File size: 262,810 Bytes
ebf0084 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 | {"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": 26.684183835983276, "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": 12.46280574798584, "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": 21.947665691375732, "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": 12.89099645614624, "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": 19.14903497695923, "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": 12.556031465530396, "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": 23.99116587638855, "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": 14.07258152961731, "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": 20.408254384994507, "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": 12.629832983016968, "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": 21.738927602767944, "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": 13.146583557128906, "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": 19.048238515853882, "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": 9.897583246231079, "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": 11.669987201690674, "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": 10.533719301223755, "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": 14.405275106430054, "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": 9.82066011428833, "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": 14.256583213806152, "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": 9.924551010131836, "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": 14.04619026184082, "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": 9.82628870010376, "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": 12.312719345092773, "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": 9.43784213066101, "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": 12.143473625183105, "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": 9.636964082717896, "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": 14.099582433700562, "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": 10.205713033676147, "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": 13.73893117904663, "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": 9.685677528381348, "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": 9.717209815979004, "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": 9.956043004989624, "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": 9.743894815444946, "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": 10.503862857818604, "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": 13.978310585021973, "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": 9.748826503753662, "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": 10.499708890914917, "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": 9.556139469146729, "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": 13.458664894104004, "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": 10.125259637832642, "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": 0.7548009821162825, "spearman_host": 0.703210760765682, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9805664812876681, "rmse_raw": 0.12099892015389786, "rmse_rescaled": 0.12012651111995305, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8021028062474066, "pearson_all": 0.9852949969015197, "est_alpha_mean": -1.1517951024097024, "true_alpha_mean": -1.1672880784209816, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9795798831375803, "est_rho0": 0.3111995337429433, "est_rho1": 0.08892129651476642, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48305.57311070089, "n_steps_run": 3320, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8931919138291929, "wall_seconds": 11.859821319580078, "sweep": "threat_crisis", "arm": "physical", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349584, "P(Y=1)": 0.07487466666666667, "P(Y=1|Z=1)": 0.2141821898790181, "P(S=1)": 0.022410666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 4056, "frac_informative": 0.021632}
{"mode": "naive", "spearman_all": 0.6878394070670549, "spearman_host": 0.7020801968416214, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8935762976721071, "rmse_raw": 0.295927346293091, "rmse_rescaled": 0.21348133188545124, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5515151515151515, "spearman_alpha": 0.7600712181471058, "pearson_all": 0.9527937845450359, "est_alpha_mean": -0.8276527119933955, "true_alpha_mean": -1.1672880784209816, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4378250560667951, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39413.72777212777, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8901219814428464, "wall_seconds": 9.673811435699463, "sweep": "threat_crisis", "arm": "physical", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349584, "P(Y=1)": 0.07487466666666667, "P(Y=1|Z=1)": 0.2141821898790181, "P(S=1)": 0.022410666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 4056, "frac_informative": 0.021632}
{"mode": "full", "spearman_all": 0.745146872559541, "spearman_host": 0.7272611681867065, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9192650731359259, "rmse_raw": 0.12969577980036615, "rmse_rescaled": 0.1291612756092322, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8095238095238096, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9853078555382906, "est_alpha_mean": -1.1445173841392786, "true_alpha_mean": -1.219271024827235, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0159016589318066, "est_rho0": 0.349233945514569, "est_rho1": 0.08892129651476642, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49867.667421456776, "n_steps_run": 3682, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8579582964623621, "wall_seconds": 13.409149646759033, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349584, "P(Y=1)": 0.07487466666666667, "P(Y=1|Z=1)": 0.2141821898790181, "P(S=1)": 0.022410666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 4056, "frac_informative": 0.021632}
{"mode": "full", "spearman_all": 0.7288588653506789, "spearman_host": 0.7025507009896585, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9468649218611292, "rmse_raw": 0.202830247261113, "rmse_rescaled": 0.20101614353299116, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5757575757575757, "spearman_alpha": 0.8546422913727825, "pearson_all": 0.962535033173471, "est_alpha_mean": -1.0106547709407077, "true_alpha_mean": -0.9751221593154639, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9638037394185087, "est_rho0": 0.30725965840868397, "est_rho1": 0.09366983828625605, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46921.534137468865, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8910396329985455, "wall_seconds": 14.16373085975647, "sweep": "threat_crisis", "arm": "physical", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496106666666667, "P(Y=1)": 0.07436266666666666, "P(Y=1|Z=1)": 0.21270136685379545, "P(S=1)": 0.020064, "crispr_positive_hosts": 206, "n_informative_cells": 3477, "frac_informative": 0.018544}
{"mode": "naive", "spearman_all": 0.6081802033959104, "spearman_host": 0.5789875109180793, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7900905485849943, "rmse_raw": 0.4376346899016375, "rmse_rescaled": 0.3844148462294333, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5878787878787878, "spearman_alpha": 0.6795106742881959, "pearson_all": 0.8577059513776476, "est_alpha_mean": -0.4588189819049628, "true_alpha_mean": -0.9751221593154639, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.4833258223216201, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39778.467142234316, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9947674418604651, "support_auprc": 0.9430122655122656, "precision_at_k": 0.9, "auroc_exposed": 0.882612853662826, "wall_seconds": 9.337374448776245, "sweep": "threat_crisis", "arm": "physical", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496106666666667, "P(Y=1)": 0.07436266666666666, "P(Y=1|Z=1)": 0.21270136685379545, "P(S=1)": 0.020064, "crispr_positive_hosts": 206, "n_informative_cells": 3477, "frac_informative": 0.018544}
{"mode": "full", "spearman_all": 0.7706261555603073, "spearman_host": 0.708674946237669, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.964527027027027, "rmse_raw": 0.15134752738922602, "rmse_rescaled": 0.1509117913761794, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857144, "spearman_alpha": 0.5714285714285715, "pearson_all": 0.977034084991027, "est_alpha_mean": -0.9539074543048134, "true_alpha_mean": -0.9443687020492678, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.983883958250439, "est_rho0": 0.30774660273417576, "est_rho1": 0.09366983828625605, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48040.3345917322, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8746602230907246, "wall_seconds": 14.715204954147339, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496106666666667, "P(Y=1)": 0.07436266666666666, "P(Y=1|Z=1)": 0.21270136685379545, "P(S=1)": 0.020064, "crispr_positive_hosts": 206, "n_informative_cells": 3477, "frac_informative": 0.018544}
{"mode": "full", "spearman_all": 0.7481258426405754, "spearman_host": 0.702809814236451, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9718947675738799, "rmse_raw": 0.1897881880181952, "rmse_rescaled": 0.186094267719937, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.6013986013986015, "pearson_all": 0.9715301162444955, "est_alpha_mean": -1.1582572405634972, "true_alpha_mean": -1.1550435997081454, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9537096929810431, "est_rho0": 0.32296096521516976, "est_rho1": 0.09537993568912334, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50256.61884842641, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.880895175432538, "wall_seconds": 13.863884210586548, "sweep": "threat_crisis", "arm": "physical", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35047466666666666, "P(Y=1)": 0.080272, "P(Y=1|Z=1)": 0.2290379523389232, "P(S=1)": 0.023504, "crispr_positive_hosts": 206, "n_informative_cells": 4030, "frac_informative": 0.021493333333333333}
{"mode": "naive", "spearman_all": 0.6985547585230988, "spearman_host": 0.6764689164336438, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9074966749927011, "rmse_raw": 0.4416846144114537, "rmse_rescaled": 0.35522777638898945, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.8041958041958043, "pearson_all": 0.8932272536346806, "est_alpha_mean": -0.6859965046097063, "true_alpha_mean": -1.1550435997081454, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5924133271973266, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41702.56689439384, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9767441860465116, "support_auprc": 0.9333333333333332, "precision_at_k": 0.9, "auroc_exposed": 0.8749840971583064, "wall_seconds": 9.34956979751587, "sweep": "threat_crisis", "arm": "physical", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35047466666666666, "P(Y=1)": 0.080272, "P(Y=1|Z=1)": 0.2290379523389232, "P(S=1)": 0.023504, "crispr_positive_hosts": 206, "n_informative_cells": 4030, "frac_informative": 0.021493333333333333}
{"mode": "full", "spearman_all": 0.7415429685213767, "spearman_host": 0.6474021570560564, "spearman_all_ceiling": 0.7603790354444067, "spearman_all_frac_ceiling": 0.9752280559497263, "rmse_raw": 0.19085253810641162, "rmse_rescaled": 0.1863985676879386, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7999999999999999, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.963533967546731, "est_alpha_mean": -1.1864579497229824, "true_alpha_mean": -1.1553628640319578, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.941775215139235, "est_rho0": 0.2962541206540312, "est_rho1": 0.09537993568912338, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52263.81557110013, "n_steps_run": 3436, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8522933336028575, "wall_seconds": 12.393416166305542, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35047466666666666, "P(Y=1)": 0.080272, "P(Y=1|Z=1)": 0.2290379523389232, "P(S=1)": 0.023504, "crispr_positive_hosts": 206, "n_informative_cells": 4030, "frac_informative": 0.021493333333333333}
{"mode": "full", "spearman_all": 0.7546986020231657, "spearman_host": 0.7009191686202059, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9804334786948787, "rmse_raw": 0.1585520116965406, "rmse_rescaled": 0.158550316738202, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.7705791151721809, "pearson_all": 0.9736700883248781, "est_alpha_mean": -0.9859689619607973, "true_alpha_mean": -1.0024623705358653, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.001076834898599, "est_rho0": 0.3096996525903045, "est_rho1": 0.08316645313176387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49252.13590626795, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9046599683596137, "wall_seconds": 13.571921586990356, "sweep": "threat_crisis", "arm": "physical", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350112, "P(Y=1)": 0.077968, "P(Y=1|Z=1)": 0.22269445206105476, "P(S=1)": 0.026026666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4785, "frac_informative": 0.02552}
{"mode": "naive", "spearman_all": 0.6825431100548454, "spearman_host": 0.6289083395170177, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8866958464695189, "rmse_raw": 0.44218888854935423, "rmse_rescaled": 0.39848912425462496, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7333333333333332, "spearman_alpha": 0.6234685568211282, "pearson_all": 0.820001624002771, "est_alpha_mean": -0.6071979125492057, "true_alpha_mean": -1.0024623705358653, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4997532408138188, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39768.87037756367, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9854651162790697, "support_auprc": 0.9207070707070708, "precision_at_k": 0.8, "auroc_exposed": 0.8969358694529421, "wall_seconds": 9.662947177886963, "sweep": "threat_crisis", "arm": "physical", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350112, "P(Y=1)": 0.077968, "P(Y=1|Z=1)": 0.22269445206105476, "P(S=1)": 0.026026666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4785, "frac_informative": 0.02552}
{"mode": "full", "spearman_all": 0.7860378446478398, "spearman_host": 0.7242563219455657, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9697110239029613, "rmse_raw": 0.22084157307549432, "rmse_rescaled": 0.1800420284641486, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8333333333333335, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.968566429307744, "est_alpha_mean": -0.7779996862034779, "true_alpha_mean": -0.835811569797358, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.2182709947545487, "est_rho0": 0.3145252160504361, "est_rho1": 0.08316645313176387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51650.05088797183, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8533740105666507, "wall_seconds": 14.614504098892212, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350112, "P(Y=1)": 0.077968, "P(Y=1|Z=1)": 0.22269445206105476, "P(S=1)": 0.026026666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4785, "frac_informative": 0.02552}
{"mode": "full", "spearman_all": 0.7496644979323528, "spearman_host": 0.7002421842345409, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9738936438884584, "rmse_raw": 0.2631056264855676, "rmse_rescaled": 0.2624687546850806, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.7075317330217298, "pearson_all": 0.9510718162385591, "est_alpha_mean": -1.2755977017603088, "true_alpha_mean": -1.3194798470008784, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9779815818239046, "est_rho0": 0.3058560785722792, "est_rho1": 0.09702571246085052, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47514.28638593043, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9947674418604651, "support_auprc": 0.9669230769230769, "precision_at_k": 0.9, "auroc_exposed": 0.9137499753690659, "wall_seconds": 15.517283916473389, "sweep": "threat_crisis", "arm": "physical", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35053866666666667, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.2198521133189301, "P(S=1)": 0.02392, "crispr_positive_hosts": 206, "n_informative_cells": 4112, "frac_informative": 0.021930666666666668}
{"mode": "naive", "spearman_all": 0.6982447204333337, "spearman_host": 0.6971212862166252, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9070939026514494, "rmse_raw": 0.482125521837314, "rmse_rescaled": 0.36915660874101064, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.2451842639184212, "pearson_all": 0.9011478368778063, "est_alpha_mean": -0.7484921156626445, "true_alpha_mean": -1.3194798470008784, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.674252758059309, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39343.3910488742, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9924418604651163, "support_auprc": 0.9566666666666667, "precision_at_k": 0.9, "auroc_exposed": 0.9079178513133754, "wall_seconds": 10.0841224193573, "sweep": "threat_crisis", "arm": "physical", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35053866666666667, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.2198521133189301, "P(S=1)": 0.02392, "crispr_positive_hosts": 206, "n_informative_cells": 4112, "frac_informative": 0.021930666666666668}
{"mode": "full", "spearman_all": 0.6943900138582327, "spearman_host": 0.6705782798949182, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8972602739726028, "rmse_raw": 0.2857889472938173, "rmse_rescaled": 0.28361599331469245, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9350422829373473, "est_alpha_mean": -1.3120117269353497, "true_alpha_mean": -1.3460915828092426, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9549880839666666, "est_rho0": 0.2745597153594233, "est_rho1": 0.09702571246085052, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50697.7626396708, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8619741126857814, "wall_seconds": 14.176912546157837, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35053866666666667, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.2198521133189301, "P(S=1)": 0.02392, "crispr_positive_hosts": 206, "n_informative_cells": 4112, "frac_informative": 0.021930666666666668}
{"mode": "full", "spearman_all": 0.7172974060548137, "spearman_host": 0.6933640228761843, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9318453607729713, "rmse_raw": 0.24897875615596576, "rmse_rescaled": 0.24607460507617265, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.7355527917552636, "pearson_all": 0.9450104148706892, "est_alpha_mean": -0.9051369669326491, "true_alpha_mean": -0.9202287523146246, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9499819167543538, "est_rho0": 0.31051252526584705, "est_rho1": 0.08460090858739713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -43969.65563624741, "n_steps_run": 4000, "converged": false, "support_auroc": 0.997093023255814, "support_auprc": 0.9809090909090908, "precision_at_k": 0.9, "auroc_exposed": 0.9443735100588494, "wall_seconds": 14.126464128494263, "sweep": "threat_crisis", "arm": "physical", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3501706666666667, "P(Y=1)": 0.073568, "P(Y=1|Z=1)": 0.21009184093089844, "P(S=1)": 0.025301333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4523, "frac_informative": 0.024122666666666667}
{"mode": "naive", "spearman_all": 0.5911351664296952, "spearman_host": 0.5615754725187749, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.767947238868414, "rmse_raw": 0.5892325087603082, "rmse_rescaled": 0.5638115373312114, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.0303030303030303, "spearman_alpha": 0.6024527627709778, "pearson_all": 0.6637261334531099, "est_alpha_mean": -0.29985803055690513, "true_alpha_mean": -0.9202287523146246, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.5036109475738682, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37140.11787517645, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9691860465116279, "support_auprc": 0.8446428571428571, "precision_at_k": 0.7, "auroc_exposed": 0.9330500397860927, "wall_seconds": 9.665389060974121, "sweep": "threat_crisis", "arm": "physical", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3501706666666667, "P(Y=1)": 0.073568, "P(Y=1|Z=1)": 0.21009184093089844, "P(S=1)": 0.025301333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4523, "frac_informative": 0.024122666666666667}
{"mode": "full", "spearman_all": 0.6801811237643763, "spearman_host": 0.695732377112383, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.8391188012843382, "rmse_raw": 0.2240383948916092, "rmse_rescaled": 0.22402924514393313, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.880952380952381, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.9607155278352707, "est_alpha_mean": -0.9343700584496417, "true_alpha_mean": -0.9896919704643539, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9974472873442081, "est_rho0": 0.3088778968470337, "est_rho1": 0.08460090858739713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -44732.25522943792, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9321664724517584, "wall_seconds": 16.259587049484253, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3501706666666667, "P(Y=1)": 0.073568, "P(Y=1|Z=1)": 0.21009184093089844, "P(S=1)": 0.025301333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4523, "frac_informative": 0.024122666666666667}
{"mode": "full", "spearman_all": 0.7222616214753557, "spearman_host": 0.6999724022451002, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.938294402788824, "rmse_raw": 0.2947284584226378, "rmse_rescaled": 0.2941164254321051, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.28484848484848485, "spearman_alpha": 0.8803035190049984, "pearson_all": 0.910114259686574, "est_alpha_mean": -1.050963145989226, "true_alpha_mean": -1.0264444606882213, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.971687113947654, "est_rho0": 0.29873455048720254, "est_rho1": 0.0806989411022115, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50182.829072670924, "n_steps_run": 2831, "converged": true, "support_auroc": 0.9953488372093023, "support_auprc": 0.9532467532467532, "precision_at_k": 0.8, "auroc_exposed": 0.85950497930506, "wall_seconds": 12.158355236053467, "sweep": "threat_crisis", "arm": "physical", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349792, "P(Y=1)": 0.07522133333333333, "P(Y=1|Z=1)": 0.21504589394078005, "P(S=1)": 0.023605333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4287, "frac_informative": 0.022864}
{"mode": "naive", "spearman_all": 0.6202507952854008, "spearman_host": 0.6979751698638768, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8057715268780429, "rmse_raw": 0.36860675561034717, "rmse_rescaled": 0.33685280273055507, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.32121212121212117, "spearman_alpha": 0.7746670967243986, "pearson_all": 0.8801794464762739, "est_alpha_mean": -0.82725927840607, "true_alpha_mean": -1.0264444606882213, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.311280885685315, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40700.767356744735, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9918604651162791, "support_auprc": 0.9421356421356422, "precision_at_k": 0.8, "auroc_exposed": 0.8544605470430463, "wall_seconds": 10.495706558227539, "sweep": "threat_crisis", "arm": "physical", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349792, "P(Y=1)": 0.07522133333333333, "P(Y=1|Z=1)": 0.21504589394078005, "P(S=1)": 0.023605333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4287, "frac_informative": 0.022864}
