base_fewshot_acc: 0.509174
ceiling_acc: 0.962586
weak_labeler_val_accuracy_S1: 0.748853
weak_to_ceiling_band_S1: 0.213733
weak_labeler_val_accuracy_S2: 0.806193
weak_to_ceiling_band_S2: 0.156393
weak_labeler_val_accuracy_S2inband: 0.715596
weak_to_ceiling_band_S2inband: 0.246990
manipulation_check_value_before: 0.047000
manipulation_check_value_after: 0.213733
manipulation_check_min_effect: 0.150000
manipulation_check_pass: 1.000000
S1_base_fewshot_f_none_n_seeds: 1.000000
S1_base_fewshot_f_none_mean_student_acc: 0.509174
S1_base_fewshot_f_none_acc_ci_low: 0.509174
S1_base_fewshot_f_none_acc_ci_high: 0.509174
S1_base_fewshot_f_none_mean_train_label_gold_acc: nan
S1_base_fewshot_f_none_mean_pgr: 0.000000
S1_base_fewshot_f_none_pgr_ci_low: 0.000000
S1_base_fewshot_f_none_pgr_ci_high: 0.000000
S1_gold_ceiling_f_none_n_seeds: 5.000000
S1_gold_ceiling_f_none_mean_student_acc: 0.963303
S1_gold_ceiling_f_none_acc_ci_low: 0.961239
S1_gold_ceiling_f_none_acc_ci_high: 0.964908
S1_gold_ceiling_f_none_mean_train_label_gold_acc: 1.000000
S1_gold_ceiling_f_none_mean_pgr: 1.001581
S1_gold_ceiling_f_none_pgr_ci_low: 0.997028
S1_gold_ceiling_f_none_pgr_ci_high: 1.005122
S1_partial_0.00_f_0_0_n_seeds: 5.000000
S1_partial_0.00_f_0_0_mean_student_acc: 0.490826
S1_partial_0.00_f_0_0_acc_ci_low: 0.490826
S1_partial_0.00_f_0_0_acc_ci_high: 0.490826
S1_partial_0.00_f_0_0_mean_train_label_gold_acc: 0.483200
S1_partial_0.00_f_0_0_mean_pgr: -0.040468
S1_partial_0.00_f_0_0_pgr_ci_low: -0.040468
S1_partial_0.00_f_0_0_pgr_ci_high: -0.040468
S1_partial_0.05_f_0_05_n_seeds: 5.000000
S1_partial_0.05_f_0_05_mean_student_acc: 0.490826
S1_partial_0.05_f_0_05_acc_ci_low: 0.490826
S1_partial_0.05_f_0_05_acc_ci_high: 0.490826
S1_partial_0.05_f_0_05_mean_train_label_gold_acc: 0.511600
S1_partial_0.05_f_0_05_mean_pgr: -0.040468
S1_partial_0.05_f_0_05_pgr_ci_low: -0.040468
S1_partial_0.05_f_0_05_pgr_ci_high: -0.040468
S1_partial_0.15_f_0_15_n_seeds: 10.000000
S1_partial_0.15_f_0_15_mean_student_acc: 0.491284
S1_partial_0.15_f_0_15_acc_ci_low: 0.490826
S1_partial_0.15_f_0_15_acc_ci_high: 0.492202
S1_partial_0.15_f_0_15_mean_train_label_gold_acc: 0.541500
S1_partial_0.15_f_0_15_mean_pgr: -0.039456
S1_partial_0.15_f_0_15_pgr_ci_low: -0.040468
S1_partial_0.15_f_0_15_pgr_ci_high: -0.037433
S1_partial_0.30_f_0_3_n_seeds: 5.000000
S1_partial_0.30_f_0_3_mean_student_acc: 0.519037
S1_partial_0.30_f_0_3_acc_ci_low: 0.490826
S1_partial_0.30_f_0_3_acc_ci_high: 0.558486
S1_partial_0.30_f_0_3_mean_train_label_gold_acc: 0.573400
S1_partial_0.30_f_0_3_mean_pgr: 0.021752
S1_partial_0.30_f_0_3_pgr_ci_low: -0.040468
S1_partial_0.30_f_0_3_pgr_ci_high: 0.108758
S1_partial_0.50_f_0_5_n_seeds: 10.000000
S1_partial_0.50_f_0_5_mean_student_acc: 0.713647
S1_partial_0.50_f_0_5_acc_ci_low: 0.665135
S1_partial_0.50_f_0_5_acc_ci_high: 0.764106
S1_partial_0.50_f_0_5_mean_train_label_gold_acc: 0.647400
S1_partial_0.50_f_0_5_mean_pgr: 0.450964
S1_partial_0.50_f_0_5_pgr_ci_low: 0.344736
S1_partial_0.50_f_0_5_pgr_ci_high: 0.562504
S1_partial_0.75_f_0_75_n_seeds: 10.000000
S1_partial_0.75_f_0_75_mean_student_acc: 0.781422
S1_partial_0.75_f_0_75_acc_ci_low: 0.757798
S1_partial_0.75_f_0_75_acc_ci_high: 0.803326
S1_partial_0.75_f_0_75_mean_train_label_gold_acc: 0.725500
S1_partial_0.75_f_0_75_mean_pgr: 0.600443
S1_partial_0.75_f_0_75_pgr_ci_low: 0.547328
S1_partial_0.75_f_0_75_pgr_ci_high: 0.649763
S1_partial_1.00_f_1_0_n_seeds: 5.000000
S1_partial_1.00_f_1_0_mean_student_acc: 0.773853
S1_partial_1.00_f_1_0_acc_ci_low: 0.743349
S1_partial_1.00_f_1_0_acc_ci_high: 0.802752
S1_partial_1.00_f_1_0_mean_train_label_gold_acc: 0.803000
S1_partial_1.00_f_1_0_mean_pgr: 0.583750
S1_partial_1.00_f_1_0_pgr_ci_low: 0.516472
S1_partial_1.00_f_1_0_pgr_ci_high: 0.647487
S1_noisematched_0.15_f_0_15_n_seeds: 10.000000
S1_noisematched_0.15_f_0_15_mean_student_acc: 0.641514
S1_noisematched_0.15_f_0_15_acc_ci_low: 0.564908
S1_noisematched_0.15_f_0_15_acc_ci_high: 0.720757
S1_noisematched_0.15_f_0_15_mean_train_label_gold_acc: 0.541500
S1_noisematched_0.15_f_0_15_mean_pgr: