steps_run": 3630, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.925522895040038, "wall_seconds": 9.276573419570923, "sweep": "threat_crisis", "arm": "physical", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.074112, "P(Y=1|Z=1)": 0.21166793602437167, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4585, "frac_informative": 0.024453333333333334}
{"mode": "naive", "spearman_all": 0.6376022014352687, "spearman_host": 0.6293315040972403, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8283128426379472, "rmse_raw": 0.5312041813210089, "rmse_rescaled": 0.47515936074746346, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5393939393939393, "spearman_alpha": 0.6293706293706295, "pearson_all": 0.8152444326434815, "est_alpha_mean": -0.7147960745362342, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.543507082843787, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38146.746035998796, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.9175181794497057, "wall_seconds": 5.5133843421936035, "sweep": "threat_crisis", "arm": "physical", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.074112, "P(Y=1|Z=1)": 0.21166793602437167, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4585, "frac_informative": 0.024453333333333334}
{"mode": "full", "spearman_all": 0.7286240208111632, "spearman_host": 0.7034190871231775, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9465598339118305, "rmse_raw": 0.09846327895527482, "rmse_rescaled": 0.09701705833523713, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9300699300699302, "pearson_all": 0.9929650677310163, "est_alpha_mean": -1.285305435062528, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9798902858674712, "est_rho0": 0.30741742977018305, "est_rho1": 0.08361419982846377, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47041.041955480476, "n_steps_run": 3798, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9254026194877591, "wall_seconds": 10.4430513381958, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.074112, "P(Y=1|Z=1)": 0.21166793602437167, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4585, "frac_informative": 0.024453333333333334}
{"mode": "full", "spearman_all": 0.7794154736377829, "spearman_host": 0.7263773898804886, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9615412058508741, "rmse_raw": 0.1798308078039765, "rmse_rescaled": 0.1570501026229393, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8571428571428572, "spearman_alpha": 0.4285714285714286, "pearson_all": 0.9830632233186549, "est_alpha_mean": -0.997572544833902, "true_alpha_mean": -1.1751562453674975, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1142349095467434, "est_rho0": 0.31524093423189586, "est_rho1": 0.08361419982846377, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48823.24922089252, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8967857828048367, "wall_seconds": 10.19118332862854, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.074112, "P(Y=1|Z=1)": 0.21166793602437167, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4585, "frac_informative": 0.024453333333333334}
{"mode": "full", "spearman_all": 0.7145552466988024, "spearman_host": 0.6919157699276227, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9282830051129203, "rmse_raw": 0.388315151296505, "rmse_rescaled": 0.3875058563103364, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.28484848484848485, "spearman_alpha": 0.6972003870519587, "pearson_all": 0.8713192108116113, "est_alpha_mean": -1.1319184856746356, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9651877808093254, "est_rho0": 0.3047430381143503, "est_rho1": 0.08452274050600236, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47963.33249042199, "n_steps_run": 3570, "converged": true, "support_auroc": 0.9813953488372092, "support_auprc": 0.8870129870129869, "precision_at_k": 0.7, "auroc_exposed": 0.9055068935399964, "wall_seconds": 9.128246784210205, "sweep": "threat_crisis", "arm": "physical", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07562666666666666, "P(Y=1|Z=1)": 0.21550807015410803, "P(S=1)": 0.024805333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4416, "frac_informative": 0.023552}
{"mode": "naive", "spearman_all": 0.6483393576595653, "spearman_host": 0.6729725285626633, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8422615466637093, "rmse_raw": 0.5188009270001602, "rmse_rescaled": 0.45897534008895846, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.2606060606060606, "spearman_alpha": 0.5845215366193189, "pearson_all": 0.8142644313171942, "est_alpha_mean": -0.6580314436819968, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.592982143992235, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38888.577711829515, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9720930232558139, "support_auprc": 0.8519478182636078, "precision_at_k": 0.7, "auroc_exposed": 0.8997890949850155, "wall_seconds": 5.688929557800293, "sweep": "threat_crisis", "arm": "physical", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07562666666666666, "P(Y=1|Z=1)": 0.21550807015410803, "P(S=1)": 0.024805333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4416, "frac_informative": 0.023552}
{"mode": "full", "spearman_all": 0.7129320634179341, "spearman_host": 0.6916449587572875, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.926174317980925, "rmse_raw": 0.39090551212935365, "rmse_rescaled": 0.3907072209907514, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.28484848484848485, "spearman_alpha": 0.556351824011159, "pearson_all": 0.8691947951815003, "est_alpha_mean": -1.0442309696663987, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9823508586818438, "est_rho0": 0.30485217254473784, "est_rho1": 0.08452274050600236, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47963.132779141924, "n_steps_run": 3560, "converged": true, "support_auroc": 0.9813953488372092, "support_auprc": 0.8870129870129869, "precision_at_k": 0.7, "auroc_exposed": 0.9011960449282925, "wall_seconds": 9.82446551322937, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07562666666666666, "P(Y=1|Z=1)": 0.21550807015410803, "P(S=1)": 0.024805333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4416, "frac_informative": 0.023552}
{"mode": "full", "spearman_all": 0.7561655411419878, "spearman_host": 0.6900876479055443, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9611255230917801, "rmse_raw": 0.21580702918397868, "rmse_rescaled": 0.21513230220675114, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.6190476190476191, "pearson_all": 0.9552176503953104, "est_alpha_mean": -0.8573588455933316, "true_alpha_mean": -1.0087747000332465, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0250972244246375, "est_rho0": 0.3057820664748964, "est_rho1": 0.08452274050600236, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49726.66177915882, "n_steps_run": 3416, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8769519901570509, "wall_seconds": 8.71628189086914, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07562666666666666, "P(Y=1|Z=1)": 0.21550807015410803, "P(S=1)": 0.024805333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4416, "frac_informative": 0.023552}
{"mode": "full", "spearman_all": 0.6988240419358479, "spearman_host": 0.6935264991287439, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9078465026886962, "rmse_raw": 0.24694724297616358, "rmse_rescaled": 0.24123383936857468, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6606060606060605, "spearman_alpha": 0.9597212616235344, "pearson_all": 0.9229277591073641, "est_alpha_mean": -1.0727765399003666, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9167354594979692, "est_rho0": 0.29991999974503275, "est_rho1": 0.09283871764901964, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49232.589606348636, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9877906976744186, "support_auprc": 0.9206593406593406, "precision_at_k": 0.8, "auroc_exposed": 0.8745058656817355, "wall_seconds": 10.434898376464844, "sweep": "threat_crisis", "arm": "physical", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07388266666666667, "P(Y=1|Z=1)": 0.21169980286382323, "P(S=1)": 0.023674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4304, "frac_informative": 0.02295466666666667}
{"mode": "naive", "spearman_all": 0.612135570895835, "spearman_host": 0.6800003511031568, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7952289902186105, "rmse_raw": 0.33212383475038104, "rmse_rescaled": 0.30340234321237924, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6727272727272726, "spearman_alpha": 0.9106844088398501, "pearson_all": 0.8751835403448371, "est_alpha_mean": -0.7509967137438845, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3244006210023527, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39991.35476019168, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9877906976744186, "support_auprc": 0.9206593406593406, "precision_at_k": 0.8, "auroc_exposed": 0.8685100105745206, "wall_seconds": 5.577761650085449, "sweep": "threat_crisis", "arm": "physical", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07388266666666667, "P(Y=1|Z=1)": 0.21169980286382323, "P(S=1)": 0.023674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4304, "frac_informative": 0.02295466666666667}
{"mode": "full", "spearman_all": 0.6957776098967646, "spearman_host": 0.6933098641253311, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.903888864561795, "rmse_raw": 0.25335500673635486, "rmse_rescaled": 0.25018785621331496, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6606060606060605, "spearman_alpha": 0.847637026689399, "pearson_all": 0.9169926888501527, "est_alpha_mean": -0.9877152146871646, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9353387276783346, "est_rho0": 0.29964721186586246, "est_rho1": 0.09283871764901964, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49232.21376299506, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9877906976744186, "support_auprc": 0.9206593406593406, "precision_at_k": 0.8, "auroc_exposed": 0.8697067180962854, "wall_seconds": 10.984241247177124, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07388266666666667, "P(Y=1|Z=1)": 0.21169980286382323, "P(S=1)": 0.023674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4304, "frac_informative": 0.02295466666666667}
{"mode": "full", "spearman_all": 0.7278297772300752, "spearman_host": 0.6702426551302061, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9404696673189824, "rmse_raw": 0.15576829987913363, "rmse_rescaled": 0.1549840412160563, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.8095238095238096, "pearson_all": 0.9665067842016868, "est_alpha_mean": -0.8726570318603587, "true_alpha_mean": -0.9252185024373752, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0274783247154027, "est_rho0": 0.3032346739187991, "est_rho1": 0.09283871764901964, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51348.18771384871, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.82735981004755, "wall_seconds": 10.11792802810669, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07388266666666667, "P(Y=1|Z=1)": 0.21169980286382323, "P(S=1)": 0.023674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4304, "frac_informative": 0.02295466666666667}
{"mode": "full", "spearman_all": 0.7403363916090864, "spearman_host": 0.6965127895440658, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9617754450371042, "rmse_raw": 0.3318121906650795, "rmse_rescaled": 0.33147302288770986, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.13939393939393938, "spearman_alpha": 0.8732610908529584, "pearson_all": 0.9020814126744114, "est_alpha_mean": -1.1036734690992325, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9790301424499616, "est_rho0": 0.2973178385092152, "est_rho1": 0.08479310670514921, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49655.78611797716, "n_steps_run": 3007, "converged": true, "support_auroc": 0.9895348837209302, "support_auprc": 0.9158974358974359, "precision_at_k": 0.8, "auroc_exposed": 0.890901581366082, "wall_seconds": 7.622974157333374, "sweep": "threat_crisis", "arm": "physical", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08066666666666666, "P(Y=1|Z=1)": 0.23070469798657717, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334}
{"mode": "naive", "spearman_all": 0.5617213033823368, "spearman_host": 0.5543369251179944, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7297355130323416, "rmse_raw": 0.5811711759273228, "rmse_rescaled": 0.5762076091831964, "sign_acc_W": 0.9, "spearman_W_nonzero": 0.17575757575757575, "spearman_alpha": 0.7535398122682787, "pearson_all": 0.6661490303332446, "est_alpha_mean": -0.6039074148057674, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.1714384949540724, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40906.72768214208, "n_steps_run": 4000, "converged": false, "support_auroc": 0.95, "support_auprc": 0.7146210706504824, "precision_at_k": 0.6, "auroc_exposed": 0.8865659597862235, "wall_seconds": 5.502718687057495, "sweep": "threat_crisis", "arm": "physical", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08066666666666666, "P(Y=1|Z=1)": 0.23070469798657717, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334}
{"mode": "full", "spearman_all": 0.7400467158235775, "spearman_host": 0.6961201133470795, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9613991254873941, "rmse_raw": 0.33584075567353594, "rmse_rescaled": 0.33582362103240565, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.13939393939393938, "spearman_alpha": 0.6690306744437988, "pearson_all": 0.8993918655098657, "est_alpha_mean": -1.0179939135850604, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.995164516179038, "est_rho0": 0.29735605445252855, "est_rho1": 0.08479310670514921, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49655.6973040493, "n_steps_run": 3285, "converged": true, "support_auroc": 0.9895348837209302, "support_auprc": 0.9158974358974359, "precision_at_k": 0.8, "auroc_exposed": 0.8859973824421745, "wall_seconds": 9.10828709602356, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08066666666666666, "P(Y=1|Z=1)": 0.23070469798657717, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334}
{"mode": "full", "spearman_all": 0.7080943063094496, "spearman_host": 0.6490121788722037, "spearman_all_ceiling": 0.7603790354444067, "spearman_all_frac_ceiling": 0.9312385972025136, "rmse_raw": 0.14476371244329275, "rmse_rescaled": 0.14323119584295366, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9757510178365768, "est_alpha_mean": -1.1688461280170035, "true_alpha_mean": -1.046807375133229, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9672877106829181, "est_rho0": 0.30168506243904714, "est_rho1": 0.08479310670514921, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51407.709390891876, "n_steps_run": 3175, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8640564785539361, "wall_seconds": 8.101460218429565, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08066666666666666, "P(Y=1|Z=1)": 0.23070469798657717, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4315, "frac_informative": 0.023013333333333334}
{"mode": "full", "spearman_all": 0.7351639808414046, "spearman_host": 0.7031904512341121, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9550559351975437, "rmse_raw": 0.12092158991698324, "rmse_rescaled": 0.11756347654851985, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.7705791151721809, "pearson_all": 0.9885442683644318, "est_alpha_mean": -1.0905082566660291, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9648138907054906, "est_rho0": 0.298484224140276, "est_rho1": 0.10140052945869396, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47893.69467125824, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9189694426861604, "wall_seconds": 10.175402402877808, "sweep": "threat_crisis", "arm": "physical", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07176, "P(Y=1|Z=1)": 0.20497547302032235, "P(S=1)": 0.027653333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 5027, "frac_informative": 0.026810666666666667}
{"mode": "naive", "spearman_all": 0.7058533093047162, "spearman_host": 0.6527618843459247, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9169782660716691, "rmse_raw": 0.4748775035292889, "rmse_rescaled": 0.4080734170884078, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": -0.042031588100300776, "pearson_all": 0.8536318611277935, "est_alpha_mean": -0.5924792945186496, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5680626099505302, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37811.75708044284, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.9105605512041898, "wall_seconds": 5.681480646133423, "sweep": "threat_crisis", "arm": "physical", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07176, "P(Y=1|Z=1)": 0.20497547302032235, "P(S=1)": 0.027653333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 5027, "frac_informative": 0.026810666666666667}
{"mode": "full", "spearman_all": 0.7327617942663242, "spearman_host": 0.7029061177921327, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9519352402155118, "rmse_raw": 0.1259792945421995, "rmse_rescaled": 0.12434981192962283, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.6234685568211282, "pearson_all": 0.9871471677023369, "est_alpha_mean": -1.0166022800723458, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9745991162919805, "est_rho0": 0.2982118693211247, "est_rho1": 0.10140052945869396, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47893.22775801633, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9161394880032122, "wall_seconds": 11.160837888717651, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07176, "P(Y=1|Z=1)": 0.20497547302032235, "P(S=1)": 0.027653333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 5027, "frac_informative": 0.026810666666666667}
{"mode": "full", "spearman_all": 0.791876940543027, "spearman_host": 0.7597526031924048, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9515782347465515, "rmse_raw": 0.13625029248612439, "rmse_rescaled": 0.11177297194797578, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.6904761904761906, "pearson_all": 0.9922292642349559, "est_alpha_mean": -0.9713615321152825, "true_alpha_mean": -1.0799174320720466, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0938667891276084, "est_rho0": 0.3119550298477841, "est_rho1": 0.10140052945869396, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49056.90927176769, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8700171011947808, "wall_seconds": 10.178799629211426, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07176, "P(Y=1|Z=1)": 0.20497547302032235, "P(S=1)": 0.027653333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 5027, "frac_informative": 0.026810666666666667}
{"mode": "full", "spearman_all": 0.6992959891943616, "spearman_host": 0.703461244988378, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9084596122017982, "rmse_raw": 0.12003569697968501, "rmse_rescaled": 0.11376738976646167, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9317002028900007, "pearson_all": 0.9865926638708468, "est_alpha_mean": -1.189408436771052, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9473979654502419, "est_rho0": 0.31018978923249735, "est_rho1": 0.08035923709951716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48636.038553727674, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8806395481043993, "wall_seconds": 10.171267747879028, "sweep": "threat_crisis", "arm": "physical", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07290133333333333, "P(Y=1|Z=1)": 0.20927170568152242, "P(S=1)": 0.022693333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4024, "frac_informative": 0.021461333333333332}
{"mode": "naive", "spearman_all": 0.6204982765506628, "spearman_host": 0.6778712352102403, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8060930312735223, "rmse_raw": 0.3225697497304304, "rmse_rescaled": 0.2442190203182206, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.49090909090909085, "spearman_alpha": 0.756568585805414, "pearson_all": 0.937440414353641, "est_alpha_mean": -0.7754671844774507, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4746019545120783, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39644.01727328712, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8762203430076722, "wall_seconds": 5.786164999008179, "sweep": "threat_crisis", "arm": "physical", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07290133333333333, "P(Y=1|Z=1)": 0.20927170568152242, "P(S=1)": 0.022693333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4024, "frac_informative": 0.021461333333333332}
{"mode": "full", "spearman_all": 0.698741638446266, "spearman_host": 0.7034341656129515, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.907739451821329, "rmse_raw": 0.12232417946671732, "rmse_rescaled": 0.11794258921230838, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9176896735232337, "pearson_all": 0.9857045014110305, "est_alpha_mean": -1.132790975400111, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9550132804599604, "est_rho0": 0.3100635658039232, "est_rho1": 0.08035923709951716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48635.99411021137, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8763047332090278, "wall_seconds": 15.4825439453125, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07290133333333333, "P(Y=1|Z=1)": 0.20927170568152242, "P(S=1)": 0.022693333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4024, "frac_informative": 0.021461333333333332}
{"mode": "full", "spearman_all": 0.6084720706569082, "spearman_host": 0.6837809081968335, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.773399481168696, "rmse_raw": 0.16296263795906654, "rmse_rescaled": 0.16223629720515906, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8285714285714287, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.968287195427655, "est_alpha_mean": -1.0090254256691695, "true_alpha_mean": -1.141699396400194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0250663959799169, "est_rho0": 0.3104978355130321, "est_rho1": 0.08035923709951716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50266.93393286365, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8411467781239725, "wall_seconds": 15.046673774719238, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07290133333333333, "P(Y=1|Z=1)": 0.20927170568152242, "P(S=1)": 0.022693333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4024, "frac_informative": 0.021461333333333332}
{"mode": "full", "spearman_all": 0.7322804081258845, "spearman_host": 0.6994307799044295, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.951309868594309, "rmse_raw": 0.25400503162830523, "rmse_rescaled": 0.24862195428259548, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.7112852433560387, "pearson_all": 0.9454005043035894, "est_alpha_mean": -1.1010226661235207, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9333035040784602, "est_rho0": 0.29989074132326127, "est_rho1": 0.08708783436642023, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50065.097019245666, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9930232558139535, "support_auprc": 0.9416666666666667, "precision_at_k": 0.8, "auroc_exposed": 0.8923406735476969, "wall_seconds": 15.52834415435791, "sweep": "threat_crisis", "arm": "physical", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07935466666666667, "P(Y=1|Z=1)": 0.22714990153122758, "P(S=1)": 0.024853333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4527, "frac_informative": 0.024144}