{"mode": "full", "spearman_all": 0.7542841633023659, "spearman_host": 0.7080860447865638, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9440731492361928, "rmse_raw": 0.20603317938573373, "rmse_rescaled": 0.20311803212429527, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8571428571428573, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.9528942538657649, "est_alpha_mean": -0.9504180957269305, "true_alpha_mean": -0.9570287369167716, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9491816078976432, "est_rho0": 0.3144351978239564, "est_rho1": 0.0806989411022115, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52007.29050213252, "n_steps_run": 3287, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8107374511096324, "wall_seconds": 13.526809453964233, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349792, "P(Y=1)": 0.07522133333333333, "P(Y=1|Z=1)": 0.21504589394078005, "P(S=1)": 0.023605333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4287, "frac_informative": 0.022864}
{"mode": "full", "spearman_all": 0.7007842461577171, "spearman_host": 0.6976594888032288, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9103930157457597, "rmse_raw": 0.3113635286324692, "rmse_rescaled": 0.31111083844303566, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.34545454545454546, "spearman_alpha": 0.9071817764981585, "pearson_all": 0.9088071759596081, "est_alpha_mean": -1.0300296483199831, "true_alpha_mean": -1.054025455259582, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0187220624287028, "est_rho0": 0.2977844443064256, "est_rho1": 0.09264784963706528, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48887.12978833945, "n_steps_run": 2626, "converged": true, "support_auroc": 0.9906976744186047, "support_auprc": 0.9408119658119659, "precision_at_k": 0.8, "auroc_exposed": 0.8741056588554977, "wall_seconds": 10.483681678771973, "sweep": "threat_crisis", "arm": "physical", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34959466666666666, "P(Y=1)": 0.07690666666666666, "P(Y=1|Z=1)": 0.21998810050496576, "P(S=1)": 0.020954666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3457, "frac_informative": 0.018437333333333333}
{"mode": "naive", "spearman_all": 0.5608980799040726, "spearman_host": 0.6468518106590692, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.72866605847608, "rmse_raw": 0.4981938329723123, "rmse_rescaled": 0.4495788613880622, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.6059553951126696, "pearson_all": 0.7980407932649095, "est_alpha_mean": -0.6884477619605643, "true_alpha_mean": -1.054025455259582, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5565848305142025, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41522.11471170982, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9825581395348837, "support_auprc": 0.8488566988566989, "precision_at_k": 0.7, "auroc_exposed": 0.8684992406821516, "wall_seconds": 10.47005033493042, "sweep": "threat_crisis", "arm": "physical", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34959466666666666, "P(Y=1)": 0.07690666666666666, "P(Y=1|Z=1)": 0.21998810050496576, "P(S=1)": 0.020954666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3457, "frac_informative": 0.018437333333333333}
{"mode": "full", "spearman_all": 0.477839600947544, "spearman_host": 0.5949264838187143, "spearman_all_ceiling": 0.7311388338572373, "spearman_all_frac_ceiling": 0.6535552193645993, "rmse_raw": 0.36394617936421575, "rmse_rescaled": 0.28315121994053677, "sign_acc_W": 1.0, "spearman_W_nonzero": NaN, "spearman_alpha": 0.5714285714285715, "pearson_all": 0.7988364407869191, "est_alpha_mean": -1.0396203882385417, "true_alpha_mean": -0.9890164430838109, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.6056975673409173, "est_rho0": 0.2580933598501727, "est_rho1": 0.09264784963706528, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52153.26707143764, "n_steps_run": 3148, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8065485362701599, "wall_seconds": 13.344038963317871, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34959466666666666, "P(Y=1)": 0.07690666666666666, "P(Y=1|Z=1)": 0.21998810050496576, "P(S=1)": 0.020954666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3457, "frac_informative": 0.018437333333333333}
{"mode": "full", "spearman_all": 0.6951383585836456, "spearman_host": 0.6954626744717458, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9030584093482813, "rmse_raw": 0.22867264028302167, "rmse_rescaled": 0.21488386431929088, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.7460606887803388, "pearson_all": 0.9439237603044998, "est_alpha_mean": -1.0523810487786436, "true_alpha_mean": -1.0470552697470432, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8875019712584268, "est_rho0": 0.3075206371559951, "est_rho1": 0.07460876474981588, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50186.294457044736, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9982558139534884, "support_auprc": 0.9809090909090908, "precision_at_k": 0.9, "auroc_exposed": 0.8858436303486671, "wall_seconds": 16.512720346450806, "sweep": "threat_crisis", "arm": "physical", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34990933333333335, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.21847945372515548, "P(S=1)": 0.025744, "crispr_positive_hosts": 206, "n_informative_cells": 4747, "frac_informative": 0.025317333333333334}
{"mode": "naive", "spearman_all": 0.6050488707918036, "spearman_host": 0.6548977700826979, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7860226156250484, "rmse_raw": 0.38059129215026005, "rmse_rescaled": 0.3427881566781565, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6606060606060605, "spearman_alpha": 0.4518395720782334, "pearson_all": 0.851621398661035, "est_alpha_mean": -0.6314629332843826, "true_alpha_mean": -1.0470552697470432, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4231497415255707, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40729.4188749144, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9866279069767442, "support_auprc": 0.8752888777888778, "precision_at_k": 0.8, "auroc_exposed": 0.8729413228215884, "wall_seconds": 10.175968170166016, "sweep": "threat_crisis", "arm": "physical", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34990933333333335, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.21847945372515548, "P(S=1)": 0.025744, "crispr_positive_hosts": 206, "n_informative_cells": 4747, "frac_informative": 0.025317333333333334}
{"mode": "full", "spearman_all": 0.7523186979328779, "spearman_host": 0.7273937349326393, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9281127363539068, "rmse_raw": 0.11090446539013418, "rmse_rescaled": 0.11083473829259148, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9761904761904763, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.9875314747732344, "est_alpha_mean": -1.0154600777837923, "true_alpha_mean": -1.043365821504733, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0057105490125973, "est_rho0": 0.31154659095555387, "est_rho1": 0.07460876474981586, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51547.90931019278, "n_steps_run": 2740, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8366217265993557, "wall_seconds": 11.374351263046265, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34990933333333335, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.21847945372515548, "P(S=1)": 0.025744, "crispr_positive_hosts": 206, "n_informative_cells": 4747, "frac_informative": 0.025317333333333334}
{"mode": "full", "spearman_all": 0.7022550235929794, "spearman_host": 0.6804945497046923, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9123037115299768, "rmse_raw": 0.4537447494570669, "rmse_rescaled": 0.41434057419713105, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4424242424242424, "spearman_alpha": 0.6900185713132712, "pearson_all": 0.8584885359023339, "est_alpha_mean": -1.0433586847966707, "true_alpha_mean": -1.0296866595191003, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.7916910835694341, "est_rho0": 0.31232744815107377, "est_rho1": 0.08918622001359941, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46826.253999166525, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9843023255813953, "support_auprc": 0.9265079365079366, "precision_at_k": 0.9, "auroc_exposed": 0.9009330100971686, "wall_seconds": 16.666192054748535, "sweep": "threat_crisis", "arm": "physical", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34901333333333334, "P(Y=1)": 0.07473066666666667, "P(Y=1|Z=1)": 0.214119804400978, "P(S=1)": 0.021552, "crispr_positive_hosts": 206, "n_informative_cells": 3749, "frac_informative": 0.019994666666666668}
{"mode": "naive", "spearman_all": 0.6570479697933367, "spearman_host": 0.6271007912072922, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8535749568993041, "rmse_raw": 0.5168227158415323, "rmse_rescaled": 0.4666955798948948, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.3696969696969697, "spearman_alpha": 0.4798606308117672, "pearson_all": 0.8168269534919222, "est_alpha_mean": -0.565166766401656, "true_alpha_mean": -1.0296866595191003, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4964435375147631, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39366.729135623675, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9401162790697675, "support_auprc": 0.8509595959595959, "precision_at_k": 0.8, "auroc_exposed": 0.8946203542165472, "wall_seconds": 10.348017930984497, "sweep": "threat_crisis", "arm": "physical", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34901333333333334, "P(Y=1)": 0.07473066666666667, "P(Y=1|Z=1)": 0.214119804400978, "P(S=1)": 0.021552, "crispr_positive_hosts": 206, "n_informative_cells": 3749, "frac_informative": 0.019994666666666668}
{"mode": "full", "spearman_all": 0.747092984804948, "spearman_host": 0.6864804720573886, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9495938346177881, "rmse_raw": 0.237951909958232, "rmse_rescaled": 0.2339607230554965, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9497422415940273, "est_alpha_mean": -0.9219441787549074, "true_alpha_mean": -1.0055501656178203, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9428004946808924, "est_rho0": 0.3188351875775656, "est_rho1": 0.08918622001359941, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48277.16058334105, "n_steps_run": 3395, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8801699483310464, "wall_seconds": 14.332903623580933, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34901333333333334, "P(Y=1)": 0.07473066666666667, "P(Y=1|Z=1)": 0.214119804400978, "P(S=1)": 0.021552, "crispr_positive_hosts": 206, "n_informative_cells": 3749, "frac_informative": 0.019994666666666668}
{"mode": "full", "spearman_all": 0.7582787757466433, "spearman_host": 0.7033243113407978, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9850845038440327, "rmse_raw": 0.11417739291411512, "rmse_rescaled": 0.10835622281969463, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.8461538461538463, "pearson_all": 0.9893221034693681, "est_alpha_mean": -1.1236274980667156, "true_alpha_mean": -1.0824062054947114, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9536541601860139, "est_rho0": 0.3012042817320219, "est_rho1": 0.08795376792671074, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48215.13960745673, "n_steps_run": 2664, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9087548660857365, "wall_seconds": 10.953250169754028, "sweep": "threat_crisis", "arm": "physical", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35069866666666666, "P(Y=1)": 0.07384, "P(Y=1|Z=1)": 0.21055112841413712, "P(S=1)": 0.026021333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4633, "frac_informative": 0.024709333333333333}
{"mode": "naive", "spearman_all": 0.6736094064007135, "spearman_host": 0.6958437942315452, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8750900184902844, "rmse_raw": 0.3962765547301077, "rmse_rescaled": 0.3008469738552073, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.6713286713286714, "pearson_all": 0.9150913736405052, "est_alpha_mean": -0.7385202693227028, "true_alpha_mean": -1.0824062054947114, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6034309243152127, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38551.55089045697, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9988372093023256, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9016662961057769, "wall_seconds": 10.333101749420166, "sweep": "threat_crisis", "arm": "physical", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35069866666666666, "P(Y=1)": 0.07384, "P(Y=1|Z=1)": 0.21055112841413712, "P(S=1)": 0.026021333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4633, "frac_informative": 0.024709333333333333}
{"mode": "full", "spearman_all": 0.7901515222004134, "spearman_host": 0.7442191049012239, "spearman_all_ceiling": 0.8216480300177611, "spearman_all_frac_ceiling": 0.9616666666666664, "rmse_raw": 0.15627707975759245, "rmse_rescaled": 0.14607858504118088, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.984380618570445, "est_alpha_mean": -0.9860140065438306, "true_alpha_mean": -1.0888934488481574, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0716834169346354, "est_rho0": 0.30804704605916383, "est_rho1": 0.08795376792671077, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49786.34388477154, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8751880846095457, "wall_seconds": 16.143420457839966, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35069866666666666, "P(Y=1)": 0.07384, "P(Y=1|Z=1)": 0.21055112841413712, "P(S=1)": 0.026021333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4633, "frac_informative": 0.024709333333333333}
{"mode": "full", "spearman_all": 0.7525127634206461, "spearman_host": 0.7013332283760354, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9775938426611179, "rmse_raw": 0.22969213276484973, "rmse_rescaled": 0.22809029621955076, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8510677611520904, "spearman_alpha": 0.8169216656366385, "pearson_all": 0.9580424741782362, "est_alpha_mean": -1.3526753612532374, "true_alpha_mean": -1.294661132719732, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9658832358179773, "est_rho0": 0.2982235211571415, "est_rho1": 0.10109293019452072, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47929.87783598115, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.9622222222222222, "precision_at_k": 0.9, "auroc_exposed": 0.9078100550150183, "wall_seconds": 16.64346146583557, "sweep": "threat_crisis", "arm": "physical", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350992, "P(Y=1)": 0.07693333333333334, "P(Y=1|Z=1)": 0.21918828159426235, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4141, "frac_informative": 0.022085333333333332}
{"mode": "naive", "spearman_all": 0.7241045588004031, "spearman_host": 0.6920511755127906, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9406885737171511, "rmse_raw": 0.4380552097151959, "rmse_rescaled": 0.33597904639019316, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8145934285312865, "spearman_alpha": 0.7253700996601187, "pearson_all": 0.9069272653503018, "est_alpha_mean": -0.7741626058824278, "true_alpha_mean": -1.294661132719732, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6319643263872585, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39769.40844357459, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9930232558139535, "support_auprc": 0.9503174603174603, "precision_at_k": 0.9, "auroc_exposed": 0.9020135433310302, "wall_seconds": 10.289494752883911, "sweep": "threat_crisis", "arm": "physical", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350992, "P(Y=1)": 0.07693333333333334, "P(Y=1|Z=1)": 0.21918828159426235, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4141, "frac_informative": 0.022085333333333332}
{"mode": "full", "spearman_all": 0.7868214512988777, "spearman_host": 0.7093997480236446, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9847972972972973, "rmse_raw": 0.18188417887350394, "rmse_rescaled": 0.1745598700098206, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8928571428571429, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9787316132406956, "est_alpha_mean": -1.2470079273359764, "true_alpha_mean": -1.3779065670938804, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0648324114166288, "est_rho0": 0.3049585531938235, "est_rho1": 0.10109293019452072, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49686.07094457929, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8816787192810779, "wall_seconds": 16.52558708190918, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350992, "P(Y=1)": 0.07693333333333334, "P(Y=1|Z=1)": 0.21918828159426235, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4141, "frac_informative": 0.022085333333333332}
{"mode": "full", "spearman_all": 0.7366072904468064, "spearman_host": 0.7033393877989583, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9569309473593053, "rmse_raw": 0.1157915356055013, "rmse_rescaled": 0.1156536920096364, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.9317002028900007, "pearson_all": 0.987898138445437, "est_alpha_mean": -1.081051416670812, "true_alpha_mean": -1.0964363745937376, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0076709827475197, "est_rho0": 0.30134224810600646, "est_rho1": 0.08689685742188862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47478.568090117245, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218370614889432, "wall_seconds": 17.531970739364624, "sweep": "threat_crisis", "arm": "physical", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349312, "P(Y=1)": 0.07697066666666667, "P(Y=1|Z=1)": 0.22034933431049225, "P(S=1)": 0.024682666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4435, "frac_informative": 0.023653333333333332}
{"mode": "naive", "spearman_all": 0.6214172003132716, "spearman_host": 0.6324929718391141, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8072868106429483, "rmse_raw": 0.439022594079692, "rmse_rescaled": 0.3869623031594454, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6848484848484848, "spearman_alpha": 0.665500144921429, "pearson_all": 0.8564553528113998, "est_alpha_mean": -0.7131471727058106, "true_alpha_mean": -1.0964363745937376, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4754159034578773, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37978.75376224627, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9604651162790697, "support_auprc": 0.8950973146095098, "precision_at_k": 0.8, "auroc_exposed": 0.9171665877510176, "wall_seconds": 10.63026738166809, "sweep": "threat_crisis", "arm": "physical", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349312, "P(Y=1)": 0.07697066666666667, "P(Y=1|Z=1)": 0.22034933431049225, "P(S=1)": 0.024682666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4435, "frac_informative": 0.023653333333333332}
{"mode": "full", "spearman_all": 0.7470631898744485, "spearman_host": 0.6891334917134515, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9495559637196797, "rmse_raw": 0.15607389060868787, "rmse_rescaled": 0.15565057630375861, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857143, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9777710455675934, "est_alpha_mean": -1.0268244148006915, "true_alpha_mean": -1.116477433473703, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.984505970735447, "est_rho0": 0.3004494349731638, "est_rho1": 0.08689685742188862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48869.13777614865, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.895999881121747, "wall_seconds": 17.199888944625854, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349312, "P(Y=1)": 0.07697066666666667, "P(Y=1|Z=1)": 0.22034933431049225, "P(S=1)": 0.024682666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4435, "frac_informative": 0.023653333333333332}
{"mode": "full", "spearman_all": 0.6949871479466732, "spearman_host": 0.6924844733853271, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9028619707032048, "rmse_raw": 0.3210341534331604, "rmse_rescaled": 0.32063357985871294, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.41818181818181815, "spearman_alpha": 0.8732610908529584, "pearson_all": 0.8870124735924335, "est_alpha_mean": -1.0242229062215704, "true_alpha_mean": -1.0148632291847692, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9748677223588875, "est_rho0": 0.28858492783350737, "est_rho1": 0.08408299578322105, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49341.66637026789, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9813953488372092, "support_auprc": 0.8766013071895425, "precision_at_k": 0.8, "auroc_exposed": 0.9004378535784411, "wall_seconds": 17.492154598236084, "sweep": "threat_crisis", "arm": "physical", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3490453333333333, "P(Y=1)": 0.08406933333333333, "P(Y=1|Z=1)": 0.24085505607676558, "P(S=1)": 0.022970666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "naive", "spearman_all": 0.6701349633140554, "spearman_host": 0.6768654391362344, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8705763486453322, "rmse_raw": 0.45132395060528, "rmse_rescaled": 0.40750440742815486, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.35757575757575755, "spearman_alpha": 0.5915639647713589, "pearson_all": 0.8096768629625908, "est_alpha_mean": -0.7088308014623413, "true_alpha_mean": -1.0148632291847692, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.517639307861758, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40866.27116220052, "n_steps_run": 4000, "converged": false, "support_auroc": 0.95, "support_auprc": 0.7983333333333333, "precision_at_k": 0.7, "auroc_exposed": 0.891247222482846, "wall_seconds": 10.59631085395813, "sweep": "threat_crisis", "arm": "physical", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3490453333333333, "P(Y=1)": 0.08406933333333333, "P(Y=1|Z=1)": 0.24085505607676558, "P(S=1)": 0.022970666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "full", "spearman_all": 0.6737974557766453, "spearman_host": 0.690739266768437, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.8564314252712503, "rmse_raw": 0.1649863570926585, "rmse_rescaled": 0.15837103970595834, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9717566142999511, "est_alpha_mean": -1.1708450596460964, "true_alpha_mean": -0.9830232966035078, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9331300197053773, "est_rho0": 0.28623088028020316, "est_rho1": 0.08408299578322105, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50376.11742851289, "n_steps_run": 3177, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.885631534647166, "wall_seconds": 14.05647897720337, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3490453333333333, "P(Y=1)": 0.08406933333333333, "P(Y=1|Z=1)": 0.24085505607676558, "P(S=1)": 0.022970666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "full", "spearman_all": 0.7321025663496702, "spearman_host": 0.6637358012375547, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9510788332765759, "rmse_raw": 0.1688480650543068, "rmse_rescaled": 0.16773604870734998, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9632238939652261, "pearson_all": 0.9751244275707106, "est_alpha_mean": -1.0323970101809188, "true_alpha_mean": -1.0350256022125948, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 0.9746877177563334, "est_rho0": 0.2932671390480926, "est_rho1": 0.08536114332813387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49060.327056169925, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8968608608486653, "wall_seconds": 17.915026903152466, "sweep": "threat_crisis", "arm": "physical", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35104, "P(Y=1)": 0.08138666666666666, "P(Y=1|Z=1)": 0.23184442418717716, "P(S=1)": 0.022122666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3868, "frac_informative": 0.020629333333333333}
{"mode": "naive", "spearman_all": 0.5942889727127789, "spearman_host": 0.6134764804457837, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.77204436751946, "rmse_raw": 0.3892645121050794, "rmse_rescaled": 0.28735859261298613, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.8931712471313916, "pearson_all": 0.9255669140207798, "est_alpha_mean": -0.6408643994690456, "true_alpha_mean": -1.0350256022125948, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.590218143494944, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41125.48795727861, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.976923076923077, "precision_at_k": 0.9, "auroc_exposed": 0.8901066242876636, "wall_seconds": 10.46893572807312, "sweep": "threat_crisis", "arm": "physical", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35104, "P(Y=1)": 0.08138666666666666, "P(Y=1|Z=1)": 0.23184442418717716, "P(S=1)": 0.022122666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3868, "frac_informative": 0.020629333333333333}
{"mode": "full", "spearman_all": 0.7649343306087084, "spearman_host": 0.7089920470190333, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9574030552291423, "rmse_raw": 0.185604831982549, "rmse_rescaled": 0.18559314875918573, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857144, "spearman_alpha": 0.7380952380952381, "pearson_all": 0.9729441459302455, "est_alpha_mean": -1.2082778876457718, "true_alpha_mean": -1.1712857148486384, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9973618006354216, "est_rho0": 0.2896212519976808, "est_rho1": 0.08536114332813387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49789.87648242454, "n_steps_run": 3875, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8827234579524529, "wall_seconds": 15.662949323654175, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35104, "P(Y=1)": 0.08138666666666666, "P(Y=1|Z=1)": 0.23184442418717716, "P(S=1)": 0.022122666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3868, "frac_informative": 0.020629333333333333}
{"mode": "full", "spearman_all": 0.7577425369868073, "spearman_host": 0.7008210058842844, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843878728561024, "rmse_raw": 0.28815857531711564, "rmse_rescaled": 0.2879645431334978, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.05471149893120582, "spearman_alpha": 0.8651501883978577, "pearson_all": 0.9392232519001738, "est_alpha_mean": -1.080546516276099, "true_alpha_mean": -1.0987673040503037, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9869372160499567, "est_rho0": 0.3135381985462344, "est_rho1": 0.09202237218363483, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45464.757365835205, "n_steps_run": 3730, "converged": true, "support_auroc": 0.9976744186046511, "support_auprc": 0.9733333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.9283265084046514, "wall_seconds": 15.191057443618774, "sweep": "threat_crisis", "arm": "physical", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34852266666666665, "P(Y=1)": 0.07953066666666667, "P(Y=1|Z=1)": 0.22819367080859398, "P(S=1)": 0.021472, "crispr_positive_hosts": 206, "n_informative_cells": 3538, "frac_informative": 0.01886933333333333}
{"mode": "naive", "spearman_all": 0.632099689053598, "spearman_host": 0.5714899088468393, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8211644958125249, "rmse_raw": 0.5896510247662883, "rmse_rescaled": 0.5244657075065328, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.12766016417281356, "spearman_alpha": 0.9352028352316923, "pearson_all": 0.7820011182024775, "est_alpha_mean": -0.5631385513185242, "true_alpha_mean": -1.0987673040503037, "est_alpha_frac_negative": 0.75, "f_defense_load": NaN, "optimal_scale": 1.6765593822484266, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38954.11231102008, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9709302325581395, "support_auprc": 0.8863354037267082, "precision_at_k": 0.8, "auroc_exposed": 0.9179006155912716, "wall_seconds": 10.423858642578125, "sweep": "threat_crisis", "arm": "physical", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34852266666666665, "P(Y=1)": 0.07953066666666667, "P(Y=1|Z=1)": 0.22819367080859398, "P(S=1)": 0.021472, "crispr_positive_hosts": 206, "n_informative_cells": 3538, "frac_informative": 0.01886933333333333}
{"mode": "full", "spearman_all": 0.6959953648172069, "spearman_host": 0.5583837156911353, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8993346379647748, "rmse_raw": 0.45641121435323123, "rmse_rescaled": 0.4359624957283589, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.09999999999999999, "spearman_alpha": 0.4047619047619048, "pearson_all": 0.8226134033830731, "est_alpha_mean": -0.8330951631485988, "true_alpha_mean": -1.1552094076988229, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.8248521462296428, "est_rho0": 0.29617781987578307, "est_rho1": 0.09202237218363483, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47844.19008230907, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8927024167127455, "wall_seconds": 16.98796820640564, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34852266666666665, "P(Y=1)": 0.07953066666666667, "P(Y=1|Z=1)": 0.22819367080859398, "P(S=1)": 0.021472, "crispr_positive_hosts": 206, "n_informative_cells": 3538, "frac_informative": 0.01886933333333333}
{"mode": "full", "spearman_all": 0.6861919917694143, "spearman_host": 0.6812119584201172, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8914361305818395, "rmse_raw": 0.410724980149635, "rmse_rescaled": 0.4084483121567165, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.6901579588999188, "pearson_all": 0.8518330770237855, "est_alpha_mean": -1.1355324883865683, "true_alpha_mean": -1.1507724162360045, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9394004157118794, "est_rho0": 0.30353886552383946, "est_rho1": 0.09763215872738344, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50225.732360325484, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9616279069767442, "support_auprc": 0.8278618113912231, "precision_at_k": 0.7, "auroc_exposed": 0.8929766373334772, "wall_seconds": 16.122272968292236, "sweep": "threat_crisis", "arm": "physical", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34847466666666665, "P(Y=1)": 0.07842666666666667, "P(Y=1|Z=1)": 0.2250570103613462, "P(S=1)": 0.025152, "crispr_positive_hosts": 206, "n_informative_cells": 4377, "frac_informative": 0.023344}
{"mode": "naive", "spearman_all": 0.641087474201655, "spearman_host": 0.6443748689752479, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.832840581384764, "rmse_raw": 0.5146555404413882, "rmse_rescaled": 0.46902310078670684, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6, "spearman_alpha": 0.5915639647713589, "pearson_all": 0.799520224006074, "est_alpha_mean": -0.7080546131669146, "true_alpha_mean": -1.1507724162360045, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5085222925999229, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40634.59573275857, "n_steps_run": 4000, "converged": false, "support_auroc": 0.8616279069767442, "support_auprc": 0.7186456358287021, "precision_at_k": 0.6, "auroc_exposed": 0.8867637627242901, "wall_seconds": 10.457639932632446, "sweep": "threat_crisis", "arm": "physical", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34847466666666665, "P(Y=1)": 0.07842666666666667, "P(Y=1|Z=1)": 0.2250570103613462, "P(S=1)": 0.025152, "crispr_positive_hosts": 206, "n_informative_cells": 4377, "frac_informative": 0.023344}
{"mode": "full", "spearman_all": 0.6640397938413974, "spearman_host": 0.5384859617831995, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8580430528375733, "rmse_raw": 0.3012098542464667, "rmse_rescaled": 0.29707223900449353, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.7142857142857144, "pearson_all": 0.9071374853527552, "est_alpha_mean": -0.7477082695214089, "true_alpha_mean": -1.021597478839668, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.9280521408186688, "est_rho0": 0.28600771497332217, "est_rho1": 0.09763215872738344, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51902.251093006314, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8515040970396763, "wall_seconds": 16.743818521499634, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34847466666666665, "P(Y=1)": 0.07842666666666667, "P(Y=1|Z=1)": 0.2250570103613462, "P(S=1)": 0.025152, "crispr_positive_hosts": 206, "n_informative_cells": 4377, "frac_informative": 0.023344}
{"mode": "full", "spearman_all": 0.7197145750825453, "spearman_host": 0.7029568916210576, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9349855195490699, "rmse_raw": 0.16342018005822384, "rmse_rescaled": 0.16338276350874412, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8791607177646247, "pearson_all": 0.9730480104088914, "est_alpha_mean": -0.9734144455505702, "true_alpha_mean": -0.9749625164713276, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9950024192324866, "est_rho0": 0.29822801140495564, "est_rho1": 0.09210902866195333, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49177.98777564183, "n_steps_run": 3282, "converged": true, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8965358379338604, "wall_seconds": 13.401759386062622, "sweep": "threat_crisis", "arm": "physical", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349296, "P(Y=1)": 0.07815466666666666, "P(Y=1|Z=1)": 0.22374910295756797, "P(S=1)": 0.022794666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4049, "frac_informative": 0.021594666666666668}
{"mode": "naive", "spearman_all": 0.6901492018507861, "spearman_host": 0.6373164855869774, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965769659240609, "rmse_raw": 0.4013416022052515, "rmse_rescaled": 0.32138373875145715, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.709090909090909, "spearman_alpha": 0.5709290716957522, "pearson_all": 0.8920006299285266, "est_alpha_mean": -0.5096001325002091, "true_alpha_mean": -0.9749625164713276, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6033196790342403, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40804.375432808934, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8904906305468431, "wall_seconds": 10.623157501220703, "sweep": "threat_crisis", "arm": "physical", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349296, "P(Y=1)": 0.07815466666666666, "P(Y=1|Z=1)": 0.22374910295756797, "P(S=1)": 0.022794666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4049, "frac_informative": 0.021594666666666668}
{"mode": "full", "spearman_all": 0.7185195518796896, "spearman_host": 0.7096715486933854, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.8993096357226793, "rmse_raw": 0.11867125821915153, "rmse_rescaled": 0.11815428881495393, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.9849965391614095, "est_alpha_mean": -0.9786332653684174, "true_alpha_mean": -0.9200363176265074, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0165466528955274, "est_rho0": 0.29925250237428064, "est_rho1": 0.09210902866195333, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50381.63635947807, "n_steps_run": 3766, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8754317127993122, "wall_seconds": 15.283998966217041, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349296, "P(Y=1)": 0.07815466666666666, "P(Y=1|Z=1)": 0.22374910295756797, "P(S=1)": 0.022794666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4049, "frac_informative": 0.021594666666666668}
{"mode": "full", "spearman_all": 0.7374696002145682, "spearman_host": 0.699566185489597, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9580511791485956, "rmse_raw": 0.27720496497093255, "rmse_rescaled": 0.276581237406595, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7212121212121211, "spearman_alpha": 0.9718550849815182, "pearson_all": 0.9306951295399029, "est_alpha_mean": -1.1960547478728227, "true_alpha_mean": -1.1838212020087433, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9744095440304644, "est_rho0": 0.3007895501838392, "est_rho1": 0.08141155744633362, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48163.80862846125, "n_steps_run": 3798, "converged": true, "support_auroc": 0.9930232558139535, "support_auprc": 0.9651515151515152, "precision_at_k": 0.8, "auroc_exposed": 0.8992822809032889, "wall_seconds": 15.366341829299927, "sweep": "threat_crisis", "arm": "physical", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499893333333333, "P(Y=1)": 0.07548266666666667, "P(Y=1|Z=1)": 0.21567133474543987, "P(S=1)": 0.023344, "crispr_positive_hosts": 206, "n_informative_cells": 4179, "frac_informative": 0.022288}
{"mode": "naive", "spearman_all": 0.6226581009511809, "spearman_host": 0.6377061439057393, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8088988721014942, "rmse_raw": 0.4894088385299788, "rmse_rescaled": 0.4433225427205215, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.570436680315239, "pearson_all": 0.8105826891326376, "est_alpha_mean": -0.7482620197026152, "true_alpha_mean": -1.1838212020087433, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5060207705050586, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39755.57673361288, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9151162790697674, "support_auprc": 0.8664546899841017, "precision_at_k": 0.8, "auroc_exposed": 0.8868534175986267, "wall_seconds": 10.360177993774414, "sweep": "threat_crisis", "arm": "physical", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499893333333333, "P(Y=1)": 0.07548266666666667, "P(Y=1|Z=1)": 0.21567133474543987, "P(S=1)": 0.023344, "crispr_positive_hosts": 206, "n_informative_cells": 4179, "frac_informative": 0.022288}
{"mode": "full", "spearman_all": 0.7559271643193222, "spearman_host": 0.704688536414803, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9461295534665098, "rmse_raw": 0.2679400851921255, "rmse_rescaled": 0.25636401832812894, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9285714285714288, "spearman_alpha": 0.4047619047619048, "pearson_all": 0.9294473258004766, "est_alpha_mean": -1.13660279940903, "true_alpha_mean": -1.1050745390074188, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8929924482025279, "est_rho0": 0.3087924447685794, "est_rho1": 0.08141155744633362, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49649.1399890707, "n_steps_run": 3953, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.875665322923007, "wall_seconds": 16.653834342956543, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499893333333333, "P(Y=1)": 0.07548266666666667, "P(Y=1|Z=1)": 0.21567133474543987, "P(S=1)": 0.023344, "crispr_positive_hosts": 206, "n_informative_cells": 4179, "frac_informative": 0.022288}
{"mode": "full", "spearman_all": 0.7282994066193803, "spearman_host": 0.6987886131840563, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9461381256690562, "rmse_raw": 0.13732591270261937, "rmse_rescaled": 0.13332674614032808, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9857663554531378, "est_alpha_mean": -1.1221173337313792, "true_alpha_mean": -1.053528887590978, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9600023914219188, "est_rho0": 0.30869793875710055, "est_rho1": 0.09084002799118608, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49170.394115376126, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8844853884055756, "wall_seconds": 16.653932332992554, "sweep": "threat_crisis", "arm": "physical", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35108266666666665, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22578538008142432, "P(S=1)": 0.02188266666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "naive", "spearman_all": 0.5665166874993264, "spearman_host": 0.6473659815443434, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7359652252895188, "rmse_raw": 0.4424703504923879, "rmse_rescaled": 0.3582875903655126, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7939393939393938, "spearman_alpha": 0.8251748251748254, "pearson_all": 0.8931490882557392, "est_alpha_mean": -0.7403847886938341, "true_alpha_mean": -1.053528887590978, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5686725955030643, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41403.74925768451, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8766099134975931, "wall_seconds": 10.415217638015747, "sweep": "threat_crisis", "arm": "physical", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35108266666666665, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22578538008142432, "P(S=1)": 0.02188266666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "full", "spearman_all": 0.715108128121222, "spearman_host": 0.6705303334999594, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9240313111545987, "rmse_raw": 0.19019055593094536, "rmse_rescaled": 0.1689858601682241, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.96346734318384, "est_alpha_mean": -1.1952790243187321, "true_alpha_mean": -1.1022372906581108, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8721592338235301, "est_rho0": 0.29658216978260915, "est_rho1": 0.09084002799118608, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50488.90043295915, "n_steps_run": 2810, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8630385263268412, "wall_seconds": 11.609054327011108, "sweep": "threat_crisis", "arm": "physical_mitigated", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35108266666666665, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22578538008142432, "P(S=1)": 0.02188266666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "full", "spearman_all": 0.7428870689916501, "spearman_host": 0.7032836931483493, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9650890453174166, "rmse_raw": 0.151433089160139, "rmse_rescaled": 0.1504795808717826, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.8951048951048951, "pearson_all": 0.979907600705318, "est_alpha_mean": -1.2546896581189164, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9769055284240454, "est_rho0": 0.29325744164111256, "est_rho1": 0.09231235369795247, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45778.00148626427, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9024643667471002, "wall_seconds": 16.283295154571533, "sweep": "threat_crisis", "arm": "functional", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.077008, "P(Y=1|Z=1)": 0.2208338431420531, "P(S=1)": 0.020512, "crispr_positive_hosts": 206, "n_informative_cells": 3350, "frac_informative": 0.017866666666666666}
{"mode": "naive", "spearman_all": 0.7442104960812261, "spearman_host": 0.7032701537508665, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9668083173841113, "rmse_raw": 0.3548637246756711, "rmse_rescaled": 0.2553784194722065, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.8951048951048951, "pearson_all": 0.9383466617089538, "est_alpha_mean": -0.8106321065278485, "true_alpha_mean": -1.092891683701751, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5586995435044195, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38776.59594290885, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8998642377671334, "wall_seconds": 10.37405800819397, "sweep": "threat_crisis", "arm": "functional", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3487146666666667, "P(Y=1)": 0.077008, "P(Y=1|Z=1)": 0.2208338431420531, "P(S=1)": 0.020512, "crispr_positive_hosts": 206, "n_informative_cells": 3350, "frac_informative": 0.017866666666666666}
{"mode": "full", "spearman_all": 0.727890356511546, "spearman_host": 0.6630027494914149, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9405479452054795, "rmse_raw": 0.29353962520846894, "rmse_rescaled": 0.281028025343823, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.8836277878719957, "est_alpha_mean": -0.909210568552978, "true_alpha_mean": -1.0714585447111702, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.861794420438333, "est_rho0": 0.2669372892973606, "est_rho1": 0.09231235369795247, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48491.90497951294, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.85925582568138, "wall_seconds": 16.499186515808105, "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)": 0.077008, "P(Y=1|Z=1)": 0.2208338431420531, "P(S=1)": 0.020512, "crispr_positive_hosts": 206, "n_informative_cells": 3350, "frac_informative": 0.017866666666666666}
{"mode": "full", "spearman_all": 0.7317852636326787, "spearman_host": 0.7023630141195183, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9506666234145392, "rmse_raw": 0.19569475793932556, "rmse_rescaled": 0.19098980295090545, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.3916083916083916, "pearson_all": 0.9652707895864062, "est_alpha_mean": -1.3436964633332094, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9419520203950748, "est_rho0": 0.2901582132057512, "est_rho1": 0.09090528591125328, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45732.17950411748, "n_steps_run": 3015, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8958156667448702, "wall_seconds": 12.268960237503052, "sweep": "threat_crisis", "arm": "functional", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.072416, "P(Y=1|Z=1)": 0.20690285714285714, "P(S=1)": 0.019749333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3244, "frac_informative": 0.017301333333333332}
{"mode": "naive", "spearman_all": 0.6049659899998758, "spearman_host": 0.702092226169862, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.785914944691342, "rmse_raw": 0.34319357893013047, "rmse_rescaled": 0.2961580525206085, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6969696969696969, "spearman_alpha": 0.37762237762237766, "pearson_all": 0.9123704624535124, "est_alpha_mean": -0.9471265389577547, "true_alpha_mean": -1.2026038336282088, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3607695853533923, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38611.60985499649, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8926416466270927, "wall_seconds": 10.76672649383545, "sweep": "threat_crisis", "arm": "functional", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35, "P(Y=1)": 0.072416, "P(Y=1|Z=1)": 0.20690285714285714, "P(S=1)": 0.019749333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3244, "frac_informative": 0.017301333333333332}
{"mode": "full", "spearman_all": 0.7655211166861928, "spearman_host": 0.7093544479120212, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9581374853113984, "rmse_raw": 0.22849397833156287, "rmse_rescaled": 0.20131161183130136, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.7380952380952381, "pearson_all": 0.9659346139481524, "est_alpha_mean": -1.0227775918528743, "true_alpha_mean": -1.3121921132566197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1670448279246384, "est_rho0": 0.27675628619889636, "est_rho1": 0.09090528591125326, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48160.5416499413, "n_steps_run": 3230, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8277082246353227, "wall_seconds": 13.726176261901855, "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)": 0.072416, "P(Y=1|Z=1)": 0.20690285714285714, "P(S=1)": 0.019749333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3244, "frac_informative": 0.017301333333333332}
