[
  {
    "policy": "reference_proxy_label_thresholds",
    "overall_risk": 0.020767425139570295,
    "worst_hidden_stratum_risk": 0.035857983460559795,
    "worst_proxy_stratum_risk": 0.06424134036144578,
    "mean_set_size": 5.658433429199797,
    "p90_set_size": 8.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.0,
    "proxy_risk_excess": 0.0,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "top_1",
    "overall_risk": 0.7494850702080866,
    "worst_hidden_stratum_risk": 1.1560148261758691,
    "worst_proxy_stratum_risk": 1.118973829201102,
    "mean_set_size": 1.0,
    "p90_set_size": 1.0,
    "overall_risk_excess": 0.6410850702080866,
    "hidden_risk_excess": 1.047614826175869,
    "proxy_risk_excess": 1.010573829201102,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "top_2",
    "overall_risk": 0.701831331416004,
    "worst_hidden_stratum_risk": 1.121963190184049,
    "worst_proxy_stratum_risk": 1.0840736914600553,
    "mean_set_size": 2.0,
    "p90_set_size": 2.0,
    "overall_risk_excess": 0.593431331416004,
    "hidden_risk_excess": 1.013563190184049,
    "proxy_risk_excess": 0.9756736914600552,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "top_3",
    "overall_risk": 0.6760996447301642,
    "worst_hidden_stratum_risk": 1.0910812883435583,
    "worst_proxy_stratum_risk": 1.049609733700643,
    "mean_set_size": 3.0,
    "p90_set_size": 3.0,
    "overall_risk_excess": 0.5676996447301641,
    "hidden_risk_excess": 0.9826812883435583,
    "proxy_risk_excess": 0.9412097337006429,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "top_6_large_fixed",
    "overall_risk": 0.2599919641346642,
    "worst_hidden_stratum_risk": 0.42685582822085893,
    "worst_proxy_stratum_risk": 0.41418732782369144,
    "mean_set_size": 6.0,
    "p90_set_size": 6.0,
    "overall_risk_excess": 0.1515919641346642,
    "hidden_risk_excess": 0.31845582822085894,
    "proxy_risk_excess": 0.30578732782369145,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "all_labels",
    "overall_risk": 0.0,
    "worst_hidden_stratum_risk": 0.0,
    "worst_proxy_stratum_risk": 0.0,
    "mean_set_size": 9.0,
    "p90_set_size": 9.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.0,
    "proxy_risk_excess": 0.0,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "global_single_threshold",
    "overall_risk": 0.09053142446286584,
    "worst_hidden_stratum_risk": 0.1465260736196319,
    "worst_proxy_stratum_risk": 0.13829201101928373,
    "mean_set_size": 5.50600575198782,
    "p90_set_size": 8.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.03812607361963191,
    "proxy_risk_excess": 0.029892011019283737,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "max_score_bins_topk",
    "overall_risk": 0.6751818643207579,
    "worst_hidden_stratum_risk": 1.0937423312883434,
    "worst_proxy_stratum_risk": 1.0519972451790633,
    "mean_set_size": 1.5582811706986974,
    "p90_set_size": 3.0,
    "overall_risk_excess": 0.5667818643207578,
    "hidden_risk_excess": 0.9853423312883434,
    "proxy_risk_excess": 0.9435972451790633,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  },
  {
    "policy": "adaptive_max_score_topk_best",
    "overall_risk": 0.053405726611402464,
    "worst_hidden_stratum_risk": 0.08152351738241308,
    "worst_proxy_stratum_risk": 0.07962006427915519,
    "mean_set_size": 6.570969379123667,
    "p90_set_size": 8.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.0,
    "proxy_risk_excess": 0.0,
    "edge_strategy": "pooled_quantile_5",
    "ranker": "raw_score",
    "top_k_by_bin": "8 8 8 6 1",
    "shortcut_status": "passes",
    "top_bottom_by_group": NaN
  },
  {
    "policy": "adaptive_cost_score_topk_best",
    "overall_risk": 0.06411774657418373,
    "worst_hidden_stratum_risk": 0.10028629856850715,
    "worst_proxy_stratum_risk": 0.09652777777777778,
    "mean_set_size": 6.350702080866181,
    "p90_set_size": 8.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.0,
    "proxy_risk_excess": 0.0,
    "edge_strategy": "pooled_quantile_5",
    "ranker": "score_times_label_cost",
    "top_k_by_bin": "8 8 7 6 1",
    "shortcut_status": "passes",
    "top_bottom_by_group": NaN
  },
  {
    "policy": "adaptive_max_entropy_top_bottom_best",
    "overall_risk": 0.07276581796650312,
    "worst_hidden_stratum_risk": 0.12017893660531699,
    "worst_proxy_stratum_risk": 0.11325183654729111,
    "mean_set_size": 4.433598375909321,
    "p90_set_size": 6.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.011778936605316995,