{"mode": "naive", "spearman_all": 0.6941530814608116, "spearman_host": 0.6756061671941749, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9017784299307642, "rmse_raw": 0.46601436500017507, "rmse_rescaled": 0.44276563838616123, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": -0.0563394252163199, "pearson_all": 0.8155057468244831, "est_alpha_mean": -0.7441113929268726, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3005715836041998, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40898.83359890861, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9709302325581395, "support_auprc": 0.8327156125608137, "precision_at_k": 0.7, "auroc_exposed": 0.884499090307197, "wall_seconds": 8.53477144241333, "sweep": "threat_crisis", "arm": "physical", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07935466666666667, "P(Y=1|Z=1)": 0.22714990153122758, "P(S=1)": 0.024853333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4527, "frac_informative": 0.024144}
{"mode": "full", "spearman_all": 0.732864754106997, "spearman_host": 0.6996203477236642, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9520689959618273, "rmse_raw": 0.2560772199468421, "rmse_rescaled": 0.25270117871260594, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8098792374845986, "pearson_all": 0.9435521144335592, "est_alpha_mean": -1.0191963696157986, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9460297180027049, "est_rho0": 0.29989157933344623, "est_rho1": 0.08708783436642023, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50065.085022160514, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9930232558139535, "support_auprc": 0.9416666666666667, "precision_at_k": 0.8, "auroc_exposed": 0.8865498633509212, "wall_seconds": 16.537428617477417, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07935466666666667, "P(Y=1|Z=1)": 0.22714990153122758, "P(S=1)": 0.024853333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4527, "frac_informative": 0.024144}
{"mode": "full", "spearman_all": 0.7260597529753645, "spearman_host": 0.7080860447865638, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.908747062279671, "rmse_raw": 0.19814885825526873, "rmse_rescaled": 0.19386448627021813, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9642857142857145, "spearman_alpha": 0.7857142857142858, "pearson_all": 0.9675422551662932, "est_alpha_mean": -0.8892047576388982, "true_alpha_mean": -1.0284116439315194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0575050371552097, "est_rho0": 0.30121411394509323, "est_rho1": 0.08708783436642023, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51907.19746796799, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.841831561575215, "wall_seconds": 14.989481687545776, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07935466666666667, "P(Y=1|Z=1)": 0.22714990153122758, "P(S=1)": 0.024853333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4527, "frac_informative": 0.024144}
{"mode": "full", "spearman_all": 0.7226336562740932, "spearman_host": 0.7034206259252381, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.938777715426404, "rmse_raw": 0.10434633663720572, "rmse_rescaled": 0.10156386593813078, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9106844088398501, "pearson_all": 0.9924324739122727, "est_alpha_mean": -1.0855336554988795, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9719348715533703, "est_rho0": 0.2936723603393601, "est_rho1": 0.0929477233705139, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47979.846972442116, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9353026737614843, "wall_seconds": 15.711649894714355, "sweep": "threat_crisis", "arm": "physical", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08014933333333334, "P(Y=1|Z=1)": 0.22858707390900931, "P(S=1)": 0.026912, "crispr_positive_hosts": 206, "n_informative_cells": 4811, "frac_informative": 0.025658666666666666}
{"mode": "naive", "spearman_all": 0.6868655476447251, "spearman_host": 0.6370490767546397, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8923111510577698, "rmse_raw": 0.5476900832519053, "rmse_rescaled": 0.4342961319471551, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": -0.09106844088398502, "pearson_all": 0.8511796492404622, "est_alpha_mean": -0.48029710535215964, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.8789683291518002, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39309.27159618741, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9278484519914596, "wall_seconds": 8.748271942138672, "sweep": "threat_crisis", "arm": "physical", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08014933333333334, "P(Y=1|Z=1)": 0.22858707390900931, "P(S=1)": 0.026912, "crispr_positive_hosts": 206, "n_informative_cells": 4811, "frac_informative": 0.025658666666666666}
{"mode": "full", "spearman_all": 0.7256850824640603, "spearman_host": 0.7034206259252381, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.942741841484661, "rmse_raw": 0.11118482931563627, "rmse_rescaled": 0.10877425158447211, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9106844088398501, "pearson_all": 0.991322276311298, "est_alpha_mean": -1.0472213905659153, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9729433204503672, "est_rho0": 0.29376160822817227, "est_rho1": 0.0929477233705139, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47979.53955032178, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9344016293644483, "wall_seconds": 16.585723876953125, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08014933333333334, "P(Y=1|Z=1)": 0.22858707390900931, "P(S=1)": 0.026912, "crispr_positive_hosts": 206, "n_informative_cells": 4811, "frac_informative": 0.025658666666666666}
{"mode": "full", "spearman_all": 0.7768489685815976, "spearman_host": 0.7599217613239775, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9335195057967334, "rmse_raw": 0.13119012950461592, "rmse_rescaled": 0.10418007755093119, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.9942223970073484, "est_alpha_mean": -1.1675145480929343, "true_alpha_mean": -1.2280658140603191, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0883332730458544, "est_rho0": 0.3053803475746271, "est_rho1": 0.0929477233705139, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49171.768094300714, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9158094420140671, "wall_seconds": 15.13344693183899, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08014933333333334, "P(Y=1|Z=1)": 0.22858707390900931, "P(S=1)": 0.026912, "crispr_positive_hosts": 206, "n_informative_cells": 4811, "frac_informative": 0.025658666666666666}
{"mode": "full", "spearman_all": 0.7340584181196972, "spearman_host": 0.699633888282181, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9536196920373562, "rmse_raw": 0.22431732096593404, "rmse_rescaled": 0.22376988148877147, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8060606060606059, "spearman_alpha": 0.9366429442213183, "pearson_all": 0.9454509348616821, "est_alpha_mean": -1.0142624981877757, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0245610281119093, "est_rho0": 0.30018074802883593, "est_rho1": 0.08819820436654244, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51254.26986565549, "n_steps_run": 3235, "converged": true, "support_auroc": 0.9953488372093023, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.8730797935951691, "wall_seconds": 12.47376012802124, "sweep": "threat_crisis", "arm": "physical", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.080176, "P(Y=1|Z=1)": 0.2292419598334782, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4282, "frac_informative": 0.022837333333333334}
{"mode": "naive", "spearman_all": 0.6624885214586419, "spearman_host": 0.677156561144345, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8606428101866097, "rmse_raw": 0.35892460933095705, "rmse_rescaled": 0.29494819709179576, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5515151515151515, "spearman_alpha": 0.42254568912239926, "pearson_all": 0.9031489824175407, "est_alpha_mean": -0.7794841066315036, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4870714238897471, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41696.702802886604, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.8673430521545225, "wall_seconds": 8.283483982086182, "sweep": "threat_crisis", "arm": "physical", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.080176, "P(Y=1|Z=1)": 0.2292419598334782, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4282, "frac_informative": 0.022837333333333334}
{"mode": "full", "spearman_all": 0.7366954666498463, "spearman_host": 0.6996203477236642, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9570454975933361, "rmse_raw": 0.22722434572005898, "rmse_rescaled": 0.22620687659426403, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8060606060606059, "spearman_alpha": 0.9296005160692783, "pearson_all": 0.9442966988077214, "est_alpha_mean": -0.9538812919694472, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0340385468416013, "est_rho0": 0.30022109395277047, "est_rho1": 0.08819820436654244, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51253.29706245006, "n_steps_run": 3067, "converged": true, "support_auroc": 0.9953488372093023, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.8684265882337532, "wall_seconds": 12.20740270614624, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.080176, "P(Y=1|Z=1)": 0.2292419598334782, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4282, "frac_informative": 0.022837333333333334}
{"mode": "full", "spearman_all": 0.7058030482836356, "spearman_host": 0.7236597715888685, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.8707277916518017, "rmse_raw": 0.18293105053115788, "rmse_rescaled": 0.18071030432119026, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9761904761904763, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9693675266699012, "est_alpha_mean": -0.9995313309623327, "true_alpha_mean": -1.1010041963271315, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0411992881884715, "est_rho0": 0.32019567743854194, "est_rho1": 0.08819820436654244, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52662.30166138536, "n_steps_run": 3055, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8343669159988997, "wall_seconds": 11.89832091331482, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.080176, "P(Y=1|Z=1)": 0.2292419598334782, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4282, "frac_informative": 0.022837333333333334}
{"mode": "full", "spearman_all": 0.7416185766114528, "spearman_host": 0.7032972325458322, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9634411392610375, "rmse_raw": 0.09623184041727227, "rmse_rescaled": 0.08886068428437147, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8531468531468532, "pearson_all": 0.9916565296534254, "est_alpha_mean": -1.1237772226234042, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9488853086861216, "est_rho0": 0.30169540148546176, "est_rho1": 0.09355219211999385, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49228.57992099798, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8895303726630658, "wall_seconds": 15.32473874092102, "sweep": "threat_crisis", "arm": "physical", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07746133333333333, "P(Y=1|Z=1)": 0.22103517022021338, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4074, "frac_informative": 0.021728}
{"mode": "naive", "spearman_all": 0.7154546727537598, "spearman_host": 0.686433912980992, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9294514548934376, "rmse_raw": 0.35367197344234597, "rmse_rescaled": 0.2782092393973386, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.4825174825174825, "pearson_all": 0.9153154851683213, "est_alpha_mean": -0.6829200594621264, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.526662915892924, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40823.862857665226, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8858805978830497, "wall_seconds": 8.310610294342041, "sweep": "threat_crisis", "arm": "physical", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07746133333333333, "P(Y=1|Z=1)": 0.22103517022021338, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4074, "frac_informative": 0.021728}
{"mode": "full", "spearman_all": 0.7394361704297746, "spearman_host": 0.7033243113407978, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9606059623057709, "rmse_raw": 0.09668848804687984, "rmse_rescaled": 0.090175954034171, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9914351187831, "est_alpha_mean": -1.102103010166612, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9515760304359184, "est_rho0": 0.30168345669455743, "est_rho1": 0.09355219211999385, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49227.721099308554, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8891777897430457, "wall_seconds": 15.757439613342285, "sweep": "threat_crisis", "arm": "physical_crispr_term", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07746133333333333, "P(Y=1|Z=1)": 0.22103517022021338, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4074, "frac_informative": 0.021728}
{"mode": "full", "spearman_all": 0.7573318873063203, "spearman_host": 0.6703864943150827, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9785909980430528, "rmse_raw": 0.27011592267474394, "rmse_rescaled": 0.25276841192944766, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.9146075077663129, "est_alpha_mean": -1.1486058661971152, "true_alpha_mean": -1.1658264578319488, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8556582589757904, "est_rho0": 0.27360233219220587, "est_rho1": 0.09355219211999385, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51214.76436828648, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8542224008702374, "wall_seconds": 14.943575143814087, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07746133333333333, "P(Y=1|Z=1)": 0.22103517022021338, "P(S=1)": 0.023669333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4074, "frac_informative": 0.021728}
{"mode": "full", "spearman_all": 0.7269360270138927, "spearman_host": 0.702945208211279, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9443669510494048, "rmse_raw": 0.19395654114848487, "rmse_rescaled": 0.19193947057895708, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7696969696969697, "spearman_alpha": 0.7762237762237763, "pearson_all": 0.9669937491947047, "est_alpha_mean": -1.286753147486303, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9620749705816469, "est_rho0": 0.2988776051211362, "est_rho1": 0.09123404565013186, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46207.7755931912, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9074210251095958, "wall_seconds": 14.825703859329224, "sweep": "threat_crisis", "arm": "functional", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.077104, "P(Y=1|Z=1)": 0.221109139850728, "P(S=1)": 0.021157333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3531, "frac_informative": 0.018832}
{"mode": "naive", "spearman_all": 0.7414637606122948, "spearman_host": 0.7030535233911415, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9632400168683297, "rmse_raw": 0.3430895289524699, "rmse_rescaled": 0.25816870024809757, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9374922469261191, "est_alpha_mean": -0.869518589651557, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4907954451683474, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38776.2617863184, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.905023992754738, "wall_seconds": 8.662221670150757, "sweep": "threat_crisis", "arm": "functional", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.077104, "P(Y=1|Z=1)": 0.221109139850728, "P(S=1)": 0.021157333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3531, "frac_informative": 0.018832}
{"mode": "full", "spearman_all": 0.7398806421692925, "spearman_host": 0.7029181294163135, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9611833782074155, "rmse_raw": 0.22002362623425936, "rmse_rescaled": 0.2046321419303451, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7696969696969697, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.9634036227590173, "est_alpha_mean": -1.4959930714686778, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8970152256871271, "est_rho0": 0.3122961813616464, "est_rho1": 0.09123404565013186, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45757.86649490561, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.904727032465051, "wall_seconds": 15.702227592468262, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.077104, "P(Y=1|Z=1)": 0.221109139850728, "P(S=1)": 0.021157333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3531, "frac_informative": 0.018832}
{"mode": "full", "spearman_all": 0.6975401364947106, "spearman_host": 0.6614684648527307, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.90133072407045, "rmse_raw": 0.28677614563174175, "rmse_rescaled": 0.2796156214575075, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.8847640276654863, "est_alpha_mean": -0.8602459381038392, "true_alpha_mean": -1.0714585447111702, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8926300008243263, "est_rho0": 0.28781310735826365, "est_rho1": 0.09123404565013186, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49227.70102825032, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8524795542085034, "wall_seconds": 14.355960845947266, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.077104, "P(Y=1|Z=1)": 0.221109139850728, "P(S=1)": 0.021157333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3531, "frac_informative": 0.018832}
{"mode": "full", "spearman_all": 0.7460283355552098, "spearman_host": 0.7025796444792431, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9691698835436469, "rmse_raw": 0.21017695100208536, "rmse_rescaled": 0.2073880184766187, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8909090909090909, "spearman_alpha": 0.5174825174825175, "pearson_all": 0.9588788932493834, "est_alpha_mean": -1.352511073633132, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9527041827335696, "est_rho0": 0.29134212956450006, "est_rho1": 0.09142420468441838, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46127.88769961248, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8997516286396486, "wall_seconds": 14.944873094558716, "sweep": "threat_crisis", "arm": "functional", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07213333333333333, "P(Y=1|Z=1)": 0.2060952380952381, "P(S=1)": 0.020378666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3413, "frac_informative": 0.018202666666666666}
{"mode": "naive", "spearman_all": 0.6067438769579476, "spearman_host": 0.7022682383371386, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7882246082979206, "rmse_raw": 0.3536524307888316, "rmse_rescaled": 0.315390830510491, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6727272727272726, "spearman_alpha": 0.4825174825174825, "pearson_all": 0.8999269730307877, "est_alpha_mean": -0.971385598888299, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3298606627200686, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38635.822313551456, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8965562571622182, "wall_seconds": 8.21140718460083, "sweep": "threat_crisis", "arm": "functional", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07213333333333333, "P(Y=1|Z=1)": 0.2060952380952381, "P(S=1)": 0.020378666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3413, "frac_informative": 0.018202666666666666}
{"mode": "full", "spearman_all": 0.7388568589490544, "spearman_host": 0.7025661050817604, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9598533752878968, "rmse_raw": 0.23542306641977245, "rmse_rescaled": 0.20857736227117268, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.49650349650349657, "pearson_all": 0.9598822668690079, "est_alpha_mean": -1.6309121726860505, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.862882782222258, "est_rho0": 0.3029705356591762, "est_rho1": 0.09142420468441838, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45636.09651662208, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8962762411259451, "wall_seconds": 15.900378704071045, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07213333333333333, "P(Y=1|Z=1)": 0.2060952380952381, "P(S=1)": 0.020378666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3413, "frac_informative": 0.018202666666666666}
{"mode": "full", "spearman_all": 0.775085729749189, "spearman_host": 0.709535648358515, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9701086956521738, "rmse_raw": 0.2570047258757795, "rmse_rescaled": 0.21723348059708875, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7857142857142859, "spearman_alpha": 0.9761904761904763, "pearson_all": 0.9603347430859801, "est_alpha_mean": -0.96835538013994, "true_alpha_mean": -1.3121921132566197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.2238956322106256, "est_rho0": 0.2894719684061253, "est_rho1": 0.09142420468441838, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48918.335415062094, "n_steps_run": 3359, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8172831736210402, "wall_seconds": 12.565996646881104, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07213333333333333, "P(Y=1|Z=1)": 0.2060952380952381, "P(S=1)": 0.020378666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3413, "frac_informative": 0.018202666666666666}
{"mode": "full", "spearman_all": 0.721023054658957, "spearman_host": 0.7027556566465197, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9366853732117949, "rmse_raw": 0.17132575740041373, "rmse_rescaled": 0.16376096324260866, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.6223776223776225, "pearson_all": 0.9780138056898726, "est_alpha_mean": -1.4011939841351069, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9372585268913348, "est_rho0": 0.2844052801844214, "est_rho1": 0.09079870862173448, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47908.924306372726, "n_steps_run": 2884, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9082090132452214, "wall_seconds": 10.526545524597168, "sweep": "threat_crisis", "arm": "functional", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.079392, "P(Y=1|Z=1)": 0.22686885620666006, "P(S=1)": 0.022298666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3770, "frac_informative": 0.020106666666666665}
{"mode": "naive", "spearman_all": 0.6483344460220567, "spearman_host": 0.7019703715925166, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.842255165925974, "rmse_raw": 0.3867187030121541, "rmse_rescaled": 0.3432337724846407, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4545454545454545, "spearman_alpha": 0.4545454545454546, "pearson_all": 0.8952244811252142, "est_alpha_mean": -1.0232910109461073, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3487867530280582, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39676.41521220077, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9038890624831035, "wall_seconds": 8.295058488845825, "sweep": "threat_crisis", "arm": "functional", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.079392, "P(Y=1|Z=1)": 0.22686885620666006, "P(S=1)": 0.022298666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3770, "frac_informative": 0.020106666666666665}