{"mode": "full", "spearman_all": 0.7203338737594795, "spearman_host": 0.7027691960440026, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9357900541732895, "rmse_raw": 0.15625020536039216, "rmse_rescaled": 0.14848712087914762, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.6363636363636365, "pearson_all": 0.9817495303971715, "est_alpha_mean": -1.363546478979701, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9394978507770303, "est_rho0": 0.28163818337703744, "est_rho1": 0.0895747553864451, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47956.425861158736, "n_steps_run": 3763, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9064447574024421, "wall_seconds": 15.794195652008057, "sweep": "threat_crisis", "arm": "functional", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07947733333333333, "P(Y=1|Z=1)": 0.22711270288805913, "P(S=1)": 0.022165333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3733, "frac_informative": 0.019909333333333334}
{"mode": "naive", "spearman_all": 0.6482295706677883, "spearman_host": 0.7022411595421729, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8421189217244622, "rmse_raw": 0.3813380385577457, "rmse_rescaled": 0.33043776175305783, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6, "spearman_alpha": 0.5104895104895105, "pearson_all": 0.9030567212470193, "est_alpha_mean": -0.9972016563274035, "true_alpha_mean": -1.161228758683217, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3770193657904344, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39820.24056433769, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9019380301773902, "wall_seconds": 10.845453023910522, "sweep": "threat_crisis", "arm": "functional", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499466666666667, "P(Y=1)": 0.07947733333333333, "P(Y=1|Z=1)": 0.22711270288805913, "P(S=1)": 0.022165333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3733, "frac_informative": 0.019909333333333334}
{"mode": "full", "spearman_all": 0.7448143080765034, "spearman_host": 0.7271727903560846, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9188547984302535, "rmse_raw": 0.1722614129553327, "rmse_rescaled": 0.16832947746758306, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9047619047619048, "spearman_alpha": 0.8095238095238096, "pearson_all": 0.974578690799156, "est_alpha_mean": -1.0720306637199837, "true_alpha_mean": -1.0984984258813115, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.052189169478661, "est_rho0": 0.31843385533546764, "est_rho1": 0.08957475538644513, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50663.9004060749, "n_steps_run": 2857, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8409672817997585, "wall_seconds": 11.75489354133606, "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)": 0.07947733333333333, "P(Y=1|Z=1)": 0.22711270288805913, "P(S=1)": 0.022165333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3733, "frac_informative": 0.019909333333333334}
{"mode": "full", "spearman_all": 0.7653703473209751, "spearman_host": 0.7031753779684868, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.994297206993869, "rmse_raw": 0.14864817706388803, "rmse_rescaled": 0.1483990271542937, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9030303030303028, "spearman_alpha": 0.8181818181818183, "pearson_all": 0.9780256592211458, "est_alpha_mean": -1.0794663154455943, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9876981386400179, "est_rho0": 0.2812124631884993, "est_rho1": 0.09009301047266573, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49883.77991179502, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8798795095658218, "wall_seconds": 16.47642421722412, "sweep": "threat_crisis", "arm": "functional", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.08087466666666666, "P(Y=1|Z=1)": 0.2311338729099029, "P(S=1)": 0.023034666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3879, "frac_informative": 0.020688}
{"mode": "naive", "spearman_all": 0.7129626345737659, "spearman_host": 0.6920798417313239, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9262140331527557, "rmse_raw": 0.3625502832240109, "rmse_rescaled": 0.2938512594821565, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7939393939393938, "spearman_alpha": 0.39860139860139865, "pearson_all": 0.9088133505838678, "est_alpha_mean": -0.7079576359703693, "true_alpha_mean": -0.9016995551500853, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.493723428217227, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41760.416968763675, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.873664264712249, "wall_seconds": 10.449087858200073, "sweep": "threat_crisis", "arm": "functional", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349904, "P(Y=1)": 0.08087466666666666, "P(Y=1|Z=1)": 0.2311338729099029, "P(S=1)": 0.023034666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3879, "frac_informative": 0.020688}
{"mode": "full", "spearman_all": 0.7358590804693546, "spearman_host": 0.7065458409913655, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.921012044653349, "rmse_raw": 0.18969028157805318, "rmse_rescaled": 0.18326240109863878, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9642857142857145, "spearman_alpha": 0.7142857142857144, "pearson_all": 0.9675038880917667, "est_alpha_mean": -0.8073382665463473, "true_alpha_mean": -0.880128632014297, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0741015727415986, "est_rho0": 0.29616715671566746, "est_rho1": 0.09009301047266573, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51719.998410776825, "n_steps_run": 3538, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8379351546197551, "wall_seconds": 14.34741473197937, "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)": 0.08087466666666666, "P(Y=1|Z=1)": 0.2311338729099029, "P(S=1)": 0.023034666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3879, "frac_informative": 0.020688}
{"mode": "full", "spearman_all": 0.7427572233149369, "spearman_host": 0.703229535558418, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9649203620203067, "rmse_raw": 0.17561015202212882, "rmse_rescaled": 0.1755392437122746, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.8251748251748254, "pearson_all": 0.9724246072017872, "est_alpha_mean": -1.390544745138668, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9931756648811257, "est_rho0": 0.28941635316584496, "est_rho1": 0.09447183362105928, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46627.30500585744, "n_steps_run": 3291, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9150888929802717, "wall_seconds": 13.285704612731934, "sweep": "threat_crisis", "arm": "functional", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07914666666666667, "P(Y=1|Z=1)": 0.22529908301451387, "P(S=1)": 0.022677333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3756, "frac_informative": 0.020032}
{"mode": "naive", "spearman_all": 0.6226000317104147, "spearman_host": 0.7027962748389681, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8088234340026599, "rmse_raw": 0.3854964043531967, "rmse_rescaled": 0.2966964828384733, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.6573426573426573, "pearson_all": 0.9186057107658543, "est_alpha_mean": -0.8563056058187497, "true_alpha_mean": -1.2683039130028877, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5599456317513025, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38623.87552014178, "n_steps_run": 2993, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9112693097304857, "wall_seconds": 7.593911409378052, "sweep": "threat_crisis", "arm": "functional", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.351296, "P(Y=1)": 0.07914666666666667, "P(Y=1|Z=1)": 0.22529908301451387, "P(S=1)": 0.022677333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3756, "frac_informative": 0.020032}
{"mode": "full", "spearman_all": 0.7080467283856022, "spearman_host": 0.6871088188180351, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.8999640226467972, "rmse_raw": 0.3208360893585368, "rmse_rescaled": 0.30755773723862034, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.5714285714285715, "pearson_all": 0.9023148846411939, "est_alpha_mean": -1.202864035212821, "true_alpha_mean": -1.3072700971362108, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8758299290851728, "est_rho0": 0.285310673191861, "est_rho1": 0.09447183362105928, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48721.38855109913, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8469034831202022, "wall_seconds": 16.297300338745117, "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)": 0.07914666666666667, "P(Y=1|Z=1)": 0.22529908301451387, "P(S=1)": 0.022677333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3756, "frac_informative": 0.020032}
{"mode": "full", "spearman_all": 0.7230306685835212, "spearman_host": 0.7010293834674614, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9392934764978751, "rmse_raw": 0.16439873547716047, "rmse_rescaled": 0.1623693344587557, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.5874125874125874, "pearson_all": 0.9754441371777189, "est_alpha_mean": -1.0262231172837815, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9647758125607988, "est_rho0": 0.304590533189877, "est_rho1": 0.08835833630980496, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -44587.98878235253, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8851654326447305, "wall_seconds": 16.378601789474487, "sweep": "threat_crisis", "arm": "functional", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.075808, "P(Y=1|Z=1)": 0.21691159639243693, "P(S=1)": 0.018538666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 2981, "frac_informative": 0.015898666666666665}
{"mode": "naive", "spearman_all": 0.7019057757951951, "spearman_host": 0.6748103402419996, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9118500016219548, "rmse_raw": 0.3882663210745863, "rmse_rescaled": 0.29516585731602063, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.8251748251748254, "pearson_all": 0.9126482212712672, "est_alpha_mean": -0.6212130458181554, "true_alpha_mean": -0.9400114163534544, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6173331131496123, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39017.60983058402, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8805184352253339, "wall_seconds": 10.536295652389526, "sweep": "threat_crisis", "arm": "functional", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349488, "P(Y=1)": 0.075808, "P(Y=1|Z=1)": 0.21691159639243693, "P(S=1)": 0.018538666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 2981, "frac_informative": 0.015898666666666665}
{"mode": "full", "spearman_all": 0.7109206721762662, "spearman_host": 0.6749263630781789, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.8897987661574619, "rmse_raw": 0.3109057744365453, "rmse_rescaled": 0.3107739272331666, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.5476190476190477, "pearson_all": 0.8901665299201806, "est_alpha_mean": -0.5483741653421899, "true_alpha_mean": -0.8968726812548435, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.014910416198795, "est_rho0": 0.3075352341025958, "est_rho1": 0.08835833630980496, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46998.42106654181, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8210818660450087, "wall_seconds": 16.24061679840088, "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)": 0.075808, "P(Y=1|Z=1)": 0.21691159639243693, "P(S=1)": 0.018538666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 2981, "frac_informative": 0.015898666666666665}
{"mode": "full", "spearman_all": 0.7544832867350292, "spearman_host": 0.7029858264037274, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9801537613131346, "rmse_raw": 0.15968024771998635, "rmse_rescaled": 0.1594971113630794, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.6853146853146854, "pearson_all": 0.9770568144957628, "est_alpha_mean": -1.207025672827041, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0107163469654616, "est_rho0": 0.286640583473268, "est_rho1": 0.08808186358962124, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46988.76807782707, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8941729128296911, "wall_seconds": 16.056207418441772, "sweep": "threat_crisis", "arm": "functional", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.076016, "P(Y=1|Z=1)": 0.21712901604131438, "P(S=1)": 0.021402666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3509, "frac_informative": 0.018714666666666668}
{"mode": "naive", "spearman_all": 0.6549815458568704, "spearman_host": 0.647393060339309, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8508904531741656, "rmse_raw": 0.4172793914652424, "rmse_rescaled": 0.36225592745181573, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.49090909090909085, "spearman_alpha": 0.44755244755244755, "pearson_all": 0.8733052606971038, "est_alpha_mean": -0.7642436281639277, "true_alpha_mean": -1.123888840107215, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4745161329914707, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39353.88166365199, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8893630201837046, "wall_seconds": 10.531523942947388, "sweep": "threat_crisis", "arm": "functional", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350096, "P(Y=1)": 0.076016, "P(Y=1|Z=1)": 0.21712901604131438, "P(S=1)": 0.021402666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3509, "frac_informative": 0.018714666666666668}
{"mode": "full", "spearman_all": 0.7792419617335893, "spearman_host": 0.7273937349326393, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9613271494826973, "rmse_raw": 0.19034569236124696, "rmse_rescaled": 0.1794702375060851, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.880952380952381, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9738811423538154, "est_alpha_mean": -1.0834388681883311, "true_alpha_mean": -1.2253341022728388, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.088776130272017, "est_rho0": 0.28896114896528197, "est_rho1": 0.08808186358962124, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48942.63446664338, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8327855217324888, "wall_seconds": 16.402755737304688, "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)": 0.076016, "P(Y=1|Z=1)": 0.21712901604131438, "P(S=1)": 0.021402666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3509, "frac_informative": 0.018714666666666668}
{"mode": "full", "spearman_all": 0.72805969152391, "spearman_host": 0.7017537412327918, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9458267103513154, "rmse_raw": 0.1511008167162348, "rmse_rescaled": 0.14995265135844746, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.7132867132867133, "pearson_all": 0.9848677284885418, "est_alpha_mean": -1.2926419465925532, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0229461443461236, "est_rho0": 0.30465825498216886, "est_rho1": 0.09728286741830484, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45440.44187638622, "n_steps_run": 2451, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8958904144185433, "wall_seconds": 9.565773487091064, "sweep": "threat_crisis", "arm": "functional", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07277866666666667, "P(Y=1|Z=1)": 0.20834223945769337, "P(S=1)": 0.019674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3168, "frac_informative": 0.016896}
{"mode": "naive", "spearman_all": 0.6047013045819605, "spearman_host": 0.6549683532309413, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7855710902780029, "rmse_raw": 0.46360960551889974, "rmse_rescaled": 0.37018412365692727, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7454545454545454, "spearman_alpha": 0.27272727272727276, "pearson_all": 0.8983922218568369, "est_alpha_mean": -0.8479608086033351, "true_alpha_mean": -1.1627034759857697, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5845312632195858, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38379.58009972319, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9755813953488373, "support_auprc": 0.932258064516129, "precision_at_k": 0.9, "auroc_exposed": 0.8912493317008897, "wall_seconds": 10.462130308151245, "sweep": "threat_crisis", "arm": "functional", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34932266666666667, "P(Y=1)": 0.07277866666666667, "P(Y=1|Z=1)": 0.20834223945769337, "P(S=1)": 0.019674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3168, "frac_informative": 0.016896}
{"mode": "full", "spearman_all": 0.6718545211511215, "spearman_host": 0.6658795331889479, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8681409001956948, "rmse_raw": 0.23955222641573848, "rmse_rescaled": 0.23703348417829928, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.9529405867505318, "est_alpha_mean": -1.1179881026515888, "true_alpha_mean": -1.2071819674703785, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0496977249121406, "est_rho0": 0.2964506499592235, "est_rho1": 0.09728286741830484, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47579.34393353482, "n_steps_run": 3535, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8290322130035848, "wall_seconds": 14.110492706298828, "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)": 0.07277866666666667, "P(Y=1|Z=1)": 0.20834223945769337, "P(S=1)": 0.019674666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3168, "frac_informative": 0.016896}
{"mode": "full", "spearman_all": 0.7036087517859325, "spearman_host": 0.7031482991735212, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9140623479417395, "rmse_raw": 0.1609831085648026, "rmse_rescaled": 0.15944226203428297, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.9805879494969081, "est_alpha_mean": -1.1360468675829734, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9724800726757291, "est_rho0": 0.2926112374076836, "est_rho1": 0.09099056746591165, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46980.571129673706, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9158511889866425, "wall_seconds": 15.766299486160278, "sweep": "threat_crisis", "arm": "functional", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07907733333333333, "P(Y=1|Z=1)": 0.2260385700129583, "P(S=1)": 0.022149333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "naive", "spearman_all": 0.6859896922688603, "spearman_host": 0.6730840670629413, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8911733220877801, "rmse_raw": 0.5356393169849356, "rmse_rescaled": 0.4487887676294062, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.309090909090909, "spearman_alpha": 0.7832167832167832, "pearson_all": 0.8268516239627944, "est_alpha_mean": -0.6084431335789595, "true_alpha_mean": -0.9943334338082197, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.7874404149140741, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39403.950963408366, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9988372093023256, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9059301453143664, "wall_seconds": 10.276326894760132, "sweep": "threat_crisis", "arm": "functional", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34984, "P(Y=1)": 0.07907733333333333, "P(Y=1|Z=1)": 0.2260385700129583, "P(S=1)": 0.022149333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "full", "spearman_all": 0.7474169866394078, "spearman_host": 0.7259355007273797, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9220656439529078, "rmse_raw": 0.3464948987382605, "rmse_rescaled": 0.33943867078971285, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9047619047619048, "spearman_alpha": 0.14285714285714288, "pearson_all": 0.9101802530608762, "est_alpha_mean": -0.8847193168677012, "true_alpha_mean": -0.9459751618055009, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9163244015202398, "est_rho0": 0.2732045561538416, "est_rho1": 0.09099056746591165, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49011.827788905895, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8615979961429723, "wall_seconds": 16.274507999420166, "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)": 0.07907733333333333, "P(Y=1|Z=1)": 0.2260385700129583, "P(S=1)": 0.022149333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3548, "frac_informative": 0.018922666666666667}
{"mode": "full", "spearman_all": 0.7679922311776822, "spearman_host": 0.7026202626716915, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9977033120316605, "rmse_raw": 0.17688158293986897, "rmse_rescaled": 0.1759786912538528, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8060606060606059, "spearman_alpha": 0.5874125874125874, "pearson_all": 0.9770650991531128, "est_alpha_mean": -1.1660038532675332, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9774978818553125, "est_rho0": 0.30146722826125316, "est_rho1": 0.08867499254326806, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45687.43463804801, "n_steps_run": 3519, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9022086199441234, "wall_seconds": 13.74420166015625, "sweep": "threat_crisis", "arm": "functional", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.079248, "P(Y=1|Z=1)": 0.226054281019899, "P(S=1)": 0.0192, "crispr_positive_hosts": 206, "n_informative_cells": 3117, "frac_informative": 0.016624}
{"mode": "naive", "spearman_all": 0.6845414135670602, "spearman_host": 0.6979288614438979, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8892918545430953, "rmse_raw": 0.4393817754687394, "rmse_rescaled": 0.34725278575261936, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.406060606060606, "spearman_alpha": 0.6083916083916086, "pearson_all": 0.8996699149574149, "est_alpha_mean": -0.7599315918512568, "true_alpha_mean": -1.044393860154498, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6035342107088069, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39660.20381801292, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.898773636811666, "wall_seconds": 10.253748655319214, "sweep": "threat_crisis", "arm": "functional", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35057066666666664, "P(Y=1)": 0.079248, "P(Y=1|Z=1)": 0.226054281019899, "P(S=1)": 0.0192, "crispr_positive_hosts": 206, "n_informative_cells": 3117, "frac_informative": 0.016624}
{"mode": "full", "spearman_all": 0.7448583650174997, "spearman_host": 0.6342346025147472, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.946753517259662, "rmse_raw": 0.3260059059188582, "rmse_rescaled": 0.32542546116122256, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.028571428571428574, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.9009949816339173, "est_alpha_mean": -0.7661312402852515, "true_alpha_mean": -1.0374214189192084, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.9723793875397231, "est_rho0": 0.3088817506675604, "est_rho1": 0.08867499254326806, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48433.569570615844, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.838126270231245, "wall_seconds": 16.59523916244507, "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)": 0.079248, "P(Y=1|Z=1)": 0.226054281019899, "P(S=1)": 0.0192, "crispr_positive_hosts": 206, "n_informative_cells": 3117, "frac_informative": 0.016624}
{"mode": "full", "spearman_all": 0.7450594870443503, "spearman_host": 0.7034190871231775, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9679112466344438, "rmse_raw": 0.16815654841769845, "rmse_rescaled": 0.16355598524347786, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.9160839160839163, "pearson_all": 0.9811666616314578, "est_alpha_mean": -1.4241152445300862, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9539171476706765, "est_rho0": 0.3052345543293405, "est_rho1": 0.08472325252509619, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -44936.680066814515, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9335285439063546, "wall_seconds": 16.197826862335205, "sweep": "threat_crisis", "arm": "functional", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07645333333333333, "P(Y=1|Z=1)": 0.21835491241431834, "P(S=1)": 0.021973333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3666, "frac_informative": 0.019552}
{"mode": "naive", "spearman_all": 0.6438747464334099, "spearman_host": 0.6325268019031834, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8364615434521685, "rmse_raw": 0.576764804618321, "rmse_rescaled": 0.5727147947511515, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5757575757575757, "spearman_alpha": 0.6013986013986015, "pearson_all": 0.7191452359895064, "est_alpha_mean": -0.9554124875555553, "true_alpha_mean": -1.2463108869037611, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.129810398249931, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37905.33939207525, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9848837209302326, "support_auprc": 0.8697546897546898, "precision_at_k": 0.8, "auroc_exposed": 0.9264587868530954, "wall_seconds": 10.125454902648926, "sweep": "threat_crisis", "arm": "functional", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35013333333333335, "P(Y=1)": 0.07645333333333333, "P(Y=1|Z=1)": 0.21835491241431834, "P(S=1)": 0.021973333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3666, "frac_informative": 0.019552}
{"mode": "full", "spearman_all": 0.7876428297616308, "spearman_host": 0.7273937349326393, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9716910453085981, "rmse_raw": 0.2240780722711689, "rmse_rescaled": 0.21555293705010323, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9047619047619048, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.9678061026232841, "est_alpha_mean": -0.9395492082295822, "true_alpha_mean": -1.1751562453674975, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0784468718770892, "est_rho0": 0.3034686998704298, "est_rho1": 0.08472325252509619, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46732.73243741086, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8819225849519343, "wall_seconds": 16.786685466766357, "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)": 0.07645333333333333, "P(Y=1|Z=1)": 0.21835491241431834, "P(S=1)": 0.021973333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 3666, "frac_informative": 0.019552}
{"mode": "full", "spearman_all": 0.7354608950965577, "spearman_host": 0.7029045900188305, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9554416582865669, "rmse_raw": 0.16753602583122362, "rmse_rescaled": 0.1675251431578643, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.6503496503496504, "pearson_all": 0.9787639518465734, "est_alpha_mean": -1.2596889410356729, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.997550487441508, "est_rho0": 0.30007361292363666, "est_rho1": 0.09105949649770731, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46917.54886834555, "n_steps_run": 3331, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.903250246058149, "wall_seconds": 13.909541368484497, "sweep": "threat_crisis", "arm": "functional", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07885333333333333, "P(Y=1|Z=1)": 0.2247028785069455, "P(S=1)": 0.021856, "crispr_positive_hosts": 206, "n_informative_cells": 3595, "frac_informative": 0.019173333333333334}
{"mode": "naive", "spearman_all": 0.6321786474002515, "spearman_host": 0.694320612014729, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8212670710740584, "rmse_raw": 0.40730979490815017, "rmse_rescaled": 0.31161967653077277, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.7202797202797203, "pearson_all": 0.9218547570643099, "est_alpha_mean": -0.8267994735034391, "true_alpha_mean": -1.1034044750080736, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5584991201173648, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39151.404561355106, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8990972872690266, "wall_seconds": 10.437334775924683, "sweep": "threat_crisis", "arm": "functional", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35092266666666666, "P(Y=1)": 0.07885333333333333, "P(Y=1|Z=1)": 0.2247028785069455, "P(S=1)": 0.021856, "crispr_positive_hosts": 206, "n_informative_cells": 3595, "frac_informative": 0.019173333333333334}
{"mode": "full", "spearman_all": 0.753692561910545, "spearman_host": 0.6784515967824616, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9579822385487872, "rmse_raw": 0.3023654607184317, "rmse_rescaled": 0.3022621384367395, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8285714285714287, "spearman_alpha": 0.5476190476190477, "pearson_all": 0.9090418968255773, "est_alpha_mean": -0.8897664518326992, "true_alpha_mean": -1.0087747000332465, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9882248786142254, "est_rho0": 0.2997019167015781, "est_rho1": 0.09105949649770731, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49823.037097672815, "n_steps_run": 3384, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8466565363417248, "wall_seconds": 13.763840675354004, "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)": 0.07885333333333333, "P(Y=1|Z=1)": 0.2247028785069455, "P(S=1)": 0.021856, "crispr_positive_hosts": 206, "n_informative_cells": 3595, "frac_informative": 0.019173333333333334}
{"mode": "full", "spearman_all": 0.7420480661575038, "spearman_host": 0.6728200488120265, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9639990917053233, "rmse_raw": 0.1399335862216948, "rmse_rescaled": 0.1392947714300336, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9272727272727272, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9772355898282926, "est_alpha_mean": -1.0888998844214648, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 0.9787081516209867, "est_rho0": 0.30261667360596656, "est_rho1": 0.09328208482400453, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48274.24112043167, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8591281934065131, "wall_seconds": 16.566325902938843, "sweep": "threat_crisis", "arm": "functional", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07429866666666667, "P(Y=1|Z=1)": 0.21289178904900896, "P(S=1)": 0.020650666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3480, "frac_informative": 0.01856}
{"mode": "naive", "spearman_all": 0.6119526862199391, "spearman_host": 0.6955865456793717, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7949914036396665, "rmse_raw": 0.2878835783712903, "rmse_rescaled": 0.23841679630784657, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.9230769230769231, "pearson_all": 0.9260513189664613, "est_alpha_mean": -0.8357698867318809, "true_alpha_mean": -1.0140440117533476, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.383011123678254, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40340.559121459526, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8575114834975714, "wall_seconds": 10.36748194694519, "sweep": "threat_crisis", "arm": "functional", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3489973333333333, "P(Y=1)": 0.07429866666666667, "P(Y=1|Z=1)": 0.21289178904900896, "P(S=1)": 0.020650666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3480, "frac_informative": 0.01856}
{"mode": "full", "spearman_all": 0.6953895720024997, "spearman_host": 0.5852816432630679, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8985518590998043, "rmse_raw": 0.26309617115664585, "rmse_rescaled": 0.25074483401660896, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.9094850810704571, "est_alpha_mean": -0.853075647630914, "true_alpha_mean": -0.9252185024373752, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.8733694786959513, "est_rho0": 0.3013752270945033, "est_rho1": 0.09328208482400453, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49552.23743806051, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.79835336131118, "wall_seconds": 16.307798385620117, "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)": 0.07429866666666667, "P(Y=1|Z=1)": 0.21289178904900896, "P(S=1)": 0.020650666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3480, "frac_informative": 0.01856}
{"mode": "full", "spearman_all": 0.7516716284277414, "spearman_host": 0.7027556566465197, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9765011191487982, "rmse_raw": 0.1929588797541178, "rmse_rescaled": 0.19169989282894728, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8909090909090909, "spearman_alpha": 0.6083916083916086, "pearson_all": 0.9695232680347139, "est_alpha_mean": -1.2228806555571676, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0302015192158962, "est_rho0": 0.2795128497759381, "est_rho1": 0.08564246634216258, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47335.94417046247, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9017690708989552, "wall_seconds": 15.892600536346436, "sweep": "threat_crisis", "arm": "functional", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08191466666666666, "P(Y=1|Z=1)": 0.2342739475289811, "P(S=1)": 0.021125333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3506, "frac_informative": 0.018698666666666666}
{"mode": "naive", "spearman_all": 0.6581977233877645, "spearman_host": 0.6844639306472432, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8550686086871898, "rmse_raw": 0.4323752560967126, "rmse_rescaled": 0.3432174644679029, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.6293706293706295, "pearson_all": 0.8975207727556755, "est_alpha_mean": -0.7511322999492102, "true_alpha_mean": -1.074998593666052, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6092591524996058, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39905.18417682401, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8985614356103945, "wall_seconds": 10.49547791481018, "sweep": "threat_crisis", "arm": "functional", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496533333333333, "P(Y=1)": 0.08191466666666666, "P(Y=1|Z=1)": 0.2342739475289811, "P(S=1)": 0.021125333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3506, "frac_informative": 0.018698666666666666}
{"mode": "full", "spearman_all": 0.6764953397037121, "spearman_host": 0.6156971120611544, "spearman_all_ceiling": 0.7603790354444067, "spearman_all_frac_ceiling": 0.8896817352523819, "rmse_raw": 0.2997598709045625, "rmse_rescaled": 0.2995881323030504, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.19047619047619052, "pearson_all": 0.8846809246178741, "est_alpha_mean": -0.7121955628520394, "true_alpha_mean": -1.046807375133229, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0183600531016728, "est_rho0": 0.2623861980440282, "est_rho1": 0.08564246634216258, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50427.20481347539, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8369873571813158, "wall_seconds": 16.564905881881714, "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)": 0.08191466666666666, "P(Y=1|Z=1)": 0.2342739475289811, "P(S=1)": 0.021125333333333333, "crispr_positive_hosts": 206, "n_informative_cells": 3506, "frac_informative": 0.018698666666666666}
{"mode": "full", "spearman_all": 0.7418982442228349, "spearman_host": 0.7033513901357633, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9638044571317352, "rmse_raw": 0.1733310337174284, "rmse_rescaled": 0.16217794243663095, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.8671328671328673, "pearson_all": 0.9794723449535592, "est_alpha_mean": -1.3458804813913485, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9262164299975291, "est_rho0": 0.29083748339078686, "est_rho1": 0.08484633627051716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45263.45906823531, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9216783938885089, "wall_seconds": 16.84867811203003, "sweep": "threat_crisis", "arm": "functional", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.078672, "P(Y=1|Z=1)": 0.2247189299533835, "P(S=1)": 0.021744, "crispr_positive_hosts": 206, "n_informative_cells": 3520, "frac_informative": 0.018773333333333333}
{"mode": "naive", "spearman_all": 0.6986546398128781, "spearman_host": 0.6788180018969113, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9076264313750932, "rmse_raw": 0.4817966645588804, "rmse_rescaled": 0.4437542945940839, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.3076923076923077, "pearson_all": 0.8257759646321693, "est_alpha_mean": -0.7701630821027569, "true_alpha_mean": -1.0700840510904386, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4081910093233312, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38435.7604664622, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.976923076923077, "precision_at_k": 0.9, "auroc_exposed": 0.9163620651757094, "wall_seconds": 9.434004545211792, "sweep": "threat_crisis", "arm": "functional", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35009066666666666, "P(Y=1)": 0.078672, "P(Y=1|Z=1)": 0.2247189299533835, "P(S=1)": 0.021744, "crispr_positive_hosts": 206, "n_informative_cells": 3520, "frac_informative": 0.018773333333333333}
{"mode": "full", "spearman_all": 0.7677645806573969, "spearman_host": 0.7601754985213366, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9226030295337224, "rmse_raw": 0.16797779625480108, "rmse_rescaled": 0.15232968330822177, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9636363636363635, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9856409317261082, "est_alpha_mean": -1.099724645024915, "true_alpha_mean": -1.0799174320720466, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0851667414882096, "est_rho0": 0.2910173034925791, "est_rho1": 0.08484633627051716, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48025.29232551367, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8696052799022443, "wall_seconds": 15.229204893112183, "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)": 0.078672, "P(Y=1|Z=1)": 0.2247189299533835, "P(S=1)": 0.021744, "crispr_positive_hosts": 206, "n_informative_cells": 3520, "frac_informative": 0.018773333333333333}
{"mode": "full", "spearman_all": 0.7026998320489406, "spearman_host": 0.7027962748389681, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9128815648619716, "rmse_raw": 0.17715060737497756, "rmse_rescaled": 0.16969914377974704, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.6153846153846154, "pearson_all": 0.9709702000696938, "est_alpha_mean": -1.325255919641757, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9302377132205774, "est_rho0": 0.3107874167920006, "est_rho1": 0.0863146013898929, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45737.10044995187, "n_steps_run": 3114, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8865998743891172, "wall_seconds": 11.865244388580322, "sweep": "threat_crisis", "arm": "functional", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07238933333333333, "P(Y=1|Z=1)": 0.2078019504876219, "P(S=1)": 0.019941333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3271, "frac_informative": 0.017445333333333334}
{"mode": "naive", "spearman_all": 0.6018946403391617, "spearman_host": 0.6914841082420803, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7819249359327862, "rmse_raw": 0.2955444434300795, "rmse_rescaled": 0.24028460578708857, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.5874125874125874, "pearson_all": 0.9409850062086405, "est_alpha_mean": -0.9460692586088641, "true_alpha_mean": -1.1378254835450172, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.355430116264921, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38368.22241281, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.881127251055141, "wall_seconds": 8.765386819839478, "sweep": "threat_crisis", "arm": "functional", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34835733333333335, "P(Y=1)": 0.07238933333333333, "P(Y=1|Z=1)": 0.2078019504876219, "P(S=1)": 0.019941333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3271, "frac_informative": 0.017445333333333334}
{"mode": "full", "spearman_all": 0.6474289422847561, "spearman_host": 0.6905065457459753, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.8229156804453619, "rmse_raw": 0.15317421388348593, "rmse_rescaled": 0.15128197481507333, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857143, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.9723786270744403, "est_alpha_mean": -1.237394732817692, "true_alpha_mean": -1.141699396400194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9633682172346908, "est_rho0": 0.31469234795806983, "est_rho1": 0.0863146013898929, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47057.02754348121, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8405939438443241, "wall_seconds": 17.006409168243408, "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)": 0.07238933333333333, "P(Y=1|Z=1)": 0.2078019504876219, "P(S=1)": 0.019941333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 3271, "frac_informative": 0.017445333333333334}
{"mode": "full", "spearman_all": 0.7675028128577636, "spearman_host": 0.7029993658012103, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9970675057579395, "rmse_raw": 0.18377707890322834, "rmse_rescaled": 0.1831700774329075, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.6993006993006995, "pearson_all": 0.9729347813255446, "est_alpha_mean": -1.2506758096095283, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9804132344631308, "est_rho0": 0.31291818734787535, "est_rho1": 0.09042034011224458, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48142.27392710328, "n_steps_run": 2713, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8784251739765307, "wall_seconds": 10.809389114379883, "sweep": "threat_crisis", "arm": "functional", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.08029866666666667, "P(Y=1|Z=1)": 0.22985206784422088, "P(S=1)": 0.02048, "crispr_positive_hosts": 206, "n_informative_cells": 3363, "frac_informative": 0.017936}
{"mode": "naive", "spearman_all": 0.7140763109548052, "spearman_host": 0.7019162140025854, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9276608168164271, "rmse_raw": 0.4325896923520917, "rmse_rescaled": 0.36865455031599415, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6121212121212121, "spearman_alpha": 0.3356643356643357, "pearson_all": 0.8786192089838806, "est_alpha_mean": -0.8431194074793379, "true_alpha_mean": -1.1129805386885954, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5043918972213468, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41024.136724655895, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8753918344074115, "wall_seconds": 9.836208820343018, "sweep": "threat_crisis", "arm": "functional", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34934933333333335, "P(Y=1)": 0.08029866666666667, "P(Y=1|Z=1)": 0.22985206784422088, "P(S=1)": 0.02048, "crispr_positive_hosts": 206, "n_informative_cells": 3363, "frac_informative": 0.017936}
{"mode": "full", "spearman_all": 0.7248861808203957, "spearman_host": 0.6944054110762738, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9072782021151586, "rmse_raw": 0.26195704431794675, "rmse_rescaled": 0.25704872322380684, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.6190476190476191, "pearson_all": 0.9422203687333011, "est_alpha_mean": -0.7741164342805069, "true_alpha_mean": -1.0284116439315194, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0737861149993302, "est_rho0": 0.31049619912339194, "est_rho1": 0.09042034011224455, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51081.1658612814, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.7820377641104256, "wall_seconds": 16.36731743812561, "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)": 0.08029866666666667, "P(Y=1|Z=1)": 0.22985206784422088, "P(S=1)": 0.02048, "crispr_positive_hosts": 206, "n_informative_cells": 3363, "frac_informative": 0.017936}
{"mode": "full", "spearman_all": 0.7271557658514072, "spearman_host": 0.7022140807472073, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9446524150906672, "rmse_raw": 0.17802208844381712, "rmse_rescaled": 0.17130409339616803, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.30069930069930073, "pearson_all": 0.9794135516159823, "est_alpha_mean": -1.0910411380420368, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.06300035448082, "est_rho0": 0.2857523969352821, "est_rho1": 0.09070120841051958, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47450.32601542527, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9233251074769007, "wall_seconds": 16.003012657165527, "sweep": "threat_crisis", "arm": "functional", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.084016, "P(Y=1|Z=1)": 0.23961486393988712, "P(S=1)": 0.023034666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3769, "frac_informative": 0.020101333333333332}
{"mode": "naive", "spearman_all": 0.6820244050646214, "spearman_host": 0.6235975692632701, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8860219937068154, "rmse_raw": 0.5765138046951152, "rmse_rescaled": 0.5172176909166583, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4545454545454545, "spearman_alpha": -0.4755244755244756, "pearson_all": 0.7828778220809063, "est_alpha_mean": -0.5970597897999154, "true_alpha_mean": -1.0907010270822635, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6350125327858587, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40372.23680190921, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9140045808945957, "wall_seconds": 9.76279354095459, "sweep": "threat_crisis", "arm": "functional", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35062933333333335, "P(Y=1)": 0.084016, "P(Y=1|Z=1)": 0.23961486393988712, "P(S=1)": 0.023034666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3769, "frac_informative": 0.020101333333333332}
{"mode": "full", "spearman_all": 0.8011021716908587, "spearman_host": 0.7597103136595116, "spearman_all_ceiling": 0.832172186823861, "spearman_all_frac_ceiling": 0.9626639587035627, "rmse_raw": 0.178187576818363, "rmse_rescaled": 0.11638816408744983, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.7142857142857144, "pearson_all": 0.9927064514067541, "est_alpha_mean": -1.0310936659071346, "true_alpha_mean": -1.2280658140603191, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1594708014329853, "est_rho0": 0.29949979939521426, "est_rho1": 0.09070120841051958, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48906.53980904988, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8829292964540981, "wall_seconds": 16.140094757080078, "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)": 0.084016, "P(Y=1|Z=1)": 0.23961486393988712, "P(S=1)": 0.023034666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3769, "frac_informative": 0.020101333333333332}
{"mode": "full", "spearman_all": 0.7032941257231276, "spearman_host": 0.7024713292993807, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9136536153372044, "rmse_raw": 0.15784747451165085, "rmse_rescaled": 0.154932387519443, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.43356643356643365, "pearson_all": 0.9755951086032285, "est_alpha_mean": -1.2724191132476566, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9570591251316013, "est_rho0": 0.2970736889793387, "est_rho1": 0.08796886941035488, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48814.38617636875, "n_steps_run": 3015, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8684039135873025, "wall_seconds": 11.999770164489746, "sweep": "threat_crisis", "arm": "functional", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08115733333333333, "P(Y=1|Z=1)": 0.232047821644784, "P(S=1)": 0.019994666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3290, "frac_informative": 0.017546666666666665}
{"mode": "naive", "spearman_all": 0.6316542706289101, "spearman_host": 0.6982267281885197, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8205858500665001, "rmse_raw": 0.3499577287299957, "rmse_rescaled": 0.3062083062342511, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6848484848484848, "spearman_alpha": -0.09090909090909093, "pearson_all": 0.8962208726879977, "est_alpha_mean": -0.9225804109446728, "true_alpha_mean": -1.0533588115286119, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3768715909382658, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41237.25496540311, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.865549972901947, "wall_seconds": 9.681127786636353, "sweep": "threat_crisis", "arm": "functional", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349744, "P(Y=1)": 0.08115733333333333, "P(Y=1|Z=1)": 0.232047821644784, "P(S=1)": 0.019994666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3290, "frac_informative": 0.017546666666666665}
{"mode": "full", "spearman_all": 0.6980817685470192, "spearman_host": 0.7167442063427136, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.8612022832679274, "rmse_raw": 0.23226617802415414, "rmse_rescaled": 0.2221427939467023, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9523809523809524, "spearman_alpha": 0.6428571428571429, "pearson_all": 0.9532917124197643, "est_alpha_mean": -0.8252782522326019, "true_alpha_mean": -1.1010041963271315, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.1062023268468626, "est_rho0": 0.3136121870423047, "est_rho1": 0.08796886941035488, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51827.750211887615, "n_steps_run": 3057, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8105524230273581, "wall_seconds": 12.484771490097046, "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)": 0.08115733333333333, "P(Y=1|Z=1)": 0.232047821644784, "P(S=1)": 0.019994666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 3290, "frac_informative": 0.017546666666666665}
{"mode": "full", "spearman_all": 0.7378880104381952, "spearman_host": 0.7021193049648276, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.958594738378694, "rmse_raw": 0.1881828663455148, "rmse_rescaled": 0.16667379457743567, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9393939393939393, "spearman_alpha": 0.2517482517482518, "pearson_all": 0.9713321479542921, "est_alpha_mean": -1.371736925680609, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8848040355055687, "est_rho0": 0.31876881353575715, "est_rho1": 0.08932380089993561, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48584.118905334646, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8829344338360852, "wall_seconds": 16.354517221450806, "sweep": "threat_crisis", "arm": "functional", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07799466666666667, "P(Y=1|Z=1)": 0.22255703176125036, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3831, "frac_informative": 0.020432}
{"mode": "naive", "spearman_all": 0.7424725616390659, "spearman_host": 0.6981928796948127, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9645505563304895, "rmse_raw": 0.3210020726997725, "rmse_rescaled": 0.2786386761635118, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.3216783216783217, "pearson_all": 0.9168945787808057, "est_alpha_mean": -0.8975481700815466, "true_alpha_mean": -1.0878998649859255, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.3366658225733974, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40645.872130402415, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8792021469719773, "wall_seconds": 9.835490942001343, "sweep": "threat_crisis", "arm": "functional", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350448, "P(Y=1)": 0.07799466666666667, "P(Y=1|Z=1)": 0.22255703176125036, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3831, "frac_informative": 0.020432}
{"mode": "full", "spearman_all": 0.7366440626840662, "spearman_host": 0.6703864943150827, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9518590998043052, "rmse_raw": 0.19070368262749726, "rmse_rescaled": 0.19057402898033052, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9536605823612465, "est_alpha_mean": -1.0513796610660113, "true_alpha_mean": -1.1658264578319488, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9881938051265503, "est_rho0": 0.3324439618201468, "est_rho1": 0.08932380089993561, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50450.50600864462, "n_steps_run": 3581, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8560181044796193, "wall_seconds": 14.325353384017944, "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)": 0.07799466666666667, "P(Y=1|Z=1)": 0.22255703176125036, "P(S=1)": 0.02272, "crispr_positive_hosts": 206, "n_informative_cells": 3831, "frac_informative": 0.020432}
{"mode": "full", "spearman_all": 0.7548009821162825, "spearman_host": 0.703210760765682, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9805664812876681, "rmse_raw": 0.12099892015389786, "rmse_rescaled": 0.12012651111995305, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.8021028062474066, "pearson_all": 0.9852949969015197, "est_alpha_mean": -1.1517951024097024, "true_alpha_mean": -1.1672880784209816, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9795798831375803, "est_rho0": 0.3111995337429433, "est_rho1": 0.08892129651476642, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48305.57311070089, "n_steps_run": 3320, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8931919138291929, "wall_seconds": 13.198745489120483, "sweep": "threat_crisis", "arm": "both", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349584, "P(Y=1)": 0.07487466666666667, "P(Y=1|Z=1)": 0.2141821898790181, "P(S=1)": 0.022410666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 4056, "frac_informative": 0.021632}
{"mode": "naive", "spearman_all": 0.6878394070670549, "spearman_host": 0.7020801968416214, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8935762976721071, "rmse_raw": 0.295927346293091, "rmse_rescaled": 0.21348133188545124, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5515151515151515, "spearman_alpha": 0.7600712181471058, "pearson_all": 0.9527937845450359, "est_alpha_mean": -0.8276527119933955, "true_alpha_mean": -1.1672880784209816, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.4378250560667951, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39413.72777212777, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8901219814428464, "wall_seconds": 9.844982624053955, "sweep": "threat_crisis", "arm": "both", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349584, "P(Y=1)": 0.07487466666666667, "P(Y=1|Z=1)": 0.2141821898790181, "P(S=1)": 0.022410666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 4056, "frac_informative": 0.021632}
{"mode": "full", "spearman_all": 0.745146872559541, "spearman_host": 0.7272611681867065, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9192650731359259, "rmse_raw": 0.12969577980036615, "rmse_rescaled": 0.1291612756092322, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8095238095238096, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9853078555382906, "est_alpha_mean": -1.1445173841392786, "true_alpha_mean": -1.219271024827235, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0159016589318066, "est_rho0": 0.349233945514569, "est_rho1": 0.08892129651476642, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49867.667421456776, "n_steps_run": 3682, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8579582964623621, "wall_seconds": 15.371575593948364, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 0, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349584, "P(Y=1)": 0.07487466666666667, "P(Y=1|Z=1)": 0.2141821898790181, "P(S=1)": 0.022410666666666666, "crispr_positive_hosts": 206, "n_informative_cells": 4056, "frac_informative": 0.021632}
{"mode": "full", "spearman_all": 0.7288588653506789, "spearman_host": 0.7025507009896585, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9468649218611292, "rmse_raw": 0.202830247261113, "rmse_rescaled": 0.20101614353299116, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5757575757575757, "spearman_alpha": 0.8546422913727825, "pearson_all": 0.962535033173471, "est_alpha_mean": -1.0106547709407077, "true_alpha_mean": -0.9751221593154639, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9638037394185087, "est_rho0": 0.30725965840868397, "est_rho1": 0.09366983828625605, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46921.534137468865, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8910396329985455, "wall_seconds": 16.29941964149475, "sweep": "threat_crisis", "arm": "both", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496106666666667, "P(Y=1)": 0.07436266666666666, "P(Y=1|Z=1)": 0.21270136685379545, "P(S=1)": 0.020064, "crispr_positive_hosts": 206, "n_informative_cells": 3477, "frac_informative": 0.018544}
{"mode": "naive", "spearman_all": 0.6081802033959104, "spearman_host": 0.5789875109180793, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7900905485849943, "rmse_raw": 0.4376346899016375, "rmse_rescaled": 0.3844148462294333, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5878787878787878, "spearman_alpha": 0.6795106742881959, "pearson_all": 0.8577059513776476, "est_alpha_mean": -0.4588189819049628, "true_alpha_mean": -0.9751221593154639, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.4833258223216201, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39778.467142234316, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9947674418604651, "support_auprc": 0.9430122655122656, "precision_at_k": 0.9, "auroc_exposed": 0.882612853662826, "wall_seconds": 9.836146831512451, "sweep": "threat_crisis", "arm": "both", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496106666666667, "P(Y=1)": 0.07436266666666666, "P(Y=1|Z=1)": 0.21270136685379545, "P(S=1)": 0.020064, "crispr_positive_hosts": 206, "n_informative_cells": 3477, "frac_informative": 0.018544}
{"mode": "full", "spearman_all": 0.7706261555603073, "spearman_host": 0.708674946237669, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.964527027027027, "rmse_raw": 0.15134752738922602, "rmse_rescaled": 0.1509117913761794, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857144, "spearman_alpha": 0.5714285714285715, "pearson_all": 0.977034084991027, "est_alpha_mean": -0.9539074543048134, "true_alpha_mean": -0.9443687020492678, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.983883958250439, "est_rho0": 0.30774660273417576, "est_rho1": 0.09366983828625605, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48040.3345917322, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8746602230907246, "wall_seconds": 16.3111572265625, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 1, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3496106666666667, "P(Y=1)": 0.07436266666666666, "P(Y=1|Z=1)": 0.21270136685379545, "P(S=1)": 0.020064, "crispr_positive_hosts": 206, "n_informative_cells": 3477, "frac_informative": 0.018544}
{"mode": "full", "spearman_all": 0.7481258426405754, "spearman_host": 0.702809814236451, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9718947675738799, "rmse_raw": 0.1897881880181952, "rmse_rescaled": 0.186094267719937, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9515151515151514, "spearman_alpha": 0.6013986013986015, "pearson_all": 0.9715301162444955, "est_alpha_mean": -1.1582572405634972, "true_alpha_mean": -1.1550435997081454, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9537096929810431, "est_rho0": 0.32296096521516976, "est_rho1": 0.09537993568912334, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50256.61884842641, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.880895175432538, "wall_seconds": 16.498708724975586, "sweep": "threat_crisis", "arm": "both", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35047466666666666, "P(Y=1)": 0.080272, "P(Y=1|Z=1)": 0.2290379523389232, "P(S=1)": 0.023504, "crispr_positive_hosts": 206, "n_informative_cells": 4030, "frac_informative": 0.021493333333333333}
{"mode": "naive", "spearman_all": 0.6985547585230988, "spearman_host": 0.6764689164336438, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9074966749927011, "rmse_raw": 0.4416846144114537, "rmse_rescaled": 0.35522777638898945, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.8041958041958043, "pearson_all": 0.8932272536346806, "est_alpha_mean": -0.6859965046097063, "true_alpha_mean": -1.1550435997081454, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5924133271973266, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41702.56689439384, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9767441860465116, "support_auprc": 0.9333333333333332, "precision_at_k": 0.9, "auroc_exposed": 0.8749840971583064, "wall_seconds": 10.077820301055908, "sweep": "threat_crisis", "arm": "both", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35047466666666666, "P(Y=1)": 0.080272, "P(Y=1|Z=1)": 0.2290379523389232, "P(S=1)": 0.023504, "crispr_positive_hosts": 206, "n_informative_cells": 4030, "frac_informative": 0.021493333333333333}
{"mode": "full", "spearman_all": 0.7415429685213767, "spearman_host": 0.6474021570560564, "spearman_all_ceiling": 0.7603790354444067, "spearman_all_frac_ceiling": 0.9752280559497263, "rmse_raw": 0.19085253810641162, "rmse_rescaled": 0.1863985676879386, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7999999999999999, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.963533967546731, "est_alpha_mean": -1.1864579497229824, "true_alpha_mean": -1.1553628640319578, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.941775215139235, "est_rho0": 0.2962541206540312, "est_rho1": 0.09537993568912338, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52263.81557110013, "n_steps_run": 3436, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8522933336028575, "wall_seconds": 13.725422620773315, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 2, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35047466666666666, "P(Y=1)": 0.080272, "P(Y=1|Z=1)": 0.2290379523389232, "P(S=1)": 0.023504, "crispr_positive_hosts": 206, "n_informative_cells": 4030, "frac_informative": 0.021493333333333333}
{"mode": "full", "spearman_all": 0.7546986020231657, "spearman_host": 0.7009191686202059, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9804334786948787, "rmse_raw": 0.1585520116965406, "rmse_rescaled": 0.158550316738202, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8545454545454544, "spearman_alpha": 0.7705791151721809, "pearson_all": 0.9736700883248781, "est_alpha_mean": -0.9859689619607973, "true_alpha_mean": -1.0024623705358653, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.001076834898599, "est_rho0": 0.3096996525903045, "est_rho1": 0.08316645313176387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49252.13590626795, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9046599683596137, "wall_seconds": 15.649724006652832, "sweep": "threat_crisis", "arm": "both", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350112, "P(Y=1)": 0.077968, "P(Y=1|Z=1)": 0.22269445206105476, "P(S=1)": 0.026026666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4785, "frac_informative": 0.02552}
{"mode": "naive", "spearman_all": 0.6825431100548454, "spearman_host": 0.6289083395170177, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8866958464695189, "rmse_raw": 0.44218888854935423, "rmse_rescaled": 0.39848912425462496, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7333333333333332, "spearman_alpha": 0.6234685568211282, "pearson_all": 0.820001624002771, "est_alpha_mean": -0.6071979125492057, "true_alpha_mean": -1.0024623705358653, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4997532408138188, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39768.87037756367, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9854651162790697, "support_auprc": 0.9207070707070708, "precision_at_k": 0.8, "auroc_exposed": 0.8969358694529421, "wall_seconds": 10.453636646270752, "sweep": "threat_crisis", "arm": "both", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350112, "P(Y=1)": 0.077968, "P(Y=1|Z=1)": 0.22269445206105476, "P(S=1)": 0.026026666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4785, "frac_informative": 0.02552}
{"mode": "full", "spearman_all": 0.7860378446478398, "spearman_host": 0.7242563219455657, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9697110239029613, "rmse_raw": 0.22084157307549432, "rmse_rescaled": 0.1800420284641486, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8333333333333335, "spearman_alpha": 0.7619047619047621, "pearson_all": 0.968566429307744, "est_alpha_mean": -0.7779996862034779, "true_alpha_mean": -0.835811569797358, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.2182709947545487, "est_rho0": 0.3145252160504361, "est_rho1": 0.08316645313176387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51650.05088797183, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8533740105666507, "wall_seconds": 16.454553365707397, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 3, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350112, "P(Y=1)": 0.077968, "P(Y=1|Z=1)": 0.22269445206105476, "P(S=1)": 0.026026666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4785, "frac_informative": 0.02552}
{"mode": "full", "spearman_all": 0.7496644979323528, "spearman_host": 0.7002421842345409, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9738936438884584, "rmse_raw": 0.2631056264855676, "rmse_rescaled": 0.2624687546850806, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.7075317330217298, "pearson_all": 0.9510718162385591, "est_alpha_mean": -1.2755977017603088, "true_alpha_mean": -1.3194798470008784, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9779815818239046, "est_rho0": 0.3058560785722792, "est_rho1": 0.09702571246085052, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47514.28638593043, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9947674418604651, "support_auprc": 0.9669230769230769, "precision_at_k": 0.9, "auroc_exposed": 0.9137499753690659, "wall_seconds": 16.44418430328369, "sweep": "threat_crisis", "arm": "both", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35053866666666667, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.2198521133189301, "P(S=1)": 0.02392, "crispr_positive_hosts": 206, "n_informative_cells": 4112, "frac_informative": 0.021930666666666668}
{"mode": "naive", "spearman_all": 0.6982447204333337, "spearman_host": 0.6971212862166252, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9070939026514494, "rmse_raw": 0.482125521837314, "rmse_rescaled": 0.36915660874101064, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.2451842639184212, "pearson_all": 0.9011478368778063, "est_alpha_mean": -0.7484921156626445, "true_alpha_mean": -1.3194798470008784, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.674252758059309, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39343.3910488742, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9924418604651163, "support_auprc": 0.9566666666666667, "precision_at_k": 0.9, "auroc_exposed": 0.9079178513133754, "wall_seconds": 10.142294883728027, "sweep": "threat_crisis", "arm": "both", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35053866666666667, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.2198521133189301, "P(S=1)": 0.02392, "crispr_positive_hosts": 206, "n_informative_cells": 4112, "frac_informative": 0.021930666666666668}
{"mode": "full", "spearman_all": 0.6943900138582327, "spearman_host": 0.6705782798949182, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8972602739726028, "rmse_raw": 0.2857889472938173, "rmse_rescaled": 0.28361599331469245, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9999999999999999, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9350422829373473, "est_alpha_mean": -1.3120117269353497, "true_alpha_mean": -1.3460915828092426, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9549880839666666, "est_rho0": 0.2745597153594233, "est_rho1": 0.09702571246085052, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50697.7626396708, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8619741126857814, "wall_seconds": 16.18258237838745, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 4, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35053866666666667, "P(Y=1)": 0.07706666666666667, "P(Y=1|Z=1)": 0.2198521133189301, "P(S=1)": 0.02392, "crispr_positive_hosts": 206, "n_informative_cells": 4112, "frac_informative": 0.021930666666666668}
{"mode": "full", "spearman_all": 0.7172974060548137, "spearman_host": 0.6933640228761843, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9318453607729713, "rmse_raw": 0.24897875615596576, "rmse_rescaled": 0.24607460507617265, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8181818181818182, "spearman_alpha": 0.7355527917552636, "pearson_all": 0.9450104148706892, "est_alpha_mean": -0.9051369669326491, "true_alpha_mean": -0.9202287523146246, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9499819167543538, "est_rho0": 0.31051252526584705, "est_rho1": 0.08460090858739713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -43969.65563624741, "n_steps_run": 4000, "converged": false, "support_auroc": 0.997093023255814, "support_auprc": 0.9809090909090908, "precision_at_k": 0.9, "auroc_exposed": 0.9443735100588494, "wall_seconds": 16.508463144302368, "sweep": "threat_crisis", "arm": "both", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3501706666666667, "P(Y=1)": 0.073568, "P(Y=1|Z=1)": 0.21009184093089844, "P(S=1)": 0.025301333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4523, "frac_informative": 0.024122666666666667}
{"mode": "naive", "spearman_all": 0.5911351664296952, "spearman_host": 0.5615754725187749, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.767947238868414, "rmse_raw": 0.5892325087603082, "rmse_rescaled": 0.5638115373312114, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.0303030303030303, "spearman_alpha": 0.6024527627709778, "pearson_all": 0.6637261334531099, "est_alpha_mean": -0.29985803055690513, "true_alpha_mean": -0.9202287523146246, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.5036109475738682, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37140.11787517645, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9691860465116279, "support_auprc": 0.8446428571428571, "precision_at_k": 0.7, "auroc_exposed": 0.9330500397860927, "wall_seconds": 10.008662223815918, "sweep": "threat_crisis", "arm": "both", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3501706666666667, "P(Y=1)": 0.073568, "P(Y=1|Z=1)": 0.21009184093089844, "P(S=1)": 0.025301333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4523, "frac_informative": 0.024122666666666667}