    "proxy_risk_excess": 0.0048518365472911135,
    "edge_strategy": NaN,
    "ranker": "raw_score",
    "top_k_by_bin": NaN,
    "shortcut_status": "fails",
    "top_bottom_by_group": "1:2+0@cal0.000 2:2+0@cal0.000 3:2+0@cal0.031 4:5+0@cal0.045 6:2+0@cal0.000 7:1+0@cal0.077 8:1+5@cal0.046 9:1+5@cal0.048 11:1+0@cal0.016 12:1+5@cal0.052 13:1+5@cal0.060 15:1+0@cal0.020 16:5+0@cal0.079 17:1+5@cal0.102 20:1+0@cal0.005 21:1+0@cal0.089"
  },
  {
    "policy": "adaptive_top_label_entropy_top_bottom_best",
    "overall_risk": 0.0843279478937574,
    "worst_hidden_stratum_risk": 0.1309381390593047,
    "worst_proxy_stratum_risk": 0.1277720385674931,
    "mean_set_size": 4.6856707832854,
    "p90_set_size": 7.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.022538139059304713,
    "proxy_risk_excess": 0.019372038567493116,
    "edge_strategy": NaN,
    "ranker": "raw_score",
    "top_k_by_bin": NaN,
    "shortcut_status": "fails",
    "top_bottom_by_group": "0:1+0@cal0.000 1:1+0@cal0.000 2:1+0@cal0.000 3:1+0@cal0.000 4:2+0@cal0.000 5:1+0@cal0.013 6:5+0@cal0.078 7:1+5@cal0.058 8:1+5@cal0.053 9:1+7@cal0.048 10:1+0@cal0.010 11:6+0@cal0.034 12:1+5@cal0.058 13:1+5@cal0.047 14:8+0@cal0.020 15:1+0@cal0.000 16:1+0@cal0.043 17:2+0@cal0.000 18:2+0@cal0.023 19:2+0@cal0.015 20:1+0@cal0.000 21:1+0@cal0.018 22:1+0@cal0.087 23:1+0@cal0.106 24:2+0@cal0.049 25:1+0@cal0.011 26:5+0@cal0.056 27:1+5@cal0.055 28:1+5@cal0.069 29:7+0@cal0.063 30:1+0@cal0.011 31:1+0@cal0.008 32:2+0@cal0.000 33:2+0@cal0.000 34:2+0@cal0.040 35:1+0@cal0.000 36:1+0@cal0.080 37:6+0@cal0.063 38:2+3@cal0.080 39:4+0@cal0.065 40:1+0@cal0.000 41:5+0@cal0.097 42:1+5@cal0.106 43:1+5@cal0.085 44:7+0@cal0.103"
  },
  {
    "policy": "adaptive_feature_entropy_top_bottom_best",
    "overall_risk": 0.07704385890712231,
    "worst_hidden_stratum_risk": 0.10853783231083844,
    "worst_proxy_stratum_risk": 0.09668847566574838,
    "mean_set_size": 5.002368465572661,
    "p90_set_size": 8.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.00013783231083844272,
    "proxy_risk_excess": 0.0,
    "edge_strategy": NaN,
    "ranker": "raw_score",
    "top_k_by_bin": NaN,
    "shortcut_status": "fails",
    "top_bottom_by_group": "0:1+0@cal0.000 1:6+0@cal0.073 2:1+5@cal0.089 3:1+5@cal0.088 4:8+0@cal0.030 5:1+0@cal0.049 6:6+0@cal0.039 7:1+5@cal0.050 8:1+5@cal0.051 9:8+0@cal0.014 10:1+0@cal0.000 11:3+0@cal0.104 12:1+5@cal0.085 13:2+4@cal0.099 14:7+0@cal0.039 15:1+0@cal0.002 16:1+0@cal0.025 17:2+0@cal0.012 18:2+0@cal0.046 19:2+0@cal0.039"
  },
  {
    "policy": "adaptive_cost_feature_entropy_top_bottom_best",
    "overall_risk": 0.08785632718660123,
    "worst_hidden_stratum_risk": 0.13669989775051128,
    "worst_proxy_stratum_risk": 0.11933252984389348,
    "mean_set_size": 5.143799695482998,
    "p90_set_size": 7.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.028299897750511283,
    "proxy_risk_excess": 0.01093252984389348,
    "edge_strategy": NaN,
    "ranker": "score_times_label_cost",
    "top_k_by_bin": NaN,
    "shortcut_status": "fails",
    "top_bottom_by_group": "0:1+0@cal0.000 1:6+0@cal0.034 2:1+6@cal0.096 3:1+6@cal0.102 4:7+0@cal0.104 5:1+0@cal0.049 6:6+0@cal0.033 7:1+6@cal0.048 8:1+6@cal0.062 9:7+0@cal0.106 10:1+0@cal0.000 11:3+0@cal0.104 12:6+0@cal0.079 13:2+5@cal0.058 14:6+0@cal0.091 15:1+0@cal0.002 16:1+0@cal0.025 17:2+0@cal0.012 18:2+0@cal0.046 19:2+0@cal0.035"
  },
  {
    "policy": "score_only_calibrated_aps_top_label",
    "overall_risk": 0.08519391811876163,
    "worst_hidden_stratum_risk": 0.13805725971370145,
    "worst_proxy_stratum_risk": 0.1294163223140496,
    "mean_set_size": 4.721705295212316,
    "p90_set_size": 7.0,
    "overall_risk_excess": 0.0,
    "hidden_risk_excess": 0.02965725971370145,
    "proxy_risk_excess": 0.021016322314049596,
    "edge_strategy": NaN,
    "ranker": "softmax_recalibrated_raw_plus_log_scores",
    "top_k_by_bin": "aps_threshold_by_calibrated_top_label",
    "shortcut_status": "fails",
    "top_bottom_by_group": NaN
  },
  {
    "policy": "single_feature_topk_rule",
    "overall_risk": 0.6339250972762646,
    "worst_hidden_stratum_risk": 0.9769555214723926,
    "worst_proxy_stratum_risk": 0.9375975665748394,
    "mean_set_size": 3.000169176112333,
    "p90_set_size": 4.0,
    "overall_risk_excess": 0.5255250972762646,
    "hidden_risk_excess": 0.8685555214723926,
    "proxy_risk_excess": 0.8291975665748395,
    "edge_strategy": NaN,
    "ranker": NaN,
    "top_k_by_bin": NaN,
    "shortcut_status": NaN,
    "top_bottom_by_group": NaN
  }
]