{"mode": "full", "spearman_all": 0.7159690613961233, "spearman_host": 0.7029181294163135, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9301197002627566, "rmse_raw": 0.20465603312119562, "rmse_rescaled": 0.17824231583294903, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8909090909090909, "spearman_alpha": 0.6923076923076924, "pearson_all": 0.9746872468763997, "est_alpha_mean": -1.5853710509835635, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8815990109899511, "est_rho0": 0.2984753501570666, "est_rho1": 0.09079870862173448, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47584.64681309597, "n_steps_run": 2587, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9077656706506254, "wall_seconds": 10.659128904342651, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.079392, "P(Y=1|Z=1)": 0.22686885620666006, "P(S=1)": 0.022298666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3770, "frac_informative": 0.020106666666666665}
{"mode": "full", "spearman_all": 0.7402596205914206, "spearman_host": 0.7273053571020174, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9132358187656084, "rmse_raw": 0.1722991587155736, "rmse_rescaled": 0.16682400615868023, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9047619047619048, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9751757424470675, "est_alpha_mean": -1.084401772398275, "true_alpha_mean": -1.0984984258813115, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.061996260195686, "est_rho0": 0.32777886151630686, "est_rho1": 0.09079870862173448, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50790.53273133916, "n_steps_run": 2623, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8403585974452975, "wall_seconds": 10.204946041107178, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.079392, "P(Y=1|Z=1)": 0.22686885620666006, "P(S=1)": 0.022298666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3770, "frac_informative": 0.020106666666666665}
{"mode": "full", "spearman_all": 0.7642416887464687, "spearman_host": 0.702809814236451, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9928309598728386, "rmse_raw": 0.17379396248035858, "rmse_rescaled": 0.1735876968783071, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.6293706293706295, "pearson_all": 0.9705231989569149, "est_alpha_mean": -1.0941373718442298, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.987790206846937, "est_rho0": 0.28320025109931934, "est_rho1": 0.08473540718053132, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49840.75593693621, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8835929728934556, "wall_seconds": 15.900933027267456, "sweep": "threat_crisis", "arm": "functional", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.08016533333333334, "P(Y=1|Z=1)": 0.22910665020500862, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4050, "frac_informative": 0.0216}
{"mode": "naive", "spearman_all": 0.7167880879723136, "spearman_host": 0.6953360668259397, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9311837025983715, "rmse_raw": 0.3646959236007802, "rmse_rescaled": 0.31059466038283223, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7454545454545454, "spearman_alpha": 0.3426573426573427, "pearson_all": 0.8983444126189088, "est_alpha_mean": -0.7497560043620789, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4310788793590012, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41329.17480673501, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8777235695917355, "wall_seconds": 8.199122190475464, "sweep": "threat_crisis", "arm": "functional", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.08016533333333334, "P(Y=1|Z=1)": 0.22910665020500862, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4050, "frac_informative": 0.0216}
{"mode": "full", "spearman_all": 0.7656550089968461, "spearman_host": 0.702945208211279, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9946670126836863, "rmse_raw": 0.20142270128123066, "rmse_rescaled": 0.19165758524859913, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.6993006993006995, "pearson_all": 0.9649566532596553, "est_alpha_mean": -1.2807015205324082, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9164947589117092, "est_rho0": 0.29714591870774204, "est_rho1": 0.08473540718053132, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49207.2092934079, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.881167202118469, "wall_seconds": 16.86550235748291, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.08016533333333334, "P(Y=1|Z=1)": 0.22910665020500862, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4050, "frac_informative": 0.0216}
{"mode": "full", "spearman_all": 0.7340987222369013, "spearman_host": 0.7075424434470822, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9188087544065805, "rmse_raw": 0.19487312002691567, "rmse_rescaled": 0.17832042626823583, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9642857142857145, "spearman_alpha": 0.523809523809524, "pearson_all": 0.9692394671788309, "est_alpha_mean": -0.7631088843828138, "true_alpha_mean": -0.880128632014297, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1242886660594424, "est_rho0": 0.30173153487518806, "est_rho1": 0.08473540718053132, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51992.582258918796, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8242582486545627, "wall_seconds": 16.87930202484131, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.08016533333333334, "P(Y=1|Z=1)": 0.22910665020500862, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4050, "frac_informative": 0.0216}
{"mode": "full", "spearman_all": 0.7312508987323593, "spearman_host": 0.7031212203785556, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9499724267687416, "rmse_raw": 0.18494632226890273, "rmse_rescaled": 0.18488015092181398, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.7762237762237763, "pearson_all": 0.9696671165248587, "est_alpha_mean": -1.3979682545125687, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9932125508229658, "est_rho0": 0.28634986857616546, "est_rho1": 0.09177051449359673, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46689.09792342842, "n_steps_run": 3337, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9187039002228918, "wall_seconds": 13.608348608016968, "sweep": "threat_crisis", "arm": "functional", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22564826622942855, "P(S=1)": 0.023018666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3860, "frac_informative": 0.020586666666666666}
{"mode": "naive", "spearman_all": 0.6131862201487138, "spearman_host": 0.7025390262867949, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7965938949622084, "rmse_raw": 0.3846138703601443, "rmse_rescaled": 0.3004776071199328, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7575757575757575, "spearman_alpha": 0.5734265734265735, "pearson_all": 0.9167008508260666, "est_alpha_mean": -0.8752588194254458, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5407949605832072, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38477.87104473736, "n_steps_run": 2817, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9147398588248373, "wall_seconds": 6.2158379554748535, "sweep": "threat_crisis", "arm": "functional", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22564826622942855, "P(S=1)": 0.023018666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3860, "frac_informative": 0.020586666666666666}
{"mode": "full", "spearman_all": 0.7028696302415655, "spearman_host": 0.7031076809810728, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9131021507120382, "rmse_raw": 0.23117413153664937, "rmse_rescaled": 0.20213149776257952, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.8181818181818183, "pearson_all": 0.9654699254764465, "est_alpha_mean": -1.7398139254867362, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8650773159735803, "est_rho0": 0.2986500417503152, "est_rho1": 0.09177051449359669, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45996.238625955986, "n_steps_run": 3751, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9151712840624434, "wall_seconds": 15.059390783309937, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22564826622942855, "P(S=1)": 0.023018666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3860, "frac_informative": 0.020586666666666666}
{"mode": "full", "spearman_all": 0.6914509520974864, "spearman_host": 0.6872484514315121, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.8788699324004468, "rmse_raw": 0.3138962857405641, "rmse_rescaled": 0.3044741719973696, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.6428571428571429, "pearson_all": 0.904244000518086, "est_alpha_mean": -1.1807757116973023, "true_alpha_mean": -1.3072700971362108, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8942932670907426, "est_rho0": 0.28633574984348975, "est_rho1": 0.09177051449359669, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48858.90332709952, "n_steps_run": 3698, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.844577692874336, "wall_seconds": 13.794077157974243, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22564826622942855, "P(S=1)": 0.023018666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3860, "frac_informative": 0.020586666666666666}
{"mode": "full", "spearman_all": 0.7231804905181902, "spearman_host": 0.7003862620870279, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9394881110714633, "rmse_raw": 0.17245996764310004, "rmse_rescaled": 0.17204588627356324, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.5664335664335665, "pearson_all": 0.973175729081559, "est_alpha_mean": -1.0731267011840842, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9832947569003154, "est_rho0": 0.308517635708948, "est_rho1": 0.08606279923606926, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45362.75426755288, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8920060552788358, "wall_seconds": 15.08811354637146, "sweep": "threat_crisis", "arm": "functional", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.2187428466785698, "P(S=1)": 0.019226666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3166, "frac_informative": 0.016885333333333332}
{"mode": "naive", "spearman_all": 0.7048273035212401, "spearman_host": 0.6817966693431297, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9156453758069225, "rmse_raw": 0.3853352663143659, "rmse_rescaled": 0.30512497501835617, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7696969696969697, "spearman_alpha": 0.8251748251748254, "pearson_all": 0.9068943993307836, "est_alpha_mean": -0.6888148401691664, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5590165361405075, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39348.98363610282, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8877343653555971, "wall_seconds": 8.243415117263794, "sweep": "threat_crisis", "arm": "functional", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.2187428466785698, "P(S=1)": 0.019226666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3166, "frac_informative": 0.016885333333333332}
{"mode": "full", "spearman_all": 0.7194399362159546, "spearman_host": 0.7029045900188305, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9346287345508806, "rmse_raw": 0.19392193900847499, "rmse_rescaled": 0.18376324906508534, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.6503496503496504, "pearson_all": 0.9699809410282406, "est_alpha_mean": -1.2787561573210318, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.918711279651139, "est_rho0": 0.3118137127567835, "est_rho1": 0.08606279923606926, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45023.30766397453, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8908047388361375, "wall_seconds": 16.703482389450073, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.2187428466785698, "P(S=1)": 0.019226666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3166, "frac_informative": 0.016885333333333332}
{"mode": "full", "spearman_all": 0.7013267198093958, "spearman_host": 0.680452976696243, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.8777908343125735, "rmse_raw": 0.2947982750700188, "rmse_rescaled": 0.2929514489467057, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.6428571428571429, "pearson_all": 0.9030626742649209, "est_alpha_mean": -0.5844608621541796, "true_alpha_mean": -0.8968726812548435, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.055655458370646, "est_rho0": 0.31544949415673007, "est_rho1": 0.08606279923606922, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47956.97898952219, "n_steps_run": 3476, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8191009261243145, "wall_seconds": 13.681549787521362, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.2187428466785698, "P(S=1)": 0.019226666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3166, "frac_informative": 0.016885333333333332}
{"mode": "full", "spearman_all": 0.7527753166798028, "spearman_host": 0.702809814236451, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9779349271742304, "rmse_raw": 0.17356337368976912, "rmse_rescaled": 0.173475734212107, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.5874125874125874, "pearson_all": 0.9730950733201262, "est_alpha_mean": -1.266628722109645, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0077420362120721, "est_rho0": 0.2918238988625082, "est_rho1": 0.08465497489281232, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47086.36718251632, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8987947601670906, "wall_seconds": 15.14257550239563, "sweep": "threat_crisis", "arm": "functional", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07613866666666666, "P(Y=1|Z=1)": 0.21747939612753836, "P(S=1)": 0.02192, "crispr_positive_hosts": 206, "n_informative_cells": 3656, "frac_informative": 0.019498666666666668}
{"mode": "naive", "spearman_all": 0.6466314700313193, "spearman_host": 0.6514819583791177, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8400428196061894, "rmse_raw": 0.4156022041617158, "rmse_rescaled": 0.36941537275860287, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4545454545454545, "spearman_alpha": 0.5174825174825175, "pearson_all": 0.8680475313605356, "est_alpha_mean": -0.8230790843164391, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4240228667222978, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39217.47467742398, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8936577562874551, "wall_seconds": 8.435732364654541, "sweep": "threat_crisis", "arm": "functional", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07613866666666666, "P(Y=1|Z=1)": 0.21747939612753836, "P(S=1)": 0.02192, "crispr_positive_hosts": 206, "n_informative_cells": 3656, "frac_informative": 0.019498666666666668}
{"mode": "full", "spearman_all": 0.741593606289008, "spearman_host": 0.7028233536339338, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9634087001654394, "rmse_raw": 0.21648458026135015, "rmse_rescaled": 0.19585204931653874, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.6153846153846154, "pearson_all": 0.9668197969651556, "est_alpha_mean": -1.5932927789374407, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8853218162646097, "est_rho0": 0.3063161017096626, "est_rho1": 0.08465497489281232, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46676.18243538717, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8950983399102497, "wall_seconds": 16.703287839889526, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07613866666666666, "P(Y=1|Z=1)": 0.21747939612753836, "P(S=1)": 0.02192, "crispr_positive_hosts": 206, "n_informative_cells": 3656, "frac_informative": 0.019498666666666668}
{"mode": "full", "spearman_all": 0.7678480133582075, "spearman_host": 0.7272611681867065, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9472707813057438, "rmse_raw": 0.19240744337606386, "rmse_rescaled": 0.17275539857204905, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8571428571428572, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.9758002562805431, "est_alpha_mean": -1.0826130071679616, "true_alpha_mean": -1.2253341022728388, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1219602838683311, "est_rho0": 0.2969631931663588, "est_rho1": 0.08465497489281232, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49274.02181858637, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8300222423290199, "wall_seconds": 16.348283052444458, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07613866666666666, "P(Y=1|Z=1)": 0.21747939612753836, "P(S=1)": 0.02192, "crispr_positive_hosts": 206, "n_informative_cells": 3656, "frac_informative": 0.019498666666666668}
{"mode": "full", "spearman_all": 0.7263467274041947, "spearman_host": 0.7023494747220353, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9436013883932917, "rmse_raw": 0.17722582584783245, "rmse_rescaled": 0.17706344774081018, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.41958041958041964, "pearson_all": 0.9788655379446296, "est_alpha_mean": -1.3485419706197999, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0092964048710786, "est_rho0": 0.3014374985694629, "est_rho1": 0.09727304611630862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45502.800826133825, "n_steps_run": 2623, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.90186001268998, "wall_seconds": 11.386979341506958, "sweep": "threat_crisis", "arm": "functional", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.072736, "P(Y=1|Z=1)": 0.20822009832361293, "P(S=1)": 0.020010666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3267, "frac_informative": 0.017424}
{"mode": "naive", "spearman_all": 0.5874218414501382, "spearman_host": 0.6489568607485736, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7631232361241769, "rmse_raw": 0.4595959582428343, "rmse_rescaled": 0.38342892958383124, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6848484848484848, "spearman_alpha": 0.2447552447552448, "pearson_all": 0.8908912250034271, "est_alpha_mean": -0.9018453484674703, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5103110201539454, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38233.179861951314, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9593023255813954, "support_auprc": 0.9222222222222222, "precision_at_k": 0.9, "auroc_exposed": 0.896944962118108, "wall_seconds": 9.1322181224823, "sweep": "threat_crisis", "arm": "functional", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.072736, "P(Y=1|Z=1)": 0.20822009832361293, "P(S=1)": 0.020010666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3267, "frac_informative": 0.017424}
{"mode": "full", "spearman_all": 0.7250033240566628, "spearman_host": 0.7025390262867949, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9418561650501184, "rmse_raw": 0.21136791671890412, "rmse_rescaled": 0.19837558605979821, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.5314685314685316, "pearson_all": 0.9744793351957624, "est_alpha_mean": -1.594095503627643, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9181628708186409, "est_rho0": 0.30506239695321125, "est_rho1": 0.09727304611630862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45023.286840626584, "n_steps_run": 2744, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.897678398337668, "wall_seconds": 12.469326734542847, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.072736, "P(Y=1|Z=1)": 0.20822009832361293, "P(S=1)": 0.020010666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3267, "frac_informative": 0.017424}
{"mode": "full", "spearman_all": 0.6530749438951954, "spearman_host": 0.6656398012141534, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8438747553816046, "rmse_raw": 0.2531285959281773, "rmse_rescaled": 0.24588743536292704, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.6428571428571429, "pearson_all": 0.9492106796195534, "est_alpha_mean": -1.0755802772267982, "true_alpha_mean": -1.2071819674703785, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.08988621422126, "est_rho0": 0.29558556155780696, "est_rho1": 0.09727304611630862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47972.69549651574, "n_steps_run": 2978, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8234271173357127, "wall_seconds": 13.58639907836914, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.072736, "P(Y=1|Z=1)": 0.20822009832361293, "P(S=1)": 0.020010666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 3267, "frac_informative": 0.017424}
{"mode": "full", "spearman_all": 0.6905093206313745, "spearman_host": 0.7031076809810728, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8970447983910207, "rmse_raw": 0.17806550292503834, "rmse_rescaled": 0.17805293685932966, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.7342657342657343, "pearson_all": 0.9753163251390823, "est_alpha_mean": -1.146989975929557, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9972993429484253, "est_rho0": 0.2905734561870916, "est_rho1": 0.09179028362392837, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47547.23462999953, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9140015156112468, "wall_seconds": 17.35236668586731, "sweep": "threat_crisis", "arm": "functional", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07855466666666666, "P(Y=1|Z=1)": 0.2245445537007394, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3717, "frac_informative": 0.019824}
{"mode": "naive", "spearman_all": 0.6755221330999875, "spearman_host": 0.6802870265237962, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8775748532130924, "rmse_raw": 0.5315737436403019, "rmse_rescaled": 0.45504242901252867, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4424242424242424, "spearman_alpha": 0.7622377622377624, "pearson_all": 0.8214621995303225, "est_alpha_mean": -0.6412988444384988, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.7143333208731728, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39503.42931298459, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9051134686692839, "wall_seconds": 9.051088809967041, "sweep": "threat_crisis", "arm": "functional", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07855466666666666, "P(Y=1|Z=1)": 0.2245445537007394, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3717, "frac_informative": 0.019824}
{"mode": "full", "spearman_all": 0.6776496045722872, "spearman_host": 0.703161838571004, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8803386641580434, "rmse_raw": 0.20424752791372114, "rmse_rescaled": 0.19236275330503555, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.7902097902097903, "pearson_all": 0.9718726607902778, "est_alpha_mean": -1.3844599990953466, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9188886333355182, "est_rho0": 0.30081765300447155, "est_rho1": 0.09179028362392837, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47039.56778353397, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9110055464716045, "wall_seconds": 17.90791916847229, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07855466666666666, "P(Y=1|Z=1)": 0.2245445537007394, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3717, "frac_informative": 0.019824}
{"mode": "full", "spearman_all": 0.7355025025514452, "spearman_host": 0.7246761166410192, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9073671066714236, "rmse_raw": 0.3411445629357729, "rmse_rescaled": 0.34044279873968775, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9285714285714287, "spearman_alpha": 0.2142857142857143, "pearson_all": 0.9095645885388957, "est_alpha_mean": -0.808900958732506, "true_alpha_mean": -0.9459751618055009, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9720787027547123, "est_rho0": 0.2840885239568186, "est_rho1": 0.09179028362392837, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49828.90158913559, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8546837876539675, "wall_seconds": 16.040810108184814, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07855466666666666, "P(Y=1|Z=1)": 0.2245445537007394, "P(S=1)": 0.022810666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3717, "frac_informative": 0.019824}
{"mode": "full", "spearman_all": 0.7684267147882223, "spearman_host": 0.7025661050817604, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.998267752295066, "rmse_raw": 0.1829024313334714, "rmse_rescaled": 0.18125686669059654, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.5454545454545455, "pearson_all": 0.9758183953084507, "est_alpha_mean": -1.2156155392568098, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9693483730444105, "est_rho0": 0.2964788532589983, "est_rho1": 0.09185274685775507, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45972.87430273217, "n_steps_run": 3041, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9074607808356763, "wall_seconds": 13.272582054138184, "sweep": "threat_crisis", "arm": "functional", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07911466666666667, "P(Y=1|Z=1)": 0.22567394876163815, "P(S=1)": 0.019706666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3231, "frac_informative": 0.017232}
{"mode": "naive", "spearman_all": 0.6831580577036166, "spearman_host": 0.6986532192092282, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8874947286469653, "rmse_raw": 0.4316860579926639, "rmse_rescaled": 0.34550531632325115, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.35757575757575755, "spearman_alpha": 0.6783216783216784, "pearson_all": 0.9011650444526458, "est_alpha_mean": -0.7908029651414675, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5659391752339904, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39644.69894418454, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9035937317563005, "wall_seconds": 9.827146530151367, "sweep": "threat_crisis", "arm": "functional", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07911466666666667, "P(Y=1|Z=1)": 0.22567394876163815, "P(S=1)": 0.019706666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3231, "frac_informative": 0.017232}
{"mode": "full", "spearman_all": 0.7625087483687977, "spearman_host": 0.702457789901898, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9905796866383366, "rmse_raw": 0.20449408241104255, "rmse_rescaled": 0.1891957111698523, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8060606060606059, "spearman_alpha": 0.5034965034965035, "pearson_all": 0.9746462091399221, "est_alpha_mean": -1.4537704715947761, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9086831691361587, "est_rho0": 0.3025076327888284, "est_rho1": 0.09185274685775507, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45700.976025253534, "n_steps_run": 3214, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9080268141493063, "wall_seconds": 14.872710466384888, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07911466666666667, "P(Y=1|Z=1)": 0.22567394876163815, "P(S=1)": 0.019706666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3231, "frac_informative": 0.017232}
{"mode": "full", "spearman_all": 0.7655807391797697, "spearman_host": 0.6672344434998098, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9730927268940183, "rmse_raw": 0.3193366103153775, "rmse_rescaled": 0.31882049700331444, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.028571428571428574, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.905210470776666, "est_alpha_mean": -0.8022504294338043, "true_alpha_mean": -1.0374214189192084, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9742875499308282, "est_rho0": 0.30811971926577025, "est_rho1": 0.09185274685775505, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48810.6256672023, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8386659126425385, "wall_seconds": 15.252510070800781, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.07911466666666667, "P(Y=1|Z=1)": 0.22567394876163815, "P(S=1)": 0.019706666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3231, "frac_informative": 0.017232}
{"mode": "full", "spearman_all": 0.7536992186102615, "spearman_host": 0.7032701537508665, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9791351737113568, "rmse_raw": 0.1962265216263698, "rmse_rescaled": 0.18803232461718436, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9748783663973252, "est_alpha_mean": -1.497335013900381, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9347079897269074, "est_rho0": 0.30138476041743417, "est_rho1": 0.08482139186734726, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45079.524290922556, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9336985181243274, "wall_seconds": 15.138548135757446, "sweep": "threat_crisis", "arm": "functional", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.076432, "P(Y=1|Z=1)": 0.2182939832444783, "P(S=1)": 0.02208, "crispr_positive_hosts": 206, "n_informative_cells": 3699, "frac_informative": 0.019728}
{"mode": "naive", "spearman_all": 0.6478749920890717, "spearman_host": 0.6349503540526065, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8416582865669705, "rmse_raw": 0.579872034263965, "rmse_rescaled": 0.5783317378543644, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5393939393939393, "spearman_alpha": 0.6013986013986015, "pearson_all": 0.7128418477981977, "est_alpha_mean": -1.0085613964754898, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.0773374085506937, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37894.830395352066, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9837209302325581, "support_auprc": 0.8660782191664544, "precision_at_k": 0.8, "auroc_exposed": 0.9262633515591581, "wall_seconds": 7.9783782958984375, "sweep": "threat_crisis", "arm": "functional", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.076432, "P(Y=1|Z=1)": 0.2182939832444783, "P(S=1)": 0.02208, "crispr_positive_hosts": 206, "n_informative_cells": 3699, "frac_informative": 0.019728}
{"mode": "full", "spearman_all": 0.7580041021997502, "spearman_host": 0.7031753779684868, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9847276737924546, "rmse_raw": 0.20705251693621027, "rmse_rescaled": 0.19390668125480198, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.8111888111888113, "pearson_all": 0.9735522332153322, "est_alpha_mean": -1.5569424374156353, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9169805982824554, "est_rho0": 0.30270155677088245, "est_rho1": 0.08482139186734726, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -44976.12391065284, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.93350758603421, "wall_seconds": 15.940291404724121, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.076432, "P(Y=1|Z=1)": 0.2182939832444783, "P(S=1)": 0.02208, "crispr_positive_hosts": 206, "n_informative_cells": 3699, "frac_informative": 0.019728}
{"mode": "full", "spearman_all": 0.7892911928514703, "spearman_host": 0.7272169792713956, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9737245808062791, "rmse_raw": 0.22503614031932453, "rmse_rescaled": 0.2129286538961588, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8571428571428572, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9686318585643627, "est_alpha_mean": -0.9357602309846098, "true_alpha_mean": -1.1751562453674975, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0946354235058429, "est_rho0": 0.30246864371236243, "est_rho1": 0.08482139186734726, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47051.24546847988, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8792605202182516, "wall_seconds": 15.43116545677185, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.076432, "P(Y=1|Z=1)": 0.2182939832444783, "P(S=1)": 0.02208, "crispr_positive_hosts": 206, "n_informative_cells": 3699, "frac_informative": 0.019728}
{"mode": "full", "spearman_all": 0.7096665520110481, "spearman_host": 0.7030399839936587, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9219320725338176, "rmse_raw": 0.18462680295297407, "rmse_rescaled": 0.18424561038297302, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.7062937062937064, "pearson_all": 0.9742371892946114, "est_alpha_mean": -1.3337209619479948, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9849081218736031, "est_rho0": 0.30258211926351103, "est_rho1": 0.09162560456216487, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47137.619456753266, "n_steps_run": 3907, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9070452134417746, "wall_seconds": 14.8409264087677, "sweep": "threat_crisis", "arm": "functional", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07814933333333333, "P(Y=1|Z=1)": 0.22269673850269006, "P(S=1)": 0.022533333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3777, "frac_informative": 0.020144}
{"mode": "naive", "spearman_all": 0.613890383241658, "spearman_host": 0.6996889831166632, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7975086774580724, "rmse_raw": 0.40844899299042264, "rmse_rescaled": 0.33225769192733845, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.6153846153846154, "pearson_all": 0.9104709902544151, "est_alpha_mean": -0.8829984813363655, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4895961752471185, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39041.47406949481, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9026442104283884, "wall_seconds": 8.167836427688599, "sweep": "threat_crisis", "arm": "functional", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07814933333333333, "P(Y=1|Z=1)": 0.22269673850269006, "P(S=1)": 0.022533333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3777, "frac_informative": 0.020144}
{"mode": "full", "spearman_all": 0.6940900648699632, "spearman_host": 0.70309414158359, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9016965646997761, "rmse_raw": 0.2196486511816726, "rmse_rescaled": 0.2068777653412974, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.7342657342657343, "pearson_all": 0.9678344677607142, "est_alpha_mean": -1.5165622216193446, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.912338216391714, "est_rho0": 0.31390002389434146, "est_rho1": 0.09162560456216487, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46601.21737996638, "n_steps_run": 3792, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9045372609900314, "wall_seconds": 14.986045360565186, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07814933333333333, "P(Y=1|Z=1)": 0.22269673850269006, "P(S=1)": 0.022533333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3777, "frac_informative": 0.020144}
{"mode": "full", "spearman_all": 0.7515771218450941, "spearman_host": 0.6785446851914463, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9552934047830945, "rmse_raw": 0.3106285153495123, "rmse_rescaled": 0.31040264831982284, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8285714285714287, "spearman_alpha": 0.6190476190476191, "pearson_all": 0.9038325550389078, "est_alpha_mean": -0.8886693952886133, "true_alpha_mean": -1.0087747000332465, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0182850641019963, "est_rho0": 0.3012249566360473, "est_rho1": 0.09162560456216487, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50378.47932785887, "n_steps_run": 3970, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8398282897702131, "wall_seconds": 15.991772651672363, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07814933333333333, "P(Y=1|Z=1)": 0.22269673850269006, "P(S=1)": 0.022533333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3777, "frac_informative": 0.020144}
{"mode": "full", "spearman_all": 0.7538390524159526, "spearman_host": 0.6851341308226422, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9793168326467059, "rmse_raw": 0.1392727940552808, "rmse_rescaled": 0.139248812561717, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.8881118881118882, "pearson_all": 0.9772107564211504, "est_alpha_mean": -1.084650629530658, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.995807928510514, "est_rho0": 0.29838016880935675, "est_rho1": 0.09049825913296533, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48525.33680030562, "n_steps_run": 3843, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8637535463896191, "wall_seconds": 15.262645244598389, "sweep": "threat_crisis", "arm": "functional", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07475733333333333, "P(Y=1|Z=1)": 0.2142060302275471, "P(S=1)": 0.020901333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3569, "frac_informative": 0.019034666666666665}
{"mode": "naive", "spearman_all": 0.6098451910055955, "spearman_host": 0.698531364631883, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7922535439711941, "rmse_raw": 0.28785261745575247, "rmse_rescaled": 0.24045846063280107, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8060606060606059, "spearman_alpha": 0.9090909090909092, "pearson_all": 0.9247814304952915, "est_alpha_mean": -0.8446369179361014, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3735988897724427, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40408.4877672762, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8615645593100583, "wall_seconds": 8.526959896087646, "sweep": "threat_crisis", "arm": "functional", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07475733333333333, "P(Y=1|Z=1)": 0.2142060302275471, "P(S=1)": 0.020901333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3569, "frac_informative": 0.019034666666666665}
{"mode": "full", "spearman_all": 0.7654602404817764, "spearman_host": 0.7021193049648276, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9944139877380217, "rmse_raw": 0.15120094991775462, "rmse_rescaled": 0.1455775540277727, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.8391608391608393, "pearson_all": 0.9761640352587783, "est_alpha_mean": -1.2211928474368994, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9374685055138117, "est_rho0": 0.30853575548106404, "est_rho1": 0.09049825913296533, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48161.52246089336, "n_steps_run": 3740, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8611435322452674, "wall_seconds": 15.136838436126709, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07475733333333333, "P(Y=1|Z=1)": 0.2142060302275471, "P(S=1)": 0.020901333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3569, "frac_informative": 0.019034666666666665}
{"mode": "full", "spearman_all": 0.6933601660732304, "spearman_host": 0.5879186949858063, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8959295499021527, "rmse_raw": 0.2537926458128858, "rmse_rescaled": 0.24725554233732852, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.7380952380952381, "pearson_all": 0.9120249159695341, "est_alpha_mean": -0.8296129216996445, "true_alpha_mean": -0.9252185024373752, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.9059106361626725, "est_rho0": 0.29564691475426713, "est_rho1": 0.09049825913296533, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49894.31628856509, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.7954319263431494, "wall_seconds": 15.094778776168823, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07475733333333333, "P(Y=1|Z=1)": 0.2142060302275471, "P(S=1)": 0.020901333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3569, "frac_informative": 0.019034666666666665}
{"mode": "full", "spearman_all": 0.7383924109515807, "spearman_host": 0.7028910506213478, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9592500081097739, "rmse_raw": 0.19627952818695654, "rmse_rescaled": 0.19627952817692812, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.6713286713286714, "pearson_all": 0.9683576797931349, "est_alpha_mean": -1.292862039229379, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9999973526493617, "est_rho0": 0.28851309793726726, "est_rho1": 0.08598366970919517, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47400.16297088049, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9055656817125787, "wall_seconds": 15.618321180343628, "sweep": "threat_crisis", "arm": "functional", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08240533333333333, "P(Y=1|Z=1)": 0.2356772422208664, "P(S=1)": 0.021482666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3604, "frac_informative": 0.019221333333333333}
{"mode": "naive", "spearman_all": 0.6590916609312895, "spearman_host": 0.6868468646042178, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8562299283095988, "rmse_raw": 0.42855900234859123, "rmse_rescaled": 0.34752964820919074, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.6153846153846154, "pearson_all": 0.8953330309595993, "est_alpha_mean": -0.7898346238391799, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5677929031756053, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39930.81507638004, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.902885173527974, "wall_seconds": 8.544432163238525, "sweep": "threat_crisis", "arm": "functional", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08240533333333333, "P(Y=1|Z=1)": 0.2356772422208664, "P(S=1)": 0.021482666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3604, "frac_informative": 0.019221333333333333}
{"mode": "full", "spearman_all": 0.7265864424996651, "spearman_host": 0.7027691960440026, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9439128037110326, "rmse_raw": 0.21795395128182293, "rmse_rescaled": 0.20855998771749293, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.6083916083916086, "pearson_all": 0.9653443762112341, "est_alpha_mean": -1.50910933852769, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9218007523791264, "est_rho0": 0.3024970038666248, "est_rho1": 0.08598366970919517, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46959.138688617255, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9025639315663415, "wall_seconds": 16.654980421066284, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08240533333333333, "P(Y=1|Z=1)": 0.2356772422208664, "P(S=1)": 0.021482666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3604, "frac_informative": 0.019221333333333333}
{"mode": "full", "spearman_all": 0.67627954188299, "spearman_host": 0.6248618516299933, "spearman_all_ceiling": 0.7603790354444067, "spearman_all_frac_ceiling": 0.8893979322927225, "rmse_raw": 0.2925256954728513, "rmse_rescaled": 0.2922768949133218, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.2380952380952381, "pearson_all": 0.890661842414808, "est_alpha_mean": -0.7449588504751147, "true_alpha_mean": -1.046807375133229, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0217534568955602, "est_rho0": 0.27344290951126715, "est_rho1": 0.08598366970919517, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50767.73539427284, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8340148616460101, "wall_seconds": 15.333910703659058, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08240533333333333, "P(Y=1|Z=1)": 0.2356772422208664, "P(S=1)": 0.021482666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3604, "frac_informative": 0.019221333333333333}
{"mode": "full", "spearman_all": 0.7340076223302686, "spearman_host": 0.7032024567634525, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9535537029227626, "rmse_raw": 0.1800487852460496, "rmse_rescaled": 0.17157989257900974, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9772480496349881, "est_alpha_mean": -1.374007780466794, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9334850925564816, "est_rho0": 0.2850762013561455, "est_rho1": 0.08582091588092236, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45486.721283814426, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9237579495038618, "wall_seconds": 14.606014490127563, "sweep": "threat_crisis", "arm": "functional", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07829333333333334, "P(Y=1|Z=1)": 0.2236373053837482, "P(S=1)": 0.022128, "crispr_positive_hosts": 206, "n_informative_cells": 3619, "frac_informative": 0.019301333333333334}
{"mode": "naive", "spearman_all": 0.6959178924729247, "spearman_host": 0.6889657803102774, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9040711064975507, "rmse_raw": 0.489833478864806, "rmse_rescaled": 0.4630113615063473, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8909090909090909, "spearman_alpha": 0.31468531468531474, "pearson_all": 0.8087038617355101, "est_alpha_mean": -0.8147379705767329, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3373835688492888, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38341.84078247185, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.9182728205778585, "wall_seconds": 8.06911826133728, "sweep": "threat_crisis", "arm": "functional", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07829333333333334, "P(Y=1|Z=1)": 0.2236373053837482, "P(S=1)": 0.022128, "crispr_positive_hosts": 206, "n_informative_cells": 3619, "frac_informative": 0.019301333333333334}
{"mode": "full", "spearman_all": 0.729253272936773, "spearman_host": 0.7028910506213478, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9473772991209006, "rmse_raw": 0.22145343147182397, "rmse_rescaled": 0.19543655919368405, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.6363636363636365, "pearson_all": 0.9709241322301028, "est_alpha_mean": -1.5507488780961758, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8794977360787273, "est_rho0": 0.29146254117784953, "est_rho1": 0.08582091588092236, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45280.795860642276, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9200698566394557, "wall_seconds": 16.623209238052368, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07829333333333334, "P(Y=1|Z=1)": 0.2236373053837482, "P(S=1)": 0.022128, "crispr_positive_hosts": 206, "n_informative_cells": 3619, "frac_informative": 0.019301333333333334}
{"mode": "full", "spearman_all": 0.7564126168327371, "spearman_host": 0.7599640508568707, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9089616653973088, "rmse_raw": 0.17854199233699428, "rmse_rescaled": 0.14552832528712328, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9870151975413674, "est_alpha_mean": -1.0693048489416521, "true_alpha_mean": -1.0799174320720466, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1293324210748614, "est_rho0": 0.290165609937608, "est_rho1": 0.08582091588092236, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48694.042047639916, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8636279441314771, "wall_seconds": 15.788414716720581, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07829333333333334, "P(Y=1|Z=1)": 0.2236373053837482, "P(S=1)": 0.022128, "crispr_positive_hosts": 206, "n_informative_cells": 3619, "frac_informative": 0.019301333333333334}
{"mode": "full", "spearman_all": 0.7182213844806469, "spearman_host": 0.7027827354414853, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9330457066856974, "rmse_raw": 0.18035422921809932, "rmse_rescaled": 0.1743506304209545, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.6083916083916086, "pearson_all": 0.9697940367679039, "est_alpha_mean": -1.3809879147250752, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.936161458035072, "est_rho0": 0.3149568705373257, "est_rho1": 0.08821112783036031, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46033.16648475543, "n_steps_run": 3409, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8884836337237009, "wall_seconds": 13.273339033126831, "sweep": "threat_crisis", "arm": "functional", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07263466666666667, "P(Y=1|Z=1)": 0.20850620818469923, "P(S=1)": 0.020277333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 3355, "frac_informative": 0.017893333333333334}