{"mode": "full", "spearman_all": 0.6801811237643763, "spearman_host": 0.695732377112383, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.8391188012843382, "rmse_raw": 0.2240383948916092, "rmse_rescaled": 0.22402924514393313, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.880952380952381, "spearman_alpha": 0.9285714285714287, "pearson_all": 0.9607155278352707, "est_alpha_mean": -0.9343700584496417, "true_alpha_mean": -0.9896919704643539, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9974472873442081, "est_rho0": 0.3088778968470337, "est_rho1": 0.08460090858739713, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -44732.25522943792, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9321664724517584, "wall_seconds": 16.199420928955078, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 5, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3501706666666667, "P(Y=1)": 0.073568, "P(Y=1|Z=1)": 0.21009184093089844, "P(S=1)": 0.025301333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4523, "frac_informative": 0.024122666666666667}
{"mode": "full", "spearman_all": 0.7222616214753557, "spearman_host": 0.6999724022451002, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.938294402788824, "rmse_raw": 0.2947284584226378, "rmse_rescaled": 0.2941164254321051, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.28484848484848485, "spearman_alpha": 0.8803035190049984, "pearson_all": 0.910114259686574, "est_alpha_mean": -1.050963145989226, "true_alpha_mean": -1.0264444606882213, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.971687113947654, "est_rho0": 0.29873455048720254, "est_rho1": 0.0806989411022115, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50182.829072670924, "n_steps_run": 2831, "converged": true, "support_auroc": 0.9953488372093023, "support_auprc": 0.9532467532467532, "precision_at_k": 0.8, "auroc_exposed": 0.85950497930506, "wall_seconds": 11.405306577682495, "sweep": "threat_crisis", "arm": "both", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349792, "P(Y=1)": 0.07522133333333333, "P(Y=1|Z=1)": 0.21504589394078005, "P(S=1)": 0.023605333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4287, "frac_informative": 0.022864}
{"mode": "naive", "spearman_all": 0.6202507952854008, "spearman_host": 0.6979751698638768, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8057715268780429, "rmse_raw": 0.36860675561034717, "rmse_rescaled": 0.33685280273055507, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.32121212121212117, "spearman_alpha": 0.7746670967243986, "pearson_all": 0.8801794464762739, "est_alpha_mean": -0.82725927840607, "true_alpha_mean": -1.0264444606882213, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.311280885685315, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40700.767356744735, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9918604651162791, "support_auprc": 0.9421356421356422, "precision_at_k": 0.8, "auroc_exposed": 0.8544605470430463, "wall_seconds": 10.13014030456543, "sweep": "threat_crisis", "arm": "both", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349792, "P(Y=1)": 0.07522133333333333, "P(Y=1|Z=1)": 0.21504589394078005, "P(S=1)": 0.023605333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4287, "frac_informative": 0.022864}
{"mode": "full", "spearman_all": 0.7542841633023659, "spearman_host": 0.7080860447865638, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9440731492361928, "rmse_raw": 0.20603317938573373, "rmse_rescaled": 0.20311803212429527, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8571428571428573, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.9528942538657649, "est_alpha_mean": -0.9504180957269305, "true_alpha_mean": -0.9570287369167716, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9491816078976432, "est_rho0": 0.3144351978239564, "est_rho1": 0.0806989411022115, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52007.29050213252, "n_steps_run": 3287, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8107374511096324, "wall_seconds": 13.451876163482666, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 6, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349792, "P(Y=1)": 0.07522133333333333, "P(Y=1|Z=1)": 0.21504589394078005, "P(S=1)": 0.023605333333333332, "crispr_positive_hosts": 206, "n_informative_cells": 4287, "frac_informative": 0.022864}
{"mode": "full", "spearman_all": 0.7007842461577171, "spearman_host": 0.6976594888032288, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9103930157457597, "rmse_raw": 0.3113635286324692, "rmse_rescaled": 0.31111083844303566, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.34545454545454546, "spearman_alpha": 0.9071817764981585, "pearson_all": 0.9088071759596081, "est_alpha_mean": -1.0300296483199831, "true_alpha_mean": -1.054025455259582, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0187220624287028, "est_rho0": 0.2977844443064256, "est_rho1": 0.09264784963706528, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48887.12978833945, "n_steps_run": 2626, "converged": true, "support_auroc": 0.9906976744186047, "support_auprc": 0.9408119658119659, "precision_at_k": 0.8, "auroc_exposed": 0.8741056588554977, "wall_seconds": 10.864526510238647, "sweep": "threat_crisis", "arm": "both", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34959466666666666, "P(Y=1)": 0.07690666666666666, "P(Y=1|Z=1)": 0.21998810050496576, "P(S=1)": 0.020954666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3457, "frac_informative": 0.018437333333333333}
{"mode": "naive", "spearman_all": 0.5608980799040726, "spearman_host": 0.6468518106590692, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.72866605847608, "rmse_raw": 0.4981938329723123, "rmse_rescaled": 0.4495788613880622, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.6059553951126696, "pearson_all": 0.7980407932649095, "est_alpha_mean": -0.6884477619605643, "true_alpha_mean": -1.054025455259582, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5565848305142025, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41522.11471170982, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9825581395348837, "support_auprc": 0.8488566988566989, "precision_at_k": 0.7, "auroc_exposed": 0.8684992406821516, "wall_seconds": 10.110687732696533, "sweep": "threat_crisis", "arm": "both", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34959466666666666, "P(Y=1)": 0.07690666666666666, "P(Y=1|Z=1)": 0.21998810050496576, "P(S=1)": 0.020954666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3457, "frac_informative": 0.018437333333333333}
{"mode": "full", "spearman_all": 0.477839600947544, "spearman_host": 0.5949264838187143, "spearman_all_ceiling": 0.7311388338572373, "spearman_all_frac_ceiling": 0.6535552193645993, "rmse_raw": 0.36394617936421575, "rmse_rescaled": 0.28315121994053677, "sign_acc_W": 1.0, "spearman_W_nonzero": NaN, "spearman_alpha": 0.5714285714285715, "pearson_all": 0.7988364407869191, "est_alpha_mean": -1.0396203882385417, "true_alpha_mean": -0.9890164430838109, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.6056975673409173, "est_rho0": 0.2580933598501727, "est_rho1": 0.09264784963706528, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -52153.26707143764, "n_steps_run": 3148, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8065485362701599, "wall_seconds": 13.344187259674072, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 7, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34959466666666666, "P(Y=1)": 0.07690666666666666, "P(Y=1|Z=1)": 0.21998810050496576, "P(S=1)": 0.020954666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3457, "frac_informative": 0.018437333333333333}
{"mode": "full", "spearman_all": 0.6951383585836456, "spearman_host": 0.6954626744717458, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9030584093482813, "rmse_raw": 0.22867264028302167, "rmse_rescaled": 0.21488386431929088, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8666666666666665, "spearman_alpha": 0.7460606887803388, "pearson_all": 0.9439237603044998, "est_alpha_mean": -1.0523810487786436, "true_alpha_mean": -1.0470552697470432, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8875019712584268, "est_rho0": 0.3075206371559951, "est_rho1": 0.07460876474981588, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50186.294457044736, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9982558139534884, "support_auprc": 0.9809090909090908, "precision_at_k": 0.9, "auroc_exposed": 0.8858436303486671, "wall_seconds": 16.04107141494751, "sweep": "threat_crisis", "arm": "both", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34990933333333335, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.21847945372515548, "P(S=1)": 0.025744, "crispr_positive_hosts": 206, "n_informative_cells": 4747, "frac_informative": 0.025317333333333334}
{"mode": "naive", "spearman_all": 0.6050488707918036, "spearman_host": 0.6548977700826979, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7860226156250484, "rmse_raw": 0.38059129215026005, "rmse_rescaled": 0.3427881566781565, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6606060606060605, "spearman_alpha": 0.4518395720782334, "pearson_all": 0.851621398661035, "est_alpha_mean": -0.6314629332843826, "true_alpha_mean": -1.0470552697470432, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4231497415255707, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40729.4188749144, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9866279069767442, "support_auprc": 0.8752888777888778, "precision_at_k": 0.8, "auroc_exposed": 0.8729413228215884, "wall_seconds": 10.177151679992676, "sweep": "threat_crisis", "arm": "both", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34990933333333335, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.21847945372515548, "P(S=1)": 0.025744, "crispr_positive_hosts": 206, "n_informative_cells": 4747, "frac_informative": 0.025317333333333334}
{"mode": "full", "spearman_all": 0.7523186979328779, "spearman_host": 0.7273937349326393, "spearman_all_ceiling": 0.8105897790912382, "spearman_all_frac_ceiling": 0.9281127363539068, "rmse_raw": 0.11090446539013418, "rmse_rescaled": 0.11083473829259148, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9761904761904763, "spearman_alpha": 0.8571428571428572, "pearson_all": 0.9875314747732344, "est_alpha_mean": -1.0154600777837923, "true_alpha_mean": -1.043365821504733, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0057105490125973, "est_rho0": 0.31154659095555387, "est_rho1": 0.07460876474981586, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51547.90931019278, "n_steps_run": 2740, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8366217265993557, "wall_seconds": 11.514704942703247, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 8, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34990933333333335, "P(Y=1)": 0.076448, "P(Y=1|Z=1)": 0.21847945372515548, "P(S=1)": 0.025744, "crispr_positive_hosts": 206, "n_informative_cells": 4747, "frac_informative": 0.025317333333333334}
{"mode": "full", "spearman_all": 0.7022550235929794, "spearman_host": 0.6804945497046923, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9123037115299768, "rmse_raw": 0.4537447494570669, "rmse_rescaled": 0.41434057419713105, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4424242424242424, "spearman_alpha": 0.6900185713132712, "pearson_all": 0.8584885359023339, "est_alpha_mean": -1.0433586847966707, "true_alpha_mean": -1.0296866595191003, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.7916910835694341, "est_rho0": 0.31232744815107377, "est_rho1": 0.08918622001359941, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -46826.253999166525, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9843023255813953, "support_auprc": 0.9265079365079366, "precision_at_k": 0.9, "auroc_exposed": 0.9009330100971686, "wall_seconds": 16.411747217178345, "sweep": "threat_crisis", "arm": "both", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34901333333333334, "P(Y=1)": 0.07473066666666667, "P(Y=1|Z=1)": 0.214119804400978, "P(S=1)": 0.021552, "crispr_positive_hosts": 206, "n_informative_cells": 3749, "frac_informative": 0.019994666666666668}
{"mode": "naive", "spearman_all": 0.6570479697933367, "spearman_host": 0.6271007912072922, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8535749568993041, "rmse_raw": 0.5168227158415323, "rmse_rescaled": 0.4666955798948948, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.3696969696969697, "spearman_alpha": 0.4798606308117672, "pearson_all": 0.8168269534919222, "est_alpha_mean": -0.565166766401656, "true_alpha_mean": -1.0296866595191003, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4964435375147631, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39366.729135623675, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9401162790697675, "support_auprc": 0.8509595959595959, "precision_at_k": 0.8, "auroc_exposed": 0.8946203542165472, "wall_seconds": 10.078441143035889, "sweep": "threat_crisis", "arm": "both", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34901333333333334, "P(Y=1)": 0.07473066666666667, "P(Y=1|Z=1)": 0.214119804400978, "P(S=1)": 0.021552, "crispr_positive_hosts": 206, "n_informative_cells": 3749, "frac_informative": 0.019994666666666668}
{"mode": "full", "spearman_all": 0.747092984804948, "spearman_host": 0.6864804720573886, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9495938346177881, "rmse_raw": 0.237951909958232, "rmse_rescaled": 0.2339607230554965, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.880952380952381, "pearson_all": 0.9497422415940273, "est_alpha_mean": -0.9219441787549074, "true_alpha_mean": -1.0055501656178203, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9428004946808924, "est_rho0": 0.3188351875775656, "est_rho1": 0.08918622001359941, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48277.16058334105, "n_steps_run": 3395, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8801699483310464, "wall_seconds": 13.724981546401978, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 9, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34901333333333334, "P(Y=1)": 0.07473066666666667, "P(Y=1|Z=1)": 0.214119804400978, "P(S=1)": 0.021552, "crispr_positive_hosts": 206, "n_informative_cells": 3749, "frac_informative": 0.019994666666666668}
{"mode": "full", "spearman_all": 0.7582787757466433, "spearman_host": 0.7033243113407978, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9850845038440327, "rmse_raw": 0.11417739291411512, "rmse_rescaled": 0.10835622281969463, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9878787878787878, "spearman_alpha": 0.8461538461538463, "pearson_all": 0.9893221034693681, "est_alpha_mean": -1.1236274980667156, "true_alpha_mean": -1.0824062054947114, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9536541601860139, "est_rho0": 0.3012042817320219, "est_rho1": 0.08795376792671074, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48215.13960745673, "n_steps_run": 2664, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9087548660857365, "wall_seconds": 10.797451257705688, "sweep": "threat_crisis", "arm": "both", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35069866666666666, "P(Y=1)": 0.07384, "P(Y=1|Z=1)": 0.21055112841413712, "P(S=1)": 0.026021333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4633, "frac_informative": 0.024709333333333333}
{"mode": "naive", "spearman_all": 0.6736094064007135, "spearman_host": 0.6958437942315452, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8750900184902844, "rmse_raw": 0.3962765547301077, "rmse_rescaled": 0.3008469738552073, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.4787878787878787, "spearman_alpha": 0.6713286713286714, "pearson_all": 0.9150913736405052, "est_alpha_mean": -0.7385202693227028, "true_alpha_mean": -1.0824062054947114, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6034309243152127, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38551.55089045697, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9988372093023256, "support_auprc": 0.990909090909091, "precision_at_k": 0.9, "auroc_exposed": 0.9016662961057769, "wall_seconds": 10.033618211746216, "sweep": "threat_crisis", "arm": "both", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35069866666666666, "P(Y=1)": 0.07384, "P(Y=1|Z=1)": 0.21055112841413712, "P(S=1)": 0.026021333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4633, "frac_informative": 0.024709333333333333}
{"mode": "full", "spearman_all": 0.7901515222004134, "spearman_host": 0.7442191049012239, "spearman_all_ceiling": 0.8216480300177611, "spearman_all_frac_ceiling": 0.9616666666666664, "rmse_raw": 0.15627707975759245, "rmse_rescaled": 0.14607858504118088, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.984380618570445, "est_alpha_mean": -0.9860140065438306, "true_alpha_mean": -1.0888934488481574, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0716834169346354, "est_rho0": 0.30804704605916383, "est_rho1": 0.08795376792671077, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49786.34388477154, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8751880846095457, "wall_seconds": 16.656170129776, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 10, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35069866666666666, "P(Y=1)": 0.07384, "P(Y=1|Z=1)": 0.21055112841413712, "P(S=1)": 0.026021333333333334, "crispr_positive_hosts": 206, "n_informative_cells": 4633, "frac_informative": 0.024709333333333333}
{"mode": "full", "spearman_all": 0.7525127634206461, "spearman_host": 0.7013332283760354, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9775938426611179, "rmse_raw": 0.22969213276484973, "rmse_rescaled": 0.22809029621955076, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8510677611520904, "spearman_alpha": 0.8169216656366385, "pearson_all": 0.9580424741782362, "est_alpha_mean": -1.3526753612532374, "true_alpha_mean": -1.294661132719732, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9658832358179773, "est_rho0": 0.2982235211571415, "est_rho1": 0.10109293019452072, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47929.87783598115, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9965116279069768, "support_auprc": 0.9622222222222222, "precision_at_k": 0.9, "auroc_exposed": 0.9078100550150183, "wall_seconds": 16.351295232772827, "sweep": "threat_crisis", "arm": "both", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350992, "P(Y=1)": 0.07693333333333334, "P(Y=1|Z=1)": 0.21918828159426235, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4141, "frac_informative": 0.022085333333333332}
{"mode": "naive", "spearman_all": 0.7241045588004031, "spearman_host": 0.6920511755127906, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9406885737171511, "rmse_raw": 0.4380552097151959, "rmse_rescaled": 0.33597904639019316, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8145934285312865, "spearman_alpha": 0.7253700996601187, "pearson_all": 0.9069272653503018, "est_alpha_mean": -0.7741626058824278, "true_alpha_mean": -1.294661132719732, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.6319643263872585, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39769.40844357459, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9930232558139535, "support_auprc": 0.9503174603174603, "precision_at_k": 0.9, "auroc_exposed": 0.9020135433310302, "wall_seconds": 10.279109716415405, "sweep": "threat_crisis", "arm": "both", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350992, "P(Y=1)": 0.07693333333333334, "P(Y=1|Z=1)": 0.21918828159426235, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4141, "frac_informative": 0.022085333333333332}
{"mode": "full", "spearman_all": 0.7868214512988777, "spearman_host": 0.7093997480236446, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9847972972972973, "rmse_raw": 0.18188417887350394, "rmse_rescaled": 0.1745598700098206, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8928571428571429, "spearman_alpha": 0.8333333333333335, "pearson_all": 0.9787316132406956, "est_alpha_mean": -1.2470079273359764, "true_alpha_mean": -1.3779065670938804, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0648324114166288, "est_rho0": 0.3049585531938235, "est_rho1": 0.10109293019452072, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49686.07094457929, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8816787192810779, "wall_seconds": 16.565152406692505, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 11, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.350992, "P(Y=1)": 0.07693333333333334, "P(Y=1|Z=1)": 0.21918828159426235, "P(S=1)": 0.023578666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4141, "frac_informative": 0.022085333333333332}
{"mode": "full", "spearman_all": 0.7366072904468064, "spearman_host": 0.7033393877989583, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9569309473593053, "rmse_raw": 0.1157915356055013, "rmse_rescaled": 0.1156536920096364, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8424242424242423, "spearman_alpha": 0.9317002028900007, "pearson_all": 0.987898138445437, "est_alpha_mean": -1.081051416670812, "true_alpha_mean": -1.0964363745937376, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0076709827475197, "est_rho0": 0.30134224810600646, "est_rho1": 0.08689685742188862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47478.568090117245, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.9218370614889432, "wall_seconds": 16.384986400604248, "sweep": "threat_crisis", "arm": "both", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349312, "P(Y=1)": 0.07697066666666667, "P(Y=1|Z=1)": 0.22034933431049225, "P(S=1)": 0.024682666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4435, "frac_informative": 0.023653333333333332}
{"mode": "naive", "spearman_all": 0.6214172003132716, "spearman_host": 0.6324929718391141, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8072868106429483, "rmse_raw": 0.439022594079692, "rmse_rescaled": 0.3869623031594454, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6848484848484848, "spearman_alpha": 0.665500144921429, "pearson_all": 0.8564553528113998, "est_alpha_mean": -0.7131471727058106, "true_alpha_mean": -1.0964363745937376, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.4754159034578773, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -37978.75376224627, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9604651162790697, "support_auprc": 0.8950973146095098, "precision_at_k": 0.8, "auroc_exposed": 0.9171665877510176, "wall_seconds": 9.864281415939331, "sweep": "threat_crisis", "arm": "both", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349312, "P(Y=1)": 0.07697066666666667, "P(Y=1|Z=1)": 0.22034933431049225, "P(S=1)": 0.024682666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4435, "frac_informative": 0.023653333333333332}