{"mode": "naive", "spearman_all": 0.5868824824853298, "spearman_host": 0.6961416609761669, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7624225516592597, "rmse_raw": 0.3009511913125167, "rmse_rescaled": 0.25456451585974793, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.5734265734265735, "pearson_all": 0.9336280672779507, "est_alpha_mean": -0.998398010168633, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.327420125694374, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38468.72008637568, "n_steps_run": 3138, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8827195714538744, "wall_seconds": 6.182771921157837, "sweep": "threat_crisis", "arm": "functional", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07263466666666667, "P(Y=1|Z=1)": 0.20850620818469923, "P(S=1)": 0.020277333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 3355, "frac_informative": 0.017893333333333334}
{"mode": "full", "spearman_all": 0.7264416146294851, "spearman_host": 0.7028639718263823, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9437246569565642, "rmse_raw": 0.20774489870425616, "rmse_rescaled": 0.18531886091736238, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.7062937062937064, "pearson_all": 0.9667481181648953, "est_alpha_mean": -1.5544008259202533, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8777002669297778, "est_rho0": 0.3224434986736199, "est_rho1": 0.08821112783036031, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45609.714457873786, "n_steps_run": 3148, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8893880138592382, "wall_seconds": 12.89624309539795, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07263466666666667, "P(Y=1|Z=1)": 0.20850620818469923, "P(S=1)": 0.020277333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 3355, "frac_informative": 0.017893333333333334}
{"mode": "full", "spearman_all": 0.6344681475175563, "spearman_host": 0.69059963415496, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.8064418397682303, "rmse_raw": 0.16309743211924307, "rmse_rescaled": 0.1617886033283936, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857143, "spearman_alpha": 0.9761904761904763, "pearson_all": 0.9682974128156493, "est_alpha_mean": -1.2651133810823303, "true_alpha_mean": -1.141699396400194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9682382386889398, "est_rho0": 0.32209578500660213, "est_rho1": 0.08821112783036031, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47443.09003827046, "n_steps_run": 3550, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8354825298442398, "wall_seconds": 14.27930212020874, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07263466666666667, "P(Y=1|Z=1)": 0.20850620818469923, "P(S=1)": 0.020277333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 3355, "frac_informative": 0.017893333333333334}
{"mode": "full", "spearman_all": 0.7676426466634546, "spearman_host": 0.7031889173659696, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9972491646932883, "rmse_raw": 0.209881396723659, "rmse_rescaled": 0.20519765202339144, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.7692307692307694, "pearson_all": 0.9668257965478898, "est_alpha_mean": -1.3574317103130842, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9438589489342665, "est_rho0": 0.32064440467246996, "est_rho1": 0.09381993749098716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48242.00920228924, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.887805402428493, "wall_seconds": 15.811722993850708, "sweep": "threat_crisis", "arm": "functional", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07992533333333333, "P(Y=1|Z=1)": 0.22878341450009923, "P(S=1)": 0.021264, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "naive", "spearman_all": 0.7236399444511751, "spearman_host": 0.701875595810137, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9400849904304668, "rmse_raw": 0.43477933073903086, "rmse_rescaled": 0.3862687735881459, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.31468531468531474, "pearson_all": 0.8667310639237122, "est_alpha_mean": -0.9064488479373818, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.428665216451933, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40836.132283425744, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8841129881049697, "wall_seconds": 8.60985779762268, "sweep": "threat_crisis", "arm": "functional", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07992533333333333, "P(Y=1|Z=1)": 0.22878341450009923, "P(S=1)": 0.021264, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "full", "spearman_all": 0.7676726110503884, "spearman_host": 0.703229535558418, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9972880916080059, "rmse_raw": 0.22448013562670144, "rmse_rescaled": 0.20792489813609888, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.7972027972027973, "pearson_all": 0.9669578478577874, "est_alpha_mean": -1.4890606667146056, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8974617000988927, "est_rho0": 0.33334383850338317, "est_rho1": 0.09381993749098716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47757.792522759424, "n_steps_run": 3185, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8856025282061398, "wall_seconds": 13.199113130569458, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07992533333333333, "P(Y=1|Z=1)": 0.22878341450009923, "P(S=1)": 0.021264, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "full", "spearman_all": 0.7280254863349375, "spearman_host": 0.7026047312801231, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9112074030552292, "rmse_raw": 0.26503752933718155, "rmse_rescaled": 0.25357573063570504, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.6428571428571429, "pearson_all": 0.9438818007966885, "est_alpha_mean": -0.8068876999533661, "true_alpha_mean": -1.0284116439315194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1170623628240404, "est_rho0": 0.33315548824052243, "est_rho1": 0.09381993749098716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51660.03327303566, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.771936299575244, "wall_seconds": 15.165290594100952, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07992533333333333, "P(Y=1|Z=1)": 0.22878341450009923, "P(S=1)": 0.021264, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "full", "spearman_all": 0.7208432683373541, "spearman_host": 0.7019839109899996, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9364518117234891, "rmse_raw": 0.18183864038803785, "rmse_rescaled": 0.17868973223830167, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.18881118881118883, "pearson_all": 0.9778750578095223, "est_alpha_mean": -1.1487661530844984, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0430807851488952, "est_rho0": 0.2854058629828617, "est_rho1": 0.09242546176592069, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47498.72449478601, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9253940411956592, "wall_seconds": 15.887498378753662, "sweep": "threat_crisis", "arm": "functional", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08367466666666666, "P(Y=1|Z=1)": 0.23864137626819584, "P(S=1)": 0.023376, "crispr_positive_hosts": 206, "n_informative_cells": 3857, "frac_informative": 0.020570666666666668}
{"mode": "naive", "spearman_all": 0.6841768468593656, "spearman_host": 0.6293518131934644, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8888182437473643, "rmse_raw": 0.5710575835539623, "rmse_rescaled": 0.5170215632142807, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.406060606060606, "spearman_alpha": -0.4755244755244756, "pearson_all": 0.7836966246336698, "est_alpha_mean": -0.6454867978544071, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.586573483480296, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40216.74535670777, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9164034329952779, "wall_seconds": 8.580152034759521, "sweep": "threat_crisis", "arm": "functional", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08367466666666666, "P(Y=1|Z=1)": 0.23864137626819584, "P(S=1)": 0.023376, "crispr_positive_hosts": 206, "n_informative_cells": 3857, "frac_informative": 0.020570666666666668}
{"mode": "full", "spearman_all": 0.7331386551091885, "spearman_host": 0.7021057655673448, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9524248223959517, "rmse_raw": 0.18373233102142347, "rmse_rescaled": 0.1828704928830705, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.2517482517482518, "pearson_all": 0.9775665573629979, "est_alpha_mean": -1.3468398689801928, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9786524062519785, "est_rho0": 0.29441262324844836, "est_rho1": 0.09242546176592069, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47137.61663170448, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.924707594082539, "wall_seconds": 17.421271324157715, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08367466666666666, "P(Y=1|Z=1)": 0.23864137626819584, "P(S=1)": 0.023376, "crispr_positive_hosts": 206, "n_informative_cells": 3857, "frac_informative": 0.020570666666666668}
{"mode": "full", "spearman_all": 0.7838347924736959, "spearman_host": 0.7596257345937253, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9419141914191417, "rmse_raw": 0.1782175710100839, "rmse_rescaled": 0.11809072151666619, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.6904761904761906, "pearson_all": 0.99247852266727, "est_alpha_mean": -1.0418866997063043, "true_alpha_mean": -1.2280658140603191, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1575282802046212, "est_rho0": 0.30347327827064396, "est_rho1": 0.09242546176592069, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49154.74603372042, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8781885746324685, "wall_seconds": 15.36120343208313, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.08367466666666666, "P(Y=1|Z=1)": 0.23864137626819584, "P(S=1)": 0.023376, "crispr_positive_hosts": 206, "n_informative_cells": 3857, "frac_informative": 0.020570666666666668}
{"mode": "full", "spearman_all": 0.6912484421757414, "spearman_host": 0.70184174731643, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8980049956207219, "rmse_raw": 0.1635507174623466, "rmse_rescaled": 0.16258899114417086, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.41958041958041964, "pearson_all": 0.9728458849415627, "est_alpha_mean": -1.2381429777558934, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9742917629433439, "est_rho0": 0.2952385063578849, "est_rho1": 0.09013820420847585, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48991.047401655516, "n_steps_run": 2780, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8760100918484306, "wall_seconds": 9.967496395111084, "sweep": "threat_crisis", "arm": "functional", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08149866666666666, "P(Y=1|Z=1)": 0.23302377357915122, "P(S=1)": 0.020544, "crispr_positive_hosts": 206, "n_informative_cells": 3431, "frac_informative": 0.018298666666666668}
{"mode": "naive", "spearman_all": 0.6136306918882318, "spearman_host": 0.6715202666536767, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7971713108638532, "rmse_raw": 0.3574888475691688, "rmse_rescaled": 0.3181135086675208, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6606060606060605, "spearman_alpha": -0.18181818181818185, "pearson_all": 0.8872397948821591, "est_alpha_mean": -0.913461330707943, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.3625532184197624, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41137.473007811284, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8735225830988408, "wall_seconds": 8.025578498840332, "sweep": "threat_crisis", "arm": "functional", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08149866666666666, "P(Y=1|Z=1)": 0.23302377357915122, "P(S=1)": 0.020544, "crispr_positive_hosts": 206, "n_informative_cells": 3431, "frac_informative": 0.018298666666666668}
{"mode": "full", "spearman_all": 0.6826186987388083, "spearman_host": 0.7020109897849651, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8867940441820482, "rmse_raw": 0.2056793564954545, "rmse_rescaled": 0.18557048337928117, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.2027972027972028, "pearson_all": 0.9652238436176016, "est_alpha_mean": -1.446199080915778, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8823459356385064, "est_rho0": 0.3230147876445998, "est_rho1": 0.09013820420847585, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48177.36662630255, "n_steps_run": 2995, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8767146012131967, "wall_seconds": 12.177420139312744, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08149866666666666, "P(Y=1|Z=1)": 0.23302377357915122, "P(S=1)": 0.020544, "crispr_positive_hosts": 206, "n_informative_cells": 3431, "frac_informative": 0.018298666666666668}
{"mode": "full", "spearman_all": 0.6711874233970065, "spearman_host": 0.6800011232617045, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.8280235462004994, "rmse_raw": 0.2570959986838523, "rmse_rescaled": 0.23300548470944743, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8333333333333335, "spearman_alpha": 0.6666666666666669, "pearson_all": 0.9487561714748118, "est_alpha_mean": -0.7218057913555918, "true_alpha_mean": -1.1010041963271315, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 1.1828379419589798, "est_rho0": 0.30551959420170816, "est_rho1": 0.09013820420847585, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52227.59115381322, "n_steps_run": 3098, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8013048480370072, "wall_seconds": 11.545722484588623, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08149866666666666, "P(Y=1|Z=1)": 0.23302377357915122, "P(S=1)": 0.020544, "crispr_positive_hosts": 206, "n_informative_cells": 3431, "frac_informative": 0.018298666666666668}
{"mode": "full", "spearman_all": 0.7344770643922313, "spearman_host": 0.7020380685799308, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9541635579200051, "rmse_raw": 0.19758904268558167, "rmse_rescaled": 0.17815557453619876, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.2027972027972028, "pearson_all": 0.967317563892007, "est_alpha_mean": -1.3763567357757711, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8865984237913823, "est_rho0": 0.3130913500291107, "est_rho1": 0.08673903609376203, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48719.339113808, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8852416057023482, "wall_seconds": 15.44681191444397, "sweep": "threat_crisis", "arm": "functional", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07804266666666666, "P(Y=1|Z=1)": 0.22269399929994368, "P(S=1)": 0.022949333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3910, "frac_informative": 0.020853333333333335}
{"mode": "naive", "spearman_all": 0.7457236976213828, "spearman_host": 0.6988360010752462, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.968774126577351, "rmse_raw": 0.3190617960736439, "rmse_rescaled": 0.28423086828996674, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.31468531468531474, "pearson_all": 0.9135189920390064, "est_alpha_mean": -0.9327863021549331, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.2986723676324703, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40613.021506997575, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8826310219841578, "wall_seconds": 8.454305171966553, "sweep": "threat_crisis", "arm": "functional", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07804266666666666, "P(Y=1|Z=1)": 0.22269399929994368, "P(S=1)": 0.022949333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3910, "frac_informative": 0.020853333333333335}
{"mode": "full", "spearman_all": 0.7357905033528295, "spearman_host": 0.7020651473748963, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9558698543484608, "rmse_raw": 0.2221477926363444, "rmse_rescaled": 0.18679685139567564, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.21678321678321683, "pearson_all": 0.9649426908528194, "est_alpha_mean": -1.5206334431212192, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8470193730109609, "est_rho0": 0.31424377923864805, "est_rho1": 0.08673903609376203, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48464.26130419497, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.882143231796481, "wall_seconds": 16.76580810546875, "sweep": "threat_crisis", "arm": "functional_crispr_term", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07804266666666666, "P(Y=1|Z=1)": 0.22269399929994368, "P(S=1)": 0.022949333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3910, "frac_informative": 0.020853333333333335}
{"mode": "full", "spearman_all": 0.7440347350234954, "spearman_host": 0.6703864943150827, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9614090019569473, "rmse_raw": 0.18151923189637642, "rmse_rescaled": 0.1814983384067246, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9579384660126343, "est_alpha_mean": -1.0466168122979598, "true_alpha_mean": -1.1658264578319488, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0046789063387214, "est_rho0": 0.32880221566567813, "est_rho1": 0.08673903609376203, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50605.123145705744, "n_steps_run": 3137, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8543064701194164, "wall_seconds": 11.940144777297974, "sweep": "threat_crisis", "arm": "functional_mitigated", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07804266666666666, "P(Y=1|Z=1)": 0.22269399929994368, "P(S=1)": 0.022949333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3910, "frac_informative": 0.020853333333333335}
{"mode": "full", "spearman_all": 0.7447028090293539, "spearman_host": 0.6870172942605747, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9674478840866937, "rmse_raw": 0.3221557929887688, "rmse_rescaled": 0.31956725408205516, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.2727272727272727, "spearman_alpha": 0.5779343363791357, "pearson_all": 0.8993164605133395, "est_alpha_mean": -0.9561297677046644, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.065815289977317, "est_rho0": 0.3193585852671525, "est_rho1": 0.09631502418822606, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50058.70730237792, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9354365079365079, "precision_at_k": 0.9, "auroc_exposed": 0.8768880450087104, "wall_seconds": 16.94872546195984, "sweep": "threat_crisis", "arm": "both", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07791466666666666, "P(Y=1|Z=1)": 0.22343386761287165, "P(S=1)": 0.023232, "crispr_positive_hosts": 206, "n_informative_cells": 4071, "frac_informative": 0.021712}
{"mode": "naive", "spearman_all": 0.7045448417731757, "spearman_host": 0.6517531776112839, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9152784280565084, "rmse_raw": 0.4511747623732561, "rmse_rescaled": 0.38790368930524094, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.11515151515151514, "spearman_alpha": 0.535902748278835, "pearson_all": 0.8476456832978659, "est_alpha_mean": -0.6730510071607917, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5879251851425455, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41241.7116939517, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.9622222222222222, "precision_at_k": 0.9, "auroc_exposed": 0.8718616903799851, "wall_seconds": 8.929210901260376, "sweep": "threat_crisis", "arm": "both", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07791466666666666, "P(Y=1|Z=1)": 0.22343386761287165, "P(S=1)": 0.023232, "crispr_positive_hosts": 206, "n_informative_cells": 4071, "frac_informative": 0.021712}
{"mode": "full", "spearman_all": 0.7463059314630355, "spearman_host": 0.6891497950754195, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9695305100518335, "rmse_raw": 0.3222611592795357, "rmse_rescaled": 0.3177761406615585, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.2727272727272727, "spearman_alpha": 0.7250448947301884, "pearson_all": 0.9000795792755618, "est_alpha_mean": -0.8905285701972144, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0882221693140903, "est_rho0": 0.31934877165631964, "est_rho1": 0.09631502418822606, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50058.625006457405, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9941860465116279, "support_auprc": 0.9354365079365079, "precision_at_k": 0.9, "auroc_exposed": 0.8740750194829078, "wall_seconds": 16.651135206222534, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07791466666666666, "P(Y=1|Z=1)": 0.22343386761287165, "P(S=1)": 0.023232, "crispr_positive_hosts": 206, "n_informative_cells": 4071, "frac_informative": 0.021712}
{"mode": "full", "spearman_all": 0.7227411175865339, "spearman_host": 0.670290601525165, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9338943248532289, "rmse_raw": 0.19598842561742785, "rmse_rescaled": 0.1957207529634428, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9450229289616277, "est_alpha_mean": -0.9308181312612392, "true_alpha_mean": -1.0714585447111702, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.018429434444862, "est_rho0": 0.2916198193173666, "est_rho1": 0.09631502418822606, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51349.98662276714, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8519726395702668, "wall_seconds": 15.13020396232605, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.07791466666666666, "P(Y=1|Z=1)": 0.22343386761287165, "P(S=1)": 0.023232, "crispr_positive_hosts": 206, "n_informative_cells": 4071, "frac_informative": 0.021712}
{"mode": "full", "spearman_all": 0.7400157984249611, "spearman_host": 0.7006212954905132, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9613589605094859, "rmse_raw": 0.19144733412946663, "rmse_rescaled": 0.19138075287400846, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.886165982448008, "pearson_all": 0.9638042818574668, "est_alpha_mean": -1.1749465630566622, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.99275745857115, "est_rho0": 0.29860751602986474, "est_rho1": 0.09728723519808574, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50078.48735052615, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.881416797105122, "wall_seconds": 15.81255841255188, "sweep": "threat_crisis", "arm": "both", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07576, "P(Y=1|Z=1)": 0.21645714285714285, "P(S=1)": 0.024485333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4485, "frac_informative": 0.02392}
{"mode": "naive", "spearman_all": 0.6713262471699583, "spearman_host": 0.6992808664068965, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8721239526448954, "rmse_raw": 0.34341986380928347, "rmse_rescaled": 0.28669428111655226, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.8301238649809405, "pearson_all": 0.9170995764871971, "est_alpha_mean": -0.8452260793527464, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4029120139445512, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40475.35211826737, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9959302325581395, "support_auprc": 0.9572979797979798, "precision_at_k": 0.9, "auroc_exposed": 0.8764885892535141, "wall_seconds": 8.707548141479492, "sweep": "threat_crisis", "arm": "both", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07576, "P(Y=1|Z=1)": 0.21645714285714285, "P(S=1)": 0.024485333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4485, "frac_informative": 0.02392}
{"mode": "full", "spearman_all": 0.7324196949307877, "spearman_host": 0.6970197385587754, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9514908169176549, "rmse_raw": 0.19911183969441565, "rmse_rescaled": 0.19889660562619907, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.886165982448008, "pearson_all": 0.9605903627111595, "est_alpha_mean": -1.0693757723847075, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0135978849198983, "est_rho0": 0.29841444941040235, "est_rho1": 0.09728723519808574, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50076.392317305865, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8754318967510659, "wall_seconds": 17.513533115386963, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07576, "P(Y=1|Z=1)": 0.21645714285714285, "P(S=1)": 0.024485333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4485, "frac_informative": 0.02392}
{"mode": "full", "spearman_all": 0.7589197733144929, "spearman_host": 0.7092638476887742, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9498751468860165, "rmse_raw": 0.18021902640946544, "rmse_rescaled": 0.16346926773640397, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9642857142857145, "spearman_alpha": 0.7142857142857144, "pearson_all": 0.9776109888977849, "est_alpha_mean": -1.1308326939396045, "true_alpha_mean": -1.3121921132566197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.110222040422678, "est_rho0": 0.30753691013646667, "est_rho1": 0.09728723519808574, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51863.85955629338, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8203204596636104, "wall_seconds": 15.270437240600586, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.07576, "P(Y=1|Z=1)": 0.21645714285714285, "P(S=1)": 0.024485333333333335, "crispr_positive_hosts": 206, "n_informative_cells": 4485, "frac_informative": 0.02392}
{"mode": "full", "spearman_all": 0.7055814072590739, "spearman_host": 0.7020651473748963, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9166250364939824, "rmse_raw": 0.1625566052098509, "rmse_rescaled": 0.15604787786100904, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8909090909090909, "spearman_alpha": 0.8881118881118882, "pearson_all": 0.979095090292794, "est_alpha_mean": -1.2294530124444, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9430267139694675, "est_rho0": 0.2888251042059206, "est_rho1": 0.09953908421289773, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50392.84631787711, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8999249013471453, "wall_seconds": 15.305954933166504, "sweep": "threat_crisis", "arm": "both", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07999466666666667, "P(Y=1|Z=1)": 0.228591023394041, "P(S=1)": 0.026314666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4845, "frac_informative": 0.02584}
{"mode": "naive", "spearman_all": 0.670592991449378, "spearman_host": 0.7026473414666573, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8711713757420442, "rmse_raw": 0.3700690753599712, "rmse_rescaled": 0.30788323557657304, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6242424242424242, "spearman_alpha": 0.7062937062937064, "pearson_all": 0.9157398851285856, "est_alpha_mean": -0.889902465025378, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4105307288007953, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40116.12763373958, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8957079127175993, "wall_seconds": 8.518004179000854, "sweep": "threat_crisis", "arm": "both", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07999466666666667, "P(Y=1|Z=1)": 0.228591023394041, "P(S=1)": 0.026314666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4845, "frac_informative": 0.02584}
{"mode": "full", "spearman_all": 0.6688450688782399, "spearman_host": 0.6582381177230399, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8689006390501831, "rmse_raw": 0.18701987809616655, "rmse_rescaled": 0.18096583991364426, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.8601398601398602, "pearson_all": 0.9716606211230302, "est_alpha_mean": -1.1477510731479514, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 0.9406561287659224, "est_rho0": 0.288867122147322, "est_rho1": 0.09953908421289773, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50391.12075781941, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8958169849751219, "wall_seconds": 16.169729232788086, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07999466666666667, "P(Y=1|Z=1)": 0.228591023394041, "P(S=1)": 0.026314666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4845, "frac_informative": 0.02584}
{"mode": "full", "spearman_all": 0.7353579092979505, "spearman_host": 0.727084412525463, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9071887263646095, "rmse_raw": 0.14598003015002126, "rmse_rescaled": 0.12351271009125436, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9047619047619048, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.9863054647863693, "est_alpha_mean": -1.0366381880796887, "true_alpha_mean": -1.0984984258813115, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.116348218201659, "est_rho0": 0.33085188283101147, "est_rho1": 0.09953908421289773, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -53070.56620960007, "n_steps_run": 2919, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.83327691592168, "wall_seconds": 11.147422313690186, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07999466666666667, "P(Y=1|Z=1)": 0.228591023394041, "P(S=1)": 0.026314666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4845, "frac_informative": 0.02584}
{"mode": "full", "spearman_all": 0.7478566153124379, "spearman_host": 0.7015013751918778, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9715450127377401, "rmse_raw": 0.20644066478681478, "rmse_rescaled": 0.20618661622653306, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5393939393939393, "spearman_alpha": 0.952715996940151, "pearson_all": 0.9558068693893258, "est_alpha_mean": -0.9208587533061671, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0153852427354986, "est_rho0": 0.30138137117484015, "est_rho1": 0.09645144168619937, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51708.98732640482, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9982558139534884, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8688347416871608, "wall_seconds": 14.60866904258728, "sweep": "threat_crisis", "arm": "both", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07816, "P(Y=1|Z=1)": 0.22337555443778864, "P(S=1)": 0.026197333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4713, "frac_informative": 0.025136}
{"mode": "naive", "spearman_all": 0.708387840878216, "spearman_host": 0.6864520122985444, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.920270891234624, "rmse_raw": 0.372325976062592, "rmse_rescaled": 0.30403370918118827, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.5043790572036094, "pearson_all": 0.901396556428642, "est_alpha_mean": -0.620637780410383, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5083394938872194, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41616.249263864986, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.862950459752622, "wall_seconds": 7.890602350234985, "sweep": "threat_crisis", "arm": "both", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07816, "P(Y=1|Z=1)": 0.22337555443778864, "P(S=1)": 0.026197333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4713, "frac_informative": 0.025136}
{"mode": "full", "spearman_all": 0.7466680074021069, "spearman_host": 0.6999713904802748, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.970000885075113, "rmse_raw": 0.20940718916493184, "rmse_rescaled": 0.2090609123863507, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5393939393939393, "spearman_alpha": 0.8266212326392487, "pearson_all": 0.9544020957620245, "est_alpha_mean": -0.887123035662449, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0181620262639925, "est_rho0": 0.30140653035776177, "est_rho1": 0.09645144168619937, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51708.97717865436, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9982558139534884, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8677601744932741, "wall_seconds": 15.672494649887085, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07816, "P(Y=1|Z=1)": 0.22337555443778864, "P(S=1)": 0.026197333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4713, "frac_informative": 0.025136}
{"mode": "full", "spearman_all": 0.7452476577091055, "spearman_host": 0.7052774378659082, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9327629259694477, "rmse_raw": 0.16373130749084874, "rmse_rescaled": 0.15241047216708567, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7500000000000002, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.9775640464201211, "est_alpha_mean": -0.8267931485820633, "true_alpha_mean": -0.880128632014297, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0910378188225112, "est_rho0": 0.30952039028544687, "est_rho1": 0.09645144168619937, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -53437.22714550943, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8287734292399228, "wall_seconds": 14.294309377670288, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.07816, "P(Y=1|Z=1)": 0.22337555443778864, "P(S=1)": 0.026197333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4713, "frac_informative": 0.025136}
{"mode": "full", "spearman_all": 0.7482611415340209, "spearman_host": 0.702347605673959, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9720705351775415, "rmse_raw": 0.19733181273828335, "rmse_rescaled": 0.19722105383279623, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9422535927041001, "spearman_alpha": 0.8231186002975569, "pearson_all": 0.9646393439889325, "est_alpha_mean": -1.1916350922846422, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9909098842695011, "est_rho0": 0.3071615935087899, "est_rho1": 0.09666905354924665, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49660.350803666435, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9037275794277534, "wall_seconds": 14.915576457977295, "sweep": "threat_crisis", "arm": "both", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07747733333333333, "P(Y=1|Z=1)": 0.22054715491589238, "P(S=1)": 0.026874666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4902, "frac_informative": 0.026144}
{"mode": "naive", "spearman_all": 0.6167451721615298, "spearman_host": 0.6488184502994261, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8012173508598069, "rmse_raw": 0.3794062791310103, "rmse_rescaled": 0.3202481442256744, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8936211492096949, "spearman_alpha": 0.6690027772631206, "pearson_all": 0.9039927310252925, "est_alpha_mean": -0.7624827601115375, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.431432862792073, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39617.00288536112, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9877906976744186, "support_auprc": 0.9146031746031745, "precision_at_k": 0.9, "auroc_exposed": 0.9004174059837952, "wall_seconds": 8.687211275100708, "sweep": "threat_crisis", "arm": "both", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07747733333333333, "P(Y=1|Z=1)": 0.22054715491589238, "P(S=1)": 0.026874666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4902, "frac_informative": 0.026144}
{"mode": "full", "spearman_all": 0.7470925102272251, "spearman_host": 0.7013659783147448, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9705523592403369, "rmse_raw": 0.2000285149344308, "rmse_rescaled": 0.19988565270656164, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9422535927041001, "spearman_alpha": 0.6199659244794364, "pearson_all": 0.9633803777452979, "est_alpha_mean": -1.1063738789602464, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0106111494117787, "est_rho0": 0.3072812165551726, "est_rho1": 0.09666905354924665, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49660.30520622822, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.8965494249890142, "wall_seconds": 16.1362407207489, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07747733333333333, "P(Y=1|Z=1)": 0.22054715491589238, "P(S=1)": 0.026874666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4902, "frac_informative": 0.026144}
{"mode": "full", "spearman_all": 0.7573424408967105, "spearman_host": 0.6904600015414829, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9626214235670599, "rmse_raw": 0.18101875900617903, "rmse_rescaled": 0.18096384239551724, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.8095238095238096, "pearson_all": 0.96721202744727, "est_alpha_mean": -1.2453300802448033, "true_alpha_mean": -1.3072700971362108, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0064977386749578, "est_rho0": 0.30742747416218336, "est_rho1": 0.09666905354924665, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51409.73189368328, "n_steps_run": 2925, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8534642419864861, "wall_seconds": 10.978002548217773, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07747733333333333, "P(Y=1|Z=1)": 0.22054715491589238, "P(S=1)": 0.026874666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4902, "frac_informative": 0.026144}
{"mode": "full", "spearman_all": 0.7331213731299536, "spearman_host": 0.6985937272554466, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9524023712731132, "rmse_raw": 0.2741328023651032, "rmse_rescaled": 0.2731461867344578, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.23636363636363633, "spearman_alpha": 0.7460606887803388, "pearson_all": 0.9247665574607054, "est_alpha_mean": -0.8770903474646707, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0359140029290057, "est_rho0": 0.30572999753440505, "est_rho1": 0.09269806572992527, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49388.019964472325, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8835754254234544, "wall_seconds": 15.206423044204712, "sweep": "threat_crisis", "arm": "both", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22672404584229883, "P(S=1)": 0.02216, "crispr_positive_hosts": 206, "n_informative_cells": 3937, "frac_informative": 0.020997333333333333}
{"mode": "naive", "spearman_all": 0.7231930011730724, "spearman_host": 0.6690772080404517, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9395043637382285, "rmse_raw": 0.4007928426415713, "rmse_rescaled": 0.30648305246663854, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.23636363636363633, "spearman_alpha": 0.7040291006800381, "pearson_all": 0.9043405942448781, "est_alpha_mean": -0.5892171061212176, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6498816885921355, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41234.29043256442, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.880096030451891, "wall_seconds": 8.585192918777466, "sweep": "threat_crisis", "arm": "both", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22672404584229883, "P(S=1)": 0.02216, "crispr_positive_hosts": 206, "n_informative_cells": 3937, "frac_informative": 0.020997333333333333}
{"mode": "full", "spearman_all": 0.7330914082246514, "spearman_host": 0.6985531081923066, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.95236344368498, "rmse_raw": 0.27724988033607684, "rmse_rescaled": 0.2754563018892867, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.23636363636363633, "spearman_alpha": 0.7250448947301884, "pearson_all": 0.9232502543523596, "est_alpha_mean": -0.8135006633362258, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0493638029676298, "est_rho0": 0.30578724367799703, "est_rho1": 0.09269806572992527, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49387.977426248835, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8807463246235521, "wall_seconds": 19.3534197807312, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22672404584229883, "P(S=1)": 0.02216, "crispr_positive_hosts": 206, "n_informative_cells": 3937, "frac_informative": 0.020997333333333333}
{"mode": "full", "spearman_all": 0.7316048814075925, "spearman_host": 0.6938165096251687, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9156874265569918, "rmse_raw": 0.19877864192951164, "rmse_rescaled": 0.1986703828039164, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9642857142857145, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9566537215214662, "est_alpha_mean": -0.7822204668332915, "true_alpha_mean": -0.8968726812548435, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0100236592970833, "est_rho0": 0.30784402163316965, "est_rho1": 0.09269806572992527, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50482.894874259895, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8595841812671604, "wall_seconds": 17.95607876777649, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.07923733333333334, "P(Y=1|Z=1)": 0.22672404584229883, "P(S=1)": 0.02216, "crispr_positive_hosts": 206, "n_informative_cells": 3937, "frac_informative": 0.020997333333333333}
{"mode": "full", "spearman_all": 0.7408058661580144, "spearman_host": 0.700337997325053, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.962385342238358, "rmse_raw": 0.25936222398610487, "rmse_rescaled": 0.2574982556579917, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7939393939393938, "spearman_alpha": 0.6831155307478788, "pearson_all": 0.9366742733068186, "est_alpha_mean": -1.0354195989231403, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0469482979861613, "est_rho0": 0.30845889201635923, "est_rho1": 0.08122406202647861, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49054.176125051104, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9587412587412587, "precision_at_k": 0.8, "auroc_exposed": 0.903777663239619, "wall_seconds": 16.781567096710205, "sweep": "threat_crisis", "arm": "both", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07476266666666667, "P(Y=1|Z=1)": 0.21354904559511295, "P(S=1)": 0.025984, "crispr_positive_hosts": 206, "n_informative_cells": 4750, "frac_informative": 0.025333333333333333}
{"mode": "naive", "spearman_all": 0.6564552740639068, "spearman_host": 0.6280788068003167, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8528049823236857, "rmse_raw": 0.4597140050886718, "rmse_rescaled": 0.417981093144848, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.514097255098919, "pearson_all": 0.8240599870967711, "est_alpha_mean": -0.6433388112919519, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4584552577669938, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39057.99724208936, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9906976744186047, "support_auprc": 0.9317307692307694, "precision_at_k": 0.8, "auroc_exposed": 0.8958728711649533, "wall_seconds": 8.379108428955078, "sweep": "threat_crisis", "arm": "both", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07476266666666667, "P(Y=1|Z=1)": 0.21354904559511295, "P(S=1)": 0.025984, "crispr_positive_hosts": 206, "n_informative_cells": 4750, "frac_informative": 0.025333333333333333}
{"mode": "full", "spearman_all": 0.7386832418676481, "spearman_host": 0.7004057001176367, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.959627828296518, "rmse_raw": 0.260825678299309, "rmse_rescaled": 0.25779585654873516, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7939393939393938, "spearman_alpha": 0.7183276715080786, "pearson_all": 0.9363012838718622, "est_alpha_mean": -0.9635524246057665, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0607587220454677, "est_rho0": 0.3083707193826982, "est_rho1": 0.08122406202647861, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49053.41362009631, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9587412587412587, "precision_at_k": 0.8, "auroc_exposed": 0.9016696347173143, "wall_seconds": 16.761913061141968, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07476266666666667, "P(Y=1|Z=1)": 0.21354904559511295, "P(S=1)": 0.025984, "crispr_positive_hosts": 206, "n_informative_cells": 4750, "frac_informative": 0.025333333333333333}
{"mode": "full", "spearman_all": 0.7714483853702255, "spearman_host": 0.7163906950202263, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9517124509454159, "rmse_raw": 0.19851656265485448, "rmse_rescaled": 0.18318923453548355, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8571428571428572, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.9728539569982526, "est_alpha_mean": -1.0292806474603482, "true_alpha_mean": -1.2253341022728388, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1092029548792146, "est_rho0": 0.32425008625587365, "est_rho1": 0.08122406202647861, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50676.852920389734, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8642046749302263, "wall_seconds": 15.764560222625732, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.07476266666666667, "P(Y=1|Z=1)": 0.21354904559511295, "P(S=1)": 0.025984, "crispr_positive_hosts": 206, "n_informative_cells": 4750, "frac_informative": 0.025333333333333333}
{"mode": "full", "spearman_all": 0.7361153665847577, "spearman_host": 0.7012712005007518, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9562918861207811, "rmse_raw": 0.23740729223930543, "rmse_rescaled": 0.22896246534862602, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7333333333333332, "spearman_alpha": 0.7005264683383464, "pearson_all": 0.9618237132301575, "est_alpha_mean": -1.0795209277696325, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0839201981931457, "est_rho0": 0.3087382245789998, "est_rho1": 0.09419900168062982, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49273.847685621964, "n_steps_run": 3565, "converged": true, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8846195391383471, "wall_seconds": 14.292553186416626, "sweep": "threat_crisis", "arm": "both", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07629333333333334, "P(Y=1|Z=1)": 0.21840361537756878, "P(S=1)": 0.022842666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4048, "frac_informative": 0.021589333333333332}
{"mode": "naive", "spearman_all": 0.6541963096387193, "spearman_host": 0.6707324348634027, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8498703480952702, "rmse_raw": 0.493876229990466, "rmse_rescaled": 0.39608082378166204, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5151515151515151, "spearman_alpha": 0.31523691075225585, "pearson_all": 0.8813517154474774, "est_alpha_mean": -0.6793994472410662, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6580218579705335, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40905.64985148555, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9924418604651163, "support_auprc": 0.9455555555555556, "precision_at_k": 0.9, "auroc_exposed": 0.877565640340183, "wall_seconds": 8.805798768997192, "sweep": "threat_crisis", "arm": "both", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07629333333333334, "P(Y=1|Z=1)": 0.21840361537756878, "P(S=1)": 0.022842666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4048, "frac_informative": 0.021589333333333332}
{"mode": "full", "spearman_all": 0.7362751794130376, "spearman_host": 0.7014878355041645, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9564994999241596, "rmse_raw": 0.2376170165825033, "rmse_rescaled": 0.22694770886726717, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7333333333333332, "spearman_alpha": 0.8126107032724816, "pearson_all": 0.9624232137189117, "est_alpha_mean": -1.022149152423111, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0950448046641297, "est_rho0": 0.3087283511925892, "est_rho1": 0.09419900168062982, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49273.84047682678, "n_steps_run": 3365, "converged": true, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.882093636603107, "wall_seconds": 13.91980266571045, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07629333333333334, "P(Y=1|Z=1)": 0.21840361537756878, "P(S=1)": 0.022842666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4048, "frac_informative": 0.021589333333333332}