{"mode": "full", "spearman_all": 0.7470631898744485, "spearman_host": 0.6891334917134515, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.9495559637196797, "rmse_raw": 0.15607389060868787, "rmse_rescaled": 0.15565057630375861, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857143, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9777710455675934, "est_alpha_mean": -1.0268244148006915, "true_alpha_mean": -1.116477433473703, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.984505970735447, "est_rho0": 0.3004494349731638, "est_rho1": 0.08689685742188862, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48869.13777614865, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.895999881121747, "wall_seconds": 16.615952491760254, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 12, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349312, "P(Y=1)": 0.07697066666666667, "P(Y=1|Z=1)": 0.22034933431049225, "P(S=1)": 0.024682666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 4435, "frac_informative": 0.023653333333333332}
{"mode": "full", "spearman_all": 0.6949871479466732, "spearman_host": 0.6924844733853271, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9028619707032048, "rmse_raw": 0.3210341534331604, "rmse_rescaled": 0.32063357985871294, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.41818181818181815, "spearman_alpha": 0.8732610908529584, "pearson_all": 0.8870124735924335, "est_alpha_mean": -1.0242229062215704, "true_alpha_mean": -1.0148632291847692, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9748677223588875, "est_rho0": 0.28858492783350737, "est_rho1": 0.08408299578322105, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49341.66637026789, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9813953488372092, "support_auprc": 0.8766013071895425, "precision_at_k": 0.8, "auroc_exposed": 0.9004378535784411, "wall_seconds": 16.8445246219635, "sweep": "threat_crisis", "arm": "both", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3490453333333333, "P(Y=1)": 0.08406933333333333, "P(Y=1|Z=1)": 0.24085505607676558, "P(S=1)": 0.022970666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "naive", "spearman_all": 0.6701349633140554, "spearman_host": 0.6768654391362344, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8705763486453322, "rmse_raw": 0.45132395060528, "rmse_rescaled": 0.40750440742815486, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.35757575757575755, "spearman_alpha": 0.5915639647713589, "pearson_all": 0.8096768629625908, "est_alpha_mean": -0.7088308014623413, "true_alpha_mean": -1.0148632291847692, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.517639307861758, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40866.27116220052, "n_steps_run": 4000, "converged": false, "support_auroc": 0.95, "support_auprc": 0.7983333333333333, "precision_at_k": 0.7, "auroc_exposed": 0.891247222482846, "wall_seconds": 10.197692155838013, "sweep": "threat_crisis", "arm": "both", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3490453333333333, "P(Y=1)": 0.08406933333333333, "P(Y=1|Z=1)": 0.24085505607676558, "P(S=1)": 0.022970666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "full", "spearman_all": 0.6737974557766453, "spearman_host": 0.690739266768437, "spearman_all_ceiling": 0.7867500372995294, "spearman_all_frac_ceiling": 0.8564314252712503, "rmse_raw": 0.1649863570926585, "rmse_rescaled": 0.15837103970595834, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.942857142857143, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.9717566142999511, "est_alpha_mean": -1.1708450596460964, "true_alpha_mean": -0.9830232966035078, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9331300197053773, "est_rho0": 0.28623088028020316, "est_rho1": 0.08408299578322105, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50376.11742851289, "n_steps_run": 3177, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.885631534647166, "wall_seconds": 12.917276382446289, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 13, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3490453333333333, "P(Y=1)": 0.08406933333333333, "P(Y=1|Z=1)": 0.24085505607676558, "P(S=1)": 0.022970666666666667, "crispr_positive_hosts": 206, "n_informative_cells": 4045, "frac_informative": 0.021573333333333333}
{"mode": "full", "spearman_all": 0.7321025663496702, "spearman_host": 0.6637358012375547, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9510788332765759, "rmse_raw": 0.1688480650543068, "rmse_rescaled": 0.16773604870734998, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9151515151515152, "spearman_alpha": 0.9632238939652261, "pearson_all": 0.9751244275707106, "est_alpha_mean": -1.0323970101809188, "true_alpha_mean": -1.0350256022125948, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 0.9746877177563334, "est_rho0": 0.2932671390480926, "est_rho1": 0.08536114332813387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49060.327056169925, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9976744186046511, "support_auprc": 0.9833333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.8968608608486653, "wall_seconds": 16.534645795822144, "sweep": "threat_crisis", "arm": "both", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35104, "P(Y=1)": 0.08138666666666666, "P(Y=1|Z=1)": 0.23184442418717716, "P(S=1)": 0.022122666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3868, "frac_informative": 0.020629333333333333}
{"mode": "naive", "spearman_all": 0.5942889727127789, "spearman_host": 0.6134764804457837, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.77204436751946, "rmse_raw": 0.3892645121050794, "rmse_rescaled": 0.28735859261298613, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8303030303030302, "spearman_alpha": 0.8931712471313916, "pearson_all": 0.9255669140207798, "est_alpha_mean": -0.6408643994690456, "true_alpha_mean": -1.0350256022125948, "est_alpha_frac_negative": 0.8333333333333334, "f_defense_load": NaN, "optimal_scale": 1.590218143494944, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41125.48795727861, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9953488372093023, "support_auprc": 0.976923076923077, "precision_at_k": 0.9, "auroc_exposed": 0.8901066242876636, "wall_seconds": 9.842177629470825, "sweep": "threat_crisis", "arm": "both", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35104, "P(Y=1)": 0.08138666666666666, "P(Y=1|Z=1)": 0.23184442418717716, "P(S=1)": 0.022122666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3868, "frac_informative": 0.020629333333333333}
{"mode": "full", "spearman_all": 0.7649343306087084, "spearman_host": 0.7089920470190333, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9574030552291423, "rmse_raw": 0.185604831982549, "rmse_rescaled": 0.18559314875918573, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7142857142857144, "spearman_alpha": 0.7380952380952381, "pearson_all": 0.9729441459302455, "est_alpha_mean": -1.2082778876457718, "true_alpha_mean": -1.1712857148486384, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9973618006354216, "est_rho0": 0.2896212519976808, "est_rho1": 0.08536114332813387, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49789.87648242454, "n_steps_run": 3875, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8827234579524529, "wall_seconds": 15.986624240875244, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 14, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35104, "P(Y=1)": 0.08138666666666666, "P(Y=1|Z=1)": 0.23184442418717716, "P(S=1)": 0.022122666666666665, "crispr_positive_hosts": 206, "n_informative_cells": 3868, "frac_informative": 0.020629333333333333}
{"mode": "full", "spearman_all": 0.7577425369868073, "spearman_host": 0.7008210058842844, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9843878728561024, "rmse_raw": 0.28815857531711564, "rmse_rescaled": 0.2879645431334978, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.05471149893120582, "spearman_alpha": 0.8651501883978577, "pearson_all": 0.9392232519001738, "est_alpha_mean": -1.080546516276099, "true_alpha_mean": -1.0987673040503037, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9869372160499567, "est_rho0": 0.3135381985462344, "est_rho1": 0.09202237218363483, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -45464.757365835205, "n_steps_run": 3730, "converged": true, "support_auroc": 0.9976744186046511, "support_auprc": 0.9733333333333334, "precision_at_k": 0.9, "auroc_exposed": 0.9283265084046514, "wall_seconds": 15.182214498519897, "sweep": "threat_crisis", "arm": "both", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34852266666666665, "P(Y=1)": 0.07953066666666667, "P(Y=1|Z=1)": 0.22819367080859398, "P(S=1)": 0.021472, "crispr_positive_hosts": 206, "n_informative_cells": 3538, "frac_informative": 0.01886933333333333}
{"mode": "naive", "spearman_all": 0.632099689053598, "spearman_host": 0.5714899088468393, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8211644958125249, "rmse_raw": 0.5896510247662883, "rmse_rescaled": 0.5244657075065328, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.12766016417281356, "spearman_alpha": 0.9352028352316923, "pearson_all": 0.7820011182024775, "est_alpha_mean": -0.5631385513185242, "true_alpha_mean": -1.0987673040503037, "est_alpha_frac_negative": 0.75, "f_defense_load": NaN, "optimal_scale": 1.6765593822484266, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -38954.11231102008, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9709302325581395, "support_auprc": 0.8863354037267082, "precision_at_k": 0.8, "auroc_exposed": 0.9179006155912716, "wall_seconds": 9.737230062484741, "sweep": "threat_crisis", "arm": "both", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34852266666666665, "P(Y=1)": 0.07953066666666667, "P(Y=1|Z=1)": 0.22819367080859398, "P(S=1)": 0.021472, "crispr_positive_hosts": 206, "n_informative_cells": 3538, "frac_informative": 0.01886933333333333}
{"mode": "full", "spearman_all": 0.6959953648172069, "spearman_host": 0.5583837156911353, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8993346379647748, "rmse_raw": 0.45641121435323123, "rmse_rescaled": 0.4359624957283589, "sign_acc_W": 1.0, "spearman_W_nonzero": -0.09999999999999999, "spearman_alpha": 0.4047619047619048, "pearson_all": 0.8226134033830731, "est_alpha_mean": -0.8330951631485988, "true_alpha_mean": -1.1552094076988229, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.8248521462296428, "est_rho0": 0.29617781987578307, "est_rho1": 0.09202237218363483, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -47844.19008230907, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8927024167127455, "wall_seconds": 15.779481649398804, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 15, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34852266666666665, "P(Y=1)": 0.07953066666666667, "P(Y=1|Z=1)": 0.22819367080859398, "P(S=1)": 0.021472, "crispr_positive_hosts": 206, "n_informative_cells": 3538, "frac_informative": 0.01886933333333333}
{"mode": "full", "spearman_all": 0.6861919917694143, "spearman_host": 0.6812119584201172, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8914361305818395, "rmse_raw": 0.410724980149635, "rmse_rescaled": 0.4084483121567165, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6484848484848483, "spearman_alpha": 0.6901579588999188, "pearson_all": 0.8518330770237855, "est_alpha_mean": -1.1355324883865683, "true_alpha_mean": -1.1507724162360045, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9394004157118794, "est_rho0": 0.30353886552383946, "est_rho1": 0.09763215872738344, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50225.732360325484, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9616279069767442, "support_auprc": 0.8278618113912231, "precision_at_k": 0.7, "auroc_exposed": 0.8929766373334772, "wall_seconds": 16.135855674743652, "sweep": "threat_crisis", "arm": "both", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34847466666666665, "P(Y=1)": 0.07842666666666667, "P(Y=1|Z=1)": 0.2250570103613462, "P(S=1)": 0.025152, "crispr_positive_hosts": 206, "n_informative_cells": 4377, "frac_informative": 0.023344}
{"mode": "naive", "spearman_all": 0.641087474201655, "spearman_host": 0.6443748689752479, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.832840581384764, "rmse_raw": 0.5146555404413882, "rmse_rescaled": 0.46902310078670684, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.6, "spearman_alpha": 0.5915639647713589, "pearson_all": 0.799520224006074, "est_alpha_mean": -0.7080546131669146, "true_alpha_mean": -1.1507724162360045, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.5085222925999229, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40634.59573275857, "n_steps_run": 4000, "converged": false, "support_auroc": 0.8616279069767442, "support_auprc": 0.7186456358287021, "precision_at_k": 0.6, "auroc_exposed": 0.8867637627242901, "wall_seconds": 9.498299360275269, "sweep": "threat_crisis", "arm": "both", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34847466666666665, "P(Y=1)": 0.07842666666666667, "P(Y=1|Z=1)": 0.2250570103613462, "P(S=1)": 0.025152, "crispr_positive_hosts": 206, "n_informative_cells": 4377, "frac_informative": 0.023344}
{"mode": "full", "spearman_all": 0.6640397938413974, "spearman_host": 0.5384859617831995, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.8580430528375733, "rmse_raw": 0.3012098542464667, "rmse_rescaled": 0.29707223900449353, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.7142857142857144, "pearson_all": 0.9071374853527552, "est_alpha_mean": -0.7477082695214089, "true_alpha_mean": -1.021597478839668, "est_alpha_frac_negative": 0.875, "f_defense_load": NaN, "optimal_scale": 0.9280521408186688, "est_rho0": 0.28600771497332217, "est_rho1": 0.09763215872738344, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -51902.251093006314, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8515040970396763, "wall_seconds": 15.721029043197632, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 16, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.34847466666666665, "P(Y=1)": 0.07842666666666667, "P(Y=1|Z=1)": 0.2250570103613462, "P(S=1)": 0.025152, "crispr_positive_hosts": 206, "n_informative_cells": 4377, "frac_informative": 0.023344}
{"mode": "full", "spearman_all": 0.7197145750825453, "spearman_host": 0.7029568916210576, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9349855195490699, "rmse_raw": 0.16342018005822384, "rmse_rescaled": 0.16338276350874412, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8787878787878788, "spearman_alpha": 0.8791607177646247, "pearson_all": 0.9730480104088914, "est_alpha_mean": -0.9734144455505702, "true_alpha_mean": -0.9749625164713276, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9950024192324866, "est_rho0": 0.29822801140495564, "est_rho1": 0.09210902866195333, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49177.98777564183, "n_steps_run": 3282, "converged": true, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8965358379338604, "wall_seconds": 13.471837282180786, "sweep": "threat_crisis", "arm": "both", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349296, "P(Y=1)": 0.07815466666666666, "P(Y=1|Z=1)": 0.22374910295756797, "P(S=1)": 0.022794666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4049, "frac_informative": 0.021594666666666668}
{"mode": "naive", "spearman_all": 0.6901492018507861, "spearman_host": 0.6373164855869774, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8965769659240609, "rmse_raw": 0.4013416022052515, "rmse_rescaled": 0.32138373875145715, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.709090909090909, "spearman_alpha": 0.5709290716957522, "pearson_all": 0.8920006299285266, "est_alpha_mean": -0.5096001325002091, "true_alpha_mean": -0.9749625164713276, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.6033196790342403, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -40804.375432808934, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9994186046511628, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8904906305468431, "wall_seconds": 10.235639810562134, "sweep": "threat_crisis", "arm": "both", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349296, "P(Y=1)": 0.07815466666666666, "P(Y=1|Z=1)": 0.22374910295756797, "P(S=1)": 0.022794666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4049, "frac_informative": 0.021594666666666668}
{"mode": "full", "spearman_all": 0.7185195518796896, "spearman_host": 0.7096715486933854, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.8993096357226793, "rmse_raw": 0.11867125821915153, "rmse_rescaled": 0.11815428881495393, "sign_acc_W": 1.0, "spearman_W_nonzero": 1.0, "spearman_alpha": 0.9047619047619048, "pearson_all": 0.9849965391614095, "est_alpha_mean": -0.9786332653684174, "true_alpha_mean": -0.9200363176265074, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 1.0165466528955274, "est_rho0": 0.29925250237428064, "est_rho1": 0.09210902866195333, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50381.63635947807, "n_steps_run": 3766, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8754317127993122, "wall_seconds": 15.988732099533081, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 17, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.349296, "P(Y=1)": 0.07815466666666666, "P(Y=1|Z=1)": 0.22374910295756797, "P(S=1)": 0.022794666666666668, "crispr_positive_hosts": 206, "n_informative_cells": 4049, "frac_informative": 0.021594666666666668}
{"mode": "full", "spearman_all": 0.7374696002145682, "spearman_host": 0.699566185489597, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9580511791485956, "rmse_raw": 0.27720496497093255, "rmse_rescaled": 0.276581237406595, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7212121212121211, "spearman_alpha": 0.9718550849815182, "pearson_all": 0.9306951295399029, "est_alpha_mean": -1.1960547478728227, "true_alpha_mean": -1.1838212020087433, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9744095440304644, "est_rho0": 0.3007895501838392, "est_rho1": 0.08141155744633362, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -48163.80862846125, "n_steps_run": 3798, "converged": true, "support_auroc": 0.9930232558139535, "support_auprc": 0.9651515151515152, "precision_at_k": 0.8, "auroc_exposed": 0.8992822809032889, "wall_seconds": 14.980608940124512, "sweep": "threat_crisis", "arm": "both", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499893333333333, "P(Y=1)": 0.07548266666666667, "P(Y=1|Z=1)": 0.21567133474543987, "P(S=1)": 0.023344, "crispr_positive_hosts": 206, "n_informative_cells": 4179, "frac_informative": 0.022288}
{"mode": "naive", "spearman_all": 0.6226581009511809, "spearman_host": 0.6377061439057393, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.8088988721014942, "rmse_raw": 0.4894088385299788, "rmse_rescaled": 0.4433225427205215, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.5272727272727272, "spearman_alpha": 0.570436680315239, "pearson_all": 0.8105826891326376, "est_alpha_mean": -0.7482620197026152, "true_alpha_mean": -1.1838212020087433, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5060207705050586, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -39755.57673361288, "n_steps_run": 4000, "converged": false, "support_auroc": 0.9151162790697674, "support_auprc": 0.8664546899841017, "precision_at_k": 0.8, "auroc_exposed": 0.8868534175986267, "wall_seconds": 10.160448789596558, "sweep": "threat_crisis", "arm": "both", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499893333333333, "P(Y=1)": 0.07548266666666667, "P(Y=1|Z=1)": 0.21567133474543987, "P(S=1)": 0.023344, "crispr_positive_hosts": 206, "n_informative_cells": 4179, "frac_informative": 0.022288}
{"mode": "full", "spearman_all": 0.7559271643193222, "spearman_host": 0.704688536414803, "spearman_all_ceiling": 0.7989679231028055, "spearman_all_frac_ceiling": 0.9461295534665098, "rmse_raw": 0.2679400851921255, "rmse_rescaled": 0.25636401832812894, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9285714285714288, "spearman_alpha": 0.4047619047619048, "pearson_all": 0.9294473258004766, "est_alpha_mean": -1.13660279940903, "true_alpha_mean": -1.1050745390074188, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8929924482025279, "est_rho0": 0.3087924447685794, "est_rho1": 0.08141155744633362, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49649.1399890707, "n_steps_run": 3953, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.875665322923007, "wall_seconds": 16.776611328125, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 18, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.3499893333333333, "P(Y=1)": 0.07548266666666667, "P(Y=1|Z=1)": 0.21567133474543987, "P(S=1)": 0.023344, "crispr_positive_hosts": 206, "n_informative_cells": 4179, "frac_informative": 0.022288}
{"mode": "full", "spearman_all": 0.7282994066193803, "spearman_host": 0.6987886131840563, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.9461381256690562, "rmse_raw": 0.13732591270261937, "rmse_rescaled": 0.13332674614032808, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.9757575757575757, "spearman_alpha": 0.9440559440559443, "pearson_all": 0.9857663554531378, "est_alpha_mean": -1.1221173337313792, "true_alpha_mean": -1.053528887590978, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.9600023914219188, "est_rho0": 0.30869793875710055, "est_rho1": 0.09084002799118608, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -49170.394115376126, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8844853884055756, "wall_seconds": 15.796319246292114, "sweep": "threat_crisis", "arm": "both", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35108266666666665, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22578538008142432, "P(S=1)": 0.02188266666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "naive", "spearman_all": 0.5665166874993264, "spearman_host": 0.6473659815443434, "spearman_all_ceiling": 0.7697601300067762, "spearman_all_frac_ceiling": 0.7359652252895188, "rmse_raw": 0.4424703504923879, "rmse_rescaled": 0.3582875903655126, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.7939393939393938, "spearman_alpha": 0.8251748251748254, "pearson_all": 0.8931490882557392, "est_alpha_mean": -0.7403847886938341, "true_alpha_mean": -1.053528887590978, "est_alpha_frac_negative": 0.9166666666666666, "f_defense_load": NaN, "optimal_scale": 1.5686725955030643, "est_rho0": NaN, "est_rho1": NaN, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -41403.74925768451, "n_steps_run": 4000, "converged": false, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8766099134975931, "wall_seconds": 9.980512857437134, "sweep": "threat_crisis", "arm": "both", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35108266666666665, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22578538008142432, "P(S=1)": 0.02188266666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
{"mode": "full", "spearman_all": 0.715108128121222, "spearman_host": 0.6705303334999594, "spearman_all_ceiling": 0.7739003207885647, "spearman_all_frac_ceiling": 0.9240313111545987, "rmse_raw": 0.19019055593094536, "rmse_rescaled": 0.1689858601682241, "sign_acc_W": 1.0, "spearman_W_nonzero": 0.8999999999999998, "spearman_alpha": 0.9523809523809524, "pearson_all": 0.96346734318384, "est_alpha_mean": -1.1952790243187321, "true_alpha_mean": -1.1022372906581108, "est_alpha_frac_negative": 1.0, "f_defense_load": NaN, "optimal_scale": 0.8721592338235301, "est_rho0": 0.29658216978260915, "est_rho1": 0.09084002799118608, "true_rho0": 0.3, "true_rho1": 0.09, "loglik": -50488.90043295915, "n_steps_run": 2810, "converged": true, "support_auroc": 1.0, "support_auprc": 1.0, "precision_at_k": 1.0, "auroc_exposed": 0.8630385263268412, "wall_seconds": 10.980618715286255, "sweep": "threat_crisis", "arm": "both_mitigated", "rep": 19, "n_hosts": 625, "n_elements": 300, "n_pairs": 187500, "P(Z=1)": 0.35108266666666665, "P(Y=1)": 0.07926933333333333, "P(Y=1|Z=1)": 0.22578538008142432, "P(S=1)": 0.02188266666666667, "crispr_positive_hosts": 206, "n_informative_cells": 3855, "frac_informative": 0.02056}
|