{"mode": "full", "spearman_all": 0.6883623753518952, "spearman_host": 0.6701467623402884, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8894716242661448, "rmse_raw": 0.19770409079168108, "rmse_rescaled": 0.18624182934033243, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.9709722849924302, "est_alpha_mean": -1.131757126284671, "true_alpha_mean": -1.2071819674703785, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0975574190123734, "est_rho0": 0.3030477723382473, "est_rho1": 0.09419900168062982, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51007.3168019083, "n_steps_run": 3758, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8508131501425277, "wall_seconds": 14.275238752365112, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07629333333333334, "P(Y=1|Z=1)": 0.21840361537756878, "P(S=1)": 0.022842666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4048, "frac_informative": 0.021589333333333332}
{"mode": "full", "spearman_all": 0.6642120792360663, "spearman_host": 0.672130407619801, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8628818944288777, "rmse_raw": 0.38497988721880233, "rmse_rescaled": 0.3655172418144011, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.5884422334042109, "pearson_all": 0.8883449465255315, "est_alpha_mean": -0.973977640917079, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8550590123591866, "est_rho0": 0.29536952662215793, "est_rho1": 0.09436670415122038, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50682.69275187833, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9918604651162791, "support_auprc": 0.9183658008658009, "precision_at_k": 0.8, "auroc_exposed": 0.90431796349961, "wall_seconds": 15.251349210739136, "sweep": "threat_crisis", "arm": "both", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07536, "P(Y=1|Z=1)": 0.2154127601189115, "P(S=1)": 0.027626666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5032, "frac_informative": 0.026837333333333335}
{"mode": "naive", "spearman_all": 0.6210076799408045, "spearman_host": 0.6509814154116258, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8067548002717908, "rmse_raw": 0.5033618141987933, "rmse_rescaled": 0.44888511319138524, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.49090909090909085, "spearman_alpha": 0.8616475560561659, "pearson_all": 0.8268784726947033, "est_alpha_mean": -0.6188476277041758, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5225030703411069, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39729.67794750022, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9837209302325581, "support_auprc": 0.8337484737484738, "precision_at_k": 0.8, "auroc_exposed": 0.8953656533078328, "wall_seconds": 8.51911473274231, "sweep": "threat_crisis", "arm": "both", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07536, "P(Y=1|Z=1)": 0.2154127601189115, "P(S=1)": 0.027626666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5032, "frac_informative": 0.026837333333333335}
{"mode": "full", "spearman_all": 0.6606512496559575, "spearman_host": 0.668027882242671, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8582559993723522, "rmse_raw": 0.3799829256782089, "rmse_rescaled": 0.3647935566554815, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.6024527627709778, "pearson_all": 0.8883356805231769, "est_alpha_mean": -0.8731026329436345, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8702464797841774, "est_rho0": 0.2960912503064593, "est_rho1": 0.09436670415122038, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50682.202730883604, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9918604651162791, "support_auprc": 0.9183658008658009, "precision_at_k": 0.8, "auroc_exposed": 0.9001750170809163, "wall_seconds": 16.365705251693726, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07536, "P(Y=1|Z=1)": 0.2154127601189115, "P(S=1)": 0.027626666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5032, "frac_informative": 0.026837333333333335}
{"mode": "full", "spearman_all": 0.741257314040534, "spearman_host": 0.7248307778446073, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9144666428826259, "rmse_raw": 0.15939232302963668, "rmse_rescaled": 0.1535196994770889, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9761904761904763, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9823105221806216, "est_alpha_mean": -0.9174890617561435, "true_alpha_mean": -0.9459751618055009, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0551745076413672, "est_rho0": 0.2989963154141183, "est_rho1": 0.0943667041512204, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52698.639369464385, "n_steps_run": 2723, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8478625329508528, "wall_seconds": 10.145167350769043, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07536, "P(Y=1|Z=1)": 0.2154127601189115, "P(S=1)": 0.027626666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5032, "frac_informative": 0.026837333333333335}
{"mode": "full", "spearman_all": 0.69866672618301, "spearman_host": 0.6616439194858498, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9076421328509955, "rmse_raw": 0.44743794358267025, "rmse_rescaled": 0.42460731288244774, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.735565707852878, "spearman_alpha": 0.5534159099872935, "pearson_all": 0.843318738657155, "est_alpha_mean": -0.9246296388276586, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8265136014332468, "est_rho0": 0.29327030303411, "est_rho1": 0.08801468414005534, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48108.78117525894, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9813953488372092, "support_auprc": 0.93, "precision_at_k": 0.9, "auroc_exposed": 0.8927638828441898, "wall_seconds": 15.55911135673523, "sweep": "threat_crisis", "arm": "both", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.077344, "P(Y=1|Z=1)": 0.2206231363719345, "P(S=1)": 0.02128, "crispr_positive_hosts": 206, "n_informative_cells": 3663, "frac_informative": 0.019536}
{"mode": "naive", "spearman_all": 0.619424534110658, "spearman_host": 0.6051224931266774, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8046981260320734, "rmse_raw": 0.5343644401160433, "rmse_rescaled": 0.500689826403637, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5653521556224601, "spearman_alpha": 0.5674264393540605, "pearson_all": 0.7736330091969852, "est_alpha_mean": -0.558024842913999, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.4332185492666507, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40471.31852904747, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9744186046511628, "support_auprc": 0.8574125874125874, "precision_at_k": 0.7, "auroc_exposed": 0.8875409681186355, "wall_seconds": 8.436381816864014, "sweep": "threat_crisis", "arm": "both", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.077344, "P(Y=1|Z=1)": 0.2206231363719345, "P(S=1)": 0.02128, "crispr_positive_hosts": 206, "n_informative_cells": 3663, "frac_informative": 0.019536}
{"mode": "full", "spearman_all": 0.6962046097973246, "spearman_host": 0.6564852984670824, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9044435826926965, "rmse_raw": 0.45073800027373023, "rmse_rescaled": 0.42683240882039875, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.735565707852878, "spearman_alpha": 0.6024527627709778, "pearson_all": 0.8416219823549906, "est_alpha_mean": -0.9283284490824224, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8224234924489366, "est_rho0": 0.29310577703337043, "est_rho1": 0.08801468414005534, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48107.0051795708, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9837209302325581, "support_auprc": 0.9316666666666666, "precision_at_k": 0.9, "auroc_exposed": 0.8928973442798267, "wall_seconds": 16.46895480155945, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.077344, "P(Y=1|Z=1)": 0.2206231363719345, "P(S=1)": 0.02128, "crispr_positive_hosts": 206, "n_informative_cells": 3663, "frac_informative": 0.019536}
{"mode": "full", "spearman_all": 0.7496106564321396, "spearman_host": 0.689622205860621, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9527939255079435, "rmse_raw": 0.28185354297855636, "rmse_rescaled": 0.27840870836059095, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.08571428571428573, "spearman_alpha": 0.7380952380952381, "pearson_all": 0.9286665884601603, "est_alpha_mean": -0.8971366463722246, "true_alpha_mean": -1.0374214189192084, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0664559166385503, "est_rho0": 0.2638385085260877, "est_rho1": 0.08801468414005534, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50046.87629262203, "n_steps_run": 3797, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.860123990113515, "wall_seconds": 14.58630108833313, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.077344, "P(Y=1|Z=1)": 0.2206231363719345, "P(S=1)": 0.02128, "crispr_positive_hosts": 206, "n_informative_cells": 3663, "frac_informative": 0.019536}
{"mode": "full", "spearman_all": 0.7243940481890089, "spearman_host": 0.7031347597760383, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9410646511175267, "rmse_raw": 0.11668894644589439, "rmse_rescaled": 0.11601556585113183, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.7762237762237763, "pearson_all": 0.9900010477891893, "est_alpha_mean": -1.2469215376494927, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0155636968108808, "est_rho0": 0.31399583924865987, "est_rho1": 0.0840075385150292, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47389.604707068975, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.922726544744972, "wall_seconds": 14.744500398635864, "sweep": "threat_crisis", "arm": "both", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07381333333333333, "P(Y=1|Z=1)": 0.2108149276466108, "P(S=1)": 0.025872, "crispr_positive_hosts": 206, "n_informative_cells": 4688, "frac_informative": 0.025002666666666666}
{"mode": "naive", "spearman_all": 0.6414626132852395, "spearman_host": 0.628674843319324, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8333279268174004, "rmse_raw": 0.5343926055124257, "rmse_rescaled": 0.48056222640976554, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5393939393939393, "spearman_alpha": 0.6293706293706295, "pearson_all": 0.8110450992259364, "est_alpha_mean": -0.7381809917853265, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5350418683180052, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38182.69732295467, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9145338744668436, "wall_seconds": 8.204864263534546, "sweep": "threat_crisis", "arm": "both", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07381333333333333, "P(Y=1|Z=1)": 0.2108149276466108, "P(S=1)": 0.025872, "crispr_positive_hosts": 206, "n_informative_cells": 4688, "frac_informative": 0.025002666666666666}
{"mode": "full", "spearman_all": 0.7262118876629926, "spearman_host": 0.7031753779684868, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9434262172770623, "rmse_raw": 0.11836329171573493, "rmse_rescaled": 0.11810216240968315, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.7972027972027973, "pearson_all": 0.9897393634286398, "est_alpha_mean": -1.277604779368525, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0097172500199227, "est_rho0": 0.31375284803264364, "est_rho1": 0.0840075385150292, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47387.69059714992, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9224967547608927, "wall_seconds": 15.833893060684204, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07381333333333333, "P(Y=1|Z=1)": 0.2108149276466108, "P(S=1)": 0.025872, "crispr_positive_hosts": 206, "n_informative_cells": 4688, "frac_informative": 0.025002666666666666}
{"mode": "full", "spearman_all": 0.7755403744441252, "spearman_host": 0.7259796896426906, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9567606136282556, "rmse_raw": 0.19515838819110595, "rmse_rescaled": 0.16358054546158868, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857144, "spearman_alpha": 0.3571428571428572, "pearson_all": 0.9816549962189978, "est_alpha_mean": -0.988447696489849, "true_alpha_mean": -1.1751562453674975, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.142517154134388, "est_rho0": 0.3298452687203875, "est_rho1": 0.0840075385150292, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49294.90187209568, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8865433712888243, "wall_seconds": 15.045097351074219, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07381333333333333, "P(Y=1|Z=1)": 0.2108149276466108, "P(S=1)": 0.025872, "crispr_positive_hosts": 206, "n_informative_cells": 4688, "frac_informative": 0.025002666666666666}
{"mode": "full", "spearman_all": 0.6955015721864559, "spearman_host": 0.6892889015753697, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9035302623173448, "rmse_raw": 0.40346027813972374, "rmse_rescaled": 0.403360108007172, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.28484848484848485, "spearman_alpha": 0.7042428152039988, "pearson_all": 0.8597272436054353, "est_alpha_mean": -1.1147506445315998, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.013285902650787, "est_rho0": 0.30636674336221514, "est_rho1": 0.08168692366908781, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49014.65389905279, "n_steps_run": 2833, "converged": true, "support_auroc": 0.9767441860465116, "support_auprc": 0.8503619909502262, "precision_at_k": 0.7, "auroc_exposed": 0.895722129726183, "wall_seconds": 10.854689121246338, "sweep": "threat_crisis", "arm": "both", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07532266666666666, "P(Y=1|Z=1)": 0.2146417824249977, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4602, "frac_informative": 0.024544}
{"mode": "naive", "spearman_all": 0.6419165462774217, "spearman_host": 0.6787475767700653, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8339176338891062, "rmse_raw": 0.5226069348454279, "rmse_rescaled": 0.46688570686086855, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.2606060606060606, "spearman_alpha": 0.6690306744437988, "pearson_all": 0.807479080858078, "est_alpha_mean": -0.6908065805466655, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5737448494087583, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39332.71712939259, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9697674418604652, "support_auprc": 0.8410027472527473, "precision_at_k": 0.7, "auroc_exposed": 0.8902827926091731, "wall_seconds": 7.924634695053101, "sweep": "threat_crisis", "arm": "both", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07532266666666666, "P(Y=1|Z=1)": 0.2146417824249977, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4602, "frac_informative": 0.024544}
{"mode": "full", "spearman_all": 0.688918939681273, "spearman_host": 0.6889639281709673, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8949787249635915, "rmse_raw": 0.4074882297226636, "rmse_rescaled": 0.4069966648360128, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.28484848484848485, "spearman_alpha": 0.535224539555039, "pearson_all": 0.8569986580003625, "est_alpha_mean": -1.028208027058495, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0301580176369782, "est_rho0": 0.30671977748318807, "est_rho1": 0.08168692366908781, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49013.23599852229, "n_steps_run": 3295, "converged": true, "support_auroc": 0.9767441860465116, "support_auprc": 0.8503619909502262, "precision_at_k": 0.7, "auroc_exposed": 0.8918938241157984, "wall_seconds": 13.42402172088623, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07532266666666666, "P(Y=1|Z=1)": 0.2146417824249977, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4602, "frac_informative": 0.024544}
{"mode": "full", "spearman_all": 0.7342811646902445, "spearman_host": 0.690320368928006, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.933309348431198, "rmse_raw": 0.20392832599667488, "rmse_rescaled": 0.19404599655308521, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.7142857142857144, "pearson_all": 0.9638737118106911, "est_alpha_mean": -0.8479197818708616, "true_alpha_mean": -1.0087747000332465, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.097998425909847, "est_rho0": 0.31392308708955324, "est_rho1": 0.08168692366908781, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50805.84584575828, "n_steps_run": 2857, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8623989237414147, "wall_seconds": 10.889997482299805, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07532266666666666, "P(Y=1|Z=1)": 0.2146417824249977, "P(S=1)": 0.025493333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4602, "frac_informative": 0.024544}
{"mode": "full", "spearman_all": 0.7164084471975074, "spearman_host": 0.6928021258360824, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9306905089916788, "rmse_raw": 0.25980302383052073, "rmse_rescaled": 0.256355247651566, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.9176896735232337, "pearson_all": 0.9128784686714231, "est_alpha_mean": -1.0153220274383847, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9316440635276612, "est_rho0": 0.3028307452535973, "est_rho1": 0.09547458433034607, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49659.1011871318, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9808139534883721, "support_auprc": 0.8882815713698069, "precision_at_k": 0.7, "auroc_exposed": 0.8727436249600866, "wall_seconds": 14.955099105834961, "sweep": "threat_crisis", "arm": "both", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07448, "P(Y=1|Z=1)": 0.2134113727707566, "P(S=1)": 0.023962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4381, "frac_informative": 0.02336533333333333}
{"mode": "naive", "spearman_all": 0.6267884095887373, "spearman_host": 0.6824239552038376, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.81426458081587, "rmse_raw": 0.33178434624346165, "rmse_rescaled": 0.3000496893016632, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6848484848484848, "spearman_alpha": 0.8896686147896998, "pearson_all": 0.8784162321864162, "est_alpha_mean": -0.7463935456295689, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.343853228592096, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40199.97625479709, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9843023255813953, "support_auprc": 0.9136752136752136, "precision_at_k": 0.8, "auroc_exposed": 0.8676522970410617, "wall_seconds": 8.454901456832886, "sweep": "threat_crisis", "arm": "both", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07448, "P(Y=1|Z=1)": 0.2134113727707566, "P(S=1)": 0.023962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4381, "frac_informative": 0.02336533333333333}
{"mode": "full", "spearman_all": 0.7158141432423419, "spearman_host": 0.6925854908326695, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9299184451603653, "rmse_raw": 0.2669416026381209, "rmse_rescaled": 0.2654123174689581, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.8056054385890983, "pearson_all": 0.9059017448030731, "est_alpha_mean": -0.9313757903601695, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9523949119792282, "est_rho0": 0.30194191976586, "est_rho1": 0.09547458433034607, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49659.08842423264, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9808139534883721, "support_auprc": 0.8882815713698069, "precision_at_k": 0.7, "auroc_exposed": 0.8682681895132609, "wall_seconds": 16.475224494934082, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07448, "P(Y=1|Z=1)": 0.2134113727707566, "P(S=1)": 0.023962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4381, "frac_informative": 0.02336533333333333}
{"mode": "full", "spearman_all": 0.7320703269330262, "spearman_host": 0.6702426551302061, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9459491193737768, "rmse_raw": 0.14657114914875202, "rmse_rescaled": 0.1420702675576676, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.8095238095238096, "pearson_all": 0.9718945756049044, "est_alpha_mean": -0.8527162376609831, "true_alpha_mean": -0.9252185024373752, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0654181083767458, "est_rho0": 0.3079762136309259, "est_rho1": 0.09547458433034607, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51879.35461555601, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8191212522179823, "wall_seconds": 15.412961483001709, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07448, "P(Y=1|Z=1)": 0.2134113727707566, "P(S=1)": 0.023962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4381, "frac_informative": 0.02336533333333333}
{"mode": "full", "spearman_all": 0.6962607225208928, "spearman_host": 0.6499671196426734, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9045164790683087, "rmse_raw": 0.3584940536324153, "rmse_rescaled": 0.35724467922227543, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.0303030303030303, "spearman_alpha": 0.8591762345488785, "pearson_all": 0.8856209305188599, "est_alpha_mean": -1.0620517400679095, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.045476340199287, "est_rho0": 0.3073533221253376, "est_rho1": 0.08869100840803004, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50402.91284511551, "n_steps_run": 2789, "converged": true, "support_auroc": 0.9895348837209302, "support_auprc": 0.9158974358974359, "precision_at_k": 0.8, "auroc_exposed": 0.88398793313083, "wall_seconds": 10.730953454971313, "sweep": "threat_crisis", "arm": "both", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.080528, "P(Y=1|Z=1)": 0.23030811470408785, "P(S=1)": 0.024709333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4447, "frac_informative": 0.023717333333333333}
{"mode": "naive", "spearman_all": 0.551258014233355, "spearman_host": 0.5564695630843854, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.716142591366095, "rmse_raw": 0.5824489704621515, "rmse_rescaled": 0.5766793668178357, "sign_acc_W": 0.9, "spearman_W_nonzero": 0.22424242424242422, "spearman_alpha": 0.6901579588999188, "pearson_all": 0.6659623068285777, "est_alpha_mean": -0.6285854448998632, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.187739101236608, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41241.04765261451, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9488372093023256, "support_auprc": 0.7044155354449473, "precision_at_k": 0.6, "auroc_exposed": 0.8803853590762105, "wall_seconds": 8.538928747177124, "sweep": "threat_crisis", "arm": "both", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.080528, "P(Y=1|Z=1)": 0.23030811470408785, "P(S=1)": 0.024709333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4447, "frac_informative": 0.023717333333333333}
{"mode": "full", "spearman_all": 0.6977690343695765, "spearman_host": 0.6496015245627206, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9064759360340396, "rmse_raw": 0.3616232133278951, "rmse_rescaled": 0.35891938291467856, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.0303030303030303, "spearman_alpha": 0.6690306744437988, "pearson_all": 0.8841857646479094, "est_alpha_mean": -0.9847532777879104, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.0687030639352875, "est_rho0": 0.3072953923672022, "est_rho1": 0.08869100840803004, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50402.72541621073, "n_steps_run": 2999, "converged": true, "support_auroc": 0.9895348837209302, "support_auprc": 0.9158974358974359, "precision_at_k": 0.8, "auroc_exposed": 0.879974024749115, "wall_seconds": 11.44361400604248, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.080528, "P(Y=1|Z=1)": 0.23030811470408785, "P(S=1)": 0.024709333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4447, "frac_informative": 0.023717333333333333}
{"mode": "full", "spearman_all": 0.6970732033225704, "spearman_host": 0.6490617180050082, "spearman_all_ceiling": 0.7603790354444067, "spearman_all_frac_ceiling": 0.9167443746199067, "rmse_raw": 0.13836060074590412, "rmse_rescaled": 0.13834685388953114, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.9761904761904763, "pearson_all": 0.9769893865310425, "est_alpha_mean": -1.1464291477173165, "true_alpha_mean": -1.046807375133229, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0031438592977306, "est_rho0": 0.3139263545272797, "est_rho1": 0.08869100840803004, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52000.60801872046, "n_steps_run": 2912, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8563511127188762, "wall_seconds": 10.558455228805542, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.080528, "P(Y=1|Z=1)": 0.23030811470408785, "P(S=1)": 0.024709333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4447, "frac_informative": 0.023717333333333333}
{"mode": "full", "spearman_all": 0.7286166490328175, "spearman_host": 0.7032716893603917, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9465502571903841, "rmse_raw": 0.11368759986663808, "rmse_rescaled": 0.11336628997653045, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.8196159679558652, "pearson_all": 0.9894085708968474, "est_alpha_mean": -1.0715673929367533, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9891213186428011, "est_rho0": 0.29987637098951303, "est_rho1": 0.09570146560774216, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48017.795223193556, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9188055017593179, "wall_seconds": 14.618447303771973, "sweep": "threat_crisis", "arm": "both", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07138133333333334, "P(Y=1|Z=1)": 0.20389384845068706, "P(S=1)": 0.027962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5126, "frac_informative": 0.027338666666666667}
{"mode": "naive", "spearman_all": 0.7031814385819137, "spearman_host": 0.653878908582272, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.913507222796436, "rmse_raw": 0.48110526529599945, "rmse_rescaled": 0.41790721222224086, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.03502632341691732, "pearson_all": 0.8463830631230884, "est_alpha_mean": -0.6009682392091459, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5595869710390713, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37749.159804601, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.976923076923077, "precision_at_k": 0.9, "auroc_exposed": 0.9102250596762118, "wall_seconds": 8.178112268447876, "sweep": "threat_crisis", "arm": "both", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07138133333333334, "P(Y=1|Z=1)": 0.20389384845068706, "P(S=1)": 0.027962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5126, "frac_informative": 0.027338666666666667}
{"mode": "full", "spearman_all": 0.729305841854774, "spearman_host": 0.7030279749815525, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9474455917174535, "rmse_raw": 0.11892129562575549, "rmse_rescaled": 0.11888261692415493, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.6935212036549628, "pearson_all": 0.988273515891835, "est_alpha_mean": -1.0146456661995422, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9961058482721309, "est_rho0": 0.3001691861195427, "est_rho1": 0.09570146560774216, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48017.69254722333, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9172168821931062, "wall_seconds": 16.181132555007935, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07138133333333334, "P(Y=1|Z=1)": 0.20389384845068706, "P(S=1)": 0.027962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5126, "frac_informative": 0.027338666666666667}
{"mode": "full", "spearman_all": 0.7829615644871838, "spearman_host": 0.7594565764621525, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9408648557163408, "rmse_raw": 0.17858267001274605, "rmse_rescaled": 0.14025346255622817, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.5476190476190477, "pearson_all": 0.9877077560018988, "est_alpha_mean": -0.9140961311055473, "true_alpha_mean": -1.0799174320720466, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1393196859587338, "est_rho0": 0.31848132377615357, "est_rho1": 0.09570146560774216, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49347.36966073616, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.859961623375282, "wall_seconds": 14.880932569503784, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.07138133333333334, "P(Y=1|Z=1)": 0.20389384845068706, "P(S=1)": 0.027962666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 5126, "frac_informative": 0.027338666666666667}
{"mode": "full", "spearman_all": 0.6890380032791532, "spearman_host": 0.7027707209149997, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8951334011974452, "rmse_raw": 0.14697465040809068, "rmse_rescaled": 0.1450251383200649, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.6374790861878952, "pearson_all": 0.9780706780768911, "est_alpha_mean": -1.1376456752708723, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0361642428061297, "est_rho0": 0.3090079081184434, "est_rho1": 0.0765140418436716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49656.458309321766, "n_steps_run": 3051, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8740424177999009, "wall_seconds": 11.497633457183838, "sweep": "threat_crisis", "arm": "both", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07315733333333334, "P(Y=1|Z=1)": 0.21000658327847269, "P(S=1)": 0.023568, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "naive", "spearman_all": 0.6116436470337862, "spearman_host": 0.6766052744090467, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7945899289800861, "rmse_raw": 0.35170367515612, "rmse_rescaled": 0.28307481624036407, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.5324001159371432, "pearson_all": 0.9149971041469546, "est_alpha_mean": -0.7641275331518816, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4851755492662808, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40031.32672363953, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8700007636368158, "wall_seconds": 8.487959146499634, "sweep": "threat_crisis", "arm": "both", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07315733333333334, "P(Y=1|Z=1)": 0.21000658327847269, "P(S=1)": 0.023568, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "full", "spearman_all": 0.6904763187336713, "spearman_host": 0.7032446099849652, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8970019254278512, "rmse_raw": 0.1293475801224349, "rmse_rescaled": 0.12447787551411169, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.8826633501063164, "pearson_all": 0.9839003651472309, "est_alpha_mean": -1.111746115164751, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0538827443985566, "est_rho0": 0.3107542263480511, "est_rho1": 0.0765140418436716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49640.05246694556, "n_steps_run": 3234, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8688917778990931, "wall_seconds": 12.965552806854248, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07315733333333334, "P(Y=1|Z=1)": 0.21000658327847269, "P(S=1)": 0.023568, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "full", "spearman_all": 0.5906844971488202, "spearman_host": 0.687946614498897, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.7507905549980118, "rmse_raw": 0.1483407687779882, "rmse_rescaled": 0.13558288830954351, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.9781438593644839, "est_alpha_mean": -0.9812695587265341, "true_alpha_mean": -1.141699396400194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1047432810832194, "est_rho0": 0.3064888676203134, "est_rho1": 0.0765140418436716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51553.005362198135, "n_steps_run": 3979, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8166252579128598, "wall_seconds": 15.106594562530518, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07315733333333334, "P(Y=1|Z=1)": 0.21000658327847269, "P(S=1)": 0.023568, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "full", "spearman_all": 0.7330445528704163, "spearman_host": 0.6946509627480101, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9523025736133712, "rmse_raw": 0.29296204716425894, "rmse_rescaled": 0.2905450068029883, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.3239516949938394, "pearson_all": 0.925177968196022, "est_alpha_mean": -1.0714917839393003, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9499093301130566, "est_rho0": 0.3040379391090682, "est_rho1": 0.08922774952100042, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50205.194573338085, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9930232558139535, "support_auprc": 0.9416666666666667, "precision_at_k": 0.8, "auroc_exposed": 0.8914548283077764, "wall_seconds": 15.447968006134033, "sweep": "threat_crisis", "arm": "both", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07873066666666667, "P(Y=1|Z=1)": 0.22536372379890998, "P(S=1)": 0.025413333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4668, "frac_informative": 0.024896}
{"mode": "naive", "spearman_all": 0.700326172338206, "spearman_host": 0.6779554540968342, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9097979293004446, "rmse_raw": 0.47869775645102963, "rmse_rescaled": 0.4611713063015829, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6, "spearman_alpha": -0.06338185336835989, "pearson_all": 0.7991170988443071, "est_alpha_mean": -0.7612480733890168, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.2634161494224352, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40718.322810886246, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9651162790697675, "support_auprc": 0.8013519761971774, "precision_at_k": 0.6, "auroc_exposed": 0.8842292131038014, "wall_seconds": 8.164270401000977, "sweep": "threat_crisis", "arm": "both", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07873066666666667, "P(Y=1|Z=1)": 0.22536372379890998, "P(S=1)": 0.025413333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4668, "frac_informative": 0.024896}
{"mode": "full", "spearman_all": 0.7316211459933473, "spearman_host": 0.6934729341570512, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9504534172053141, "rmse_raw": 0.2968828366090597, "rmse_rescaled": 0.2957562138463066, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.41550326097035933, "pearson_all": 0.9219200522109552, "est_alpha_mean": -0.9668094044093262, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9648858592214326, "est_rho0": 0.30414834959352105, "est_rho1": 0.08922774952100042, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50201.69529498383, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9918604651162791, "support_auprc": 0.9375, "precision_at_k": 0.8, "auroc_exposed": 0.8839965048158357, "wall_seconds": 16.182035446166992, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07873066666666667, "P(Y=1|Z=1)": 0.22536372379890998, "P(S=1)": 0.025413333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4668, "frac_informative": 0.024896}
{"mode": "full", "spearman_all": 0.7272333251303335, "spearman_host": 0.709445048135268, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9102159224441834, "rmse_raw": 0.20414083776230152, "rmse_rescaled": 0.18119626004391626, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9285714285714288, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9717277320075159, "est_alpha_mean": -0.8725981799568089, "true_alpha_mean": -1.0284116439315194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1418726290996777, "est_rho0": 0.3135370800563953, "est_rho1": 0.08922774952100042, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52260.47453890649, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8314696112834189, "wall_seconds": 14.256341457366943, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.07873066666666667, "P(Y=1|Z=1)": 0.22536372379890998, "P(S=1)": 0.025413333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 4668, "frac_informative": 0.024896}
{"mode": "full", "spearman_all": 0.7240270243706576, "spearman_host": 0.7021614349679012, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9405878482746098, "rmse_raw": 0.12986308324036105, "rmse_rescaled": 0.1281275341963734, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8826633501063164, "pearson_all": 0.9879364935412579, "est_alpha_mean": -1.0387913410365743, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0263156275377772, "est_rho0": 0.29057156954648977, "est_rho1": 0.09526424567481986, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48534.60863039649, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9312804105770317, "wall_seconds": 15.213650703430176, "sweep": "threat_crisis", "arm": "both", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.079536, "P(Y=1|Z=1)": 0.22683783824893905, "P(S=1)": 0.027509333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4967, "frac_informative": 0.026490666666666666}
{"mode": "naive", "spearman_all": 0.6905512309969275, "spearman_host": 0.6396622364833067, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8970992443981849, "rmse_raw": 0.5497066802187649, "rmse_rescaled": 0.43172823753099443, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6242424242424242, "spearman_alpha": -0.2031526758181204, "pearson_all": 0.8534139634057432, "est_alpha_mean": -0.506213305024489, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.9083343097097922, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39396.75857014528, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9238457372387363, "wall_seconds": 9.051121950149536, "sweep": "threat_crisis", "arm": "both", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.079536, "P(Y=1|Z=1)": 0.22683783824893905, "P(S=1)": 0.027509333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4967, "frac_informative": 0.026490666666666666}
{"mode": "full", "spearman_all": 0.7249059949261962, "spearman_host": 0.7022155937187544, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.941729724193191, "rmse_raw": 0.13284598853225532, "rmse_rescaled": 0.1308632265127992, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9106844088398501, "pearson_all": 0.9873882824183504, "est_alpha_mean": -0.9932367105826359, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0285132182939611, "est_rho0": 0.29075578448615075, "est_rho1": 0.09526424567481986, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48534.253404043426, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9301052260894024, "wall_seconds": 19.987136840820312, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.079536, "P(Y=1|Z=1)": 0.22683783824893905, "P(S=1)": 0.027509333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4967, "frac_informative": 0.026490666666666666}
{"mode": "full", "spearman_all": 0.7832714195791719, "spearman_host": 0.7596257345937253, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9412372006431411, "rmse_raw": 0.20393800576416302, "rmse_rescaled": 0.13277924075663766, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.9905204074439155, "est_alpha_mean": -1.0494895931025907, "true_alpha_mean": -1.2280658140603191, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1878250741195104, "est_rho0": 0.3155817914732356, "est_rho1": 0.09526424567481986, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50228.27706601217, "n_steps_run": 3347, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9016726266724338, "wall_seconds": 14.463067054748535, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.079536, "P(Y=1|Z=1)": 0.22683783824893905, "P(S=1)": 0.027509333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4967, "frac_informative": 0.026490666666666666}
{"mode": "full", "spearman_all": 0.7315961739428724, "spearman_host": 0.6988282250504332, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9504209758648218, "rmse_raw": 0.23391911315402789, "rmse_rescaled": 0.23134538675237165, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7696969696969697, "spearman_alpha": 0.8450913782447985, "pearson_all": 0.9417001933327185, "est_alpha_mean": -1.0207817200699278, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0561673993026934, "est_rho0": 0.2987703794672006, "est_rho1": 0.07712813996108724, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51519.32883860481, "n_steps_run": 2647, "converged": true, "support_auroc": 0.9953488372093023, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.8730824624121748, "wall_seconds": 11.919225931167603, "sweep": "threat_crisis", "arm": "both", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08018133333333333, "P(Y=1|Z=1)": 0.2292572090824527, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4434, "frac_informative": 0.023648}
{"mode": "naive", "spearman_all": 0.6531190081204604, "spearman_host": 0.6691473207816762, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8484708192339229, "rmse_raw": 0.36529229560274284, "rmse_rescaled": 0.30820058361787367, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5030303030303029, "spearman_alpha": 0.2676122697775195, "pearson_all": 0.8937194826818207, "est_alpha_mean": -0.8105888553496733, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.464748257473587, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41670.706408483915, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.8677674371451749, "wall_seconds": 7.937056064605713, "sweep": "threat_crisis", "arm": "both", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08018133333333333, "P(Y=1|Z=1)": 0.2292572090824527, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4434, "frac_informative": 0.023648}
{"mode": "full", "spearman_all": 0.7325351230407285, "spearman_host": 0.6977991426031588, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9516407702673298, "rmse_raw": 0.23485914902861324, "rmse_rescaled": 0.23111522268438958, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7696969696969697, "spearman_alpha": 0.9225580879172384, "pearson_all": 0.9416984179444928, "est_alpha_mean": -0.9562330146862957, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.068583383719441, "est_rho0": 0.2989974871381156, "est_rho1": 0.07712813996108724, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51516.766451543815, "n_steps_run": 2646, "converged": true, "support_auroc": 0.9953488372093023, "support_auprc": 0.9614285714285714, "precision_at_k": 0.9, "auroc_exposed": 0.869459037102642, "wall_seconds": 10.43320918083191, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08018133333333333, "P(Y=1|Z=1)": 0.2292572090824527, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4434, "frac_informative": 0.023648}
{"mode": "full", "spearman_all": 0.7142762129384246, "spearman_host": 0.723483015927625, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.8811808776311096, "rmse_raw": 0.1717060509964896, "rmse_rescaled": 0.15401372845058156, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9285714285714287, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9778965737815241, "est_alpha_mean": -0.9525367533364878, "true_alpha_mean": -1.1010041963271315, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1170667116162356, "est_rho0": 0.33153134106882753, "est_rho1": 0.07712813996108724, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -53267.8866601034, "n_steps_run": 2973, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8237318403921361, "wall_seconds": 11.39261770248413, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08018133333333333, "P(Y=1|Z=1)": 0.2292572090824527, "P(S=1)": 0.024192, "crispr_positive_hosts": 206, "n_informative_cells": 4434, "frac_informative": 0.023648}
{"mode": "full", "spearman_all": 0.7571251468496922, "spearman_host": 0.7032972325458322, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9835858176274046, "rmse_raw": 0.10403441298074492, "rmse_rescaled": 0.10239855083788137, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8531468531468532, "pearson_all": 0.9892725517960858, "est_alpha_mean": -1.0771012515760308, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.027616121555266, "est_rho0": 0.3043182998743031, "est_rho1": 0.08958887622379821, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50118.0279586137, "n_steps_run": 3356, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.880463003753849, "wall_seconds": 12.21659231185913, "sweep": "threat_crisis", "arm": "both", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07717333333333333, "P(Y=1|Z=1)": 0.22021336498805338, "P(S=1)": 0.024314666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "naive", "spearman_all": 0.7413089446131368, "spearman_host": 0.6963989095283404, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.963038894475622, "rmse_raw": 0.3525902225476619, "rmse_rescaled": 0.2725957906988046, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.4825174825174825, "pearson_all": 0.9204645649481517, "est_alpha_mean": -0.7140078094237902, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5430712721688489, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41116.4617630944, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8765575541198972, "wall_seconds": 8.24987506866455, "sweep": "threat_crisis", "arm": "both", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07717333333333333, "P(Y=1|Z=1)": 0.22021336498805338, "P(S=1)": 0.024314666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "full", "spearman_all": 0.7460932583935663, "spearman_host": 0.7032430749559009, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9692542251922017, "rmse_raw": 0.11863937528868986, "rmse_rescaled": 0.11593496898413241, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8251748251748254, "pearson_all": 0.985744568899942, "est_alpha_mean": -0.9663487522895521, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0383683788443534, "est_rho0": 0.3040601658297507, "est_rho1": 0.08958887622379821, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50092.639283768294, "n_steps_run": 3324, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8758386963713675, "wall_seconds": 12.88718295097351, "sweep": "threat_crisis", "arm": "both_crispr_term", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07717333333333333, "P(Y=1|Z=1)": 0.22021336498805338, "P(S=1)": 0.024314666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}
{"mode": "full", "spearman_all": 0.7621176505425079, "spearman_host": 0.6702426551302061, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.984774951076321, "rmse_raw": 0.24580479269299807, "rmse_rescaled": 0.23941814522780294, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.7857142857142858, "pearson_all": 0.9226084671767996, "est_alpha_mean": -1.1390212795419221, "true_alpha_mean": -1.1658264578319488, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9110793193008483, "est_rho0": 0.28194738851276724, "est_rho1": 0.08958887622379821, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51795.98159874774, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8482324238945658, "wall_seconds": 14.475294589996338, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07717333333333333, "P(Y=1|Z=1)": 0.22021336498805338, "P(S=1)": 0.024314666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4257, "frac_informative": 0.022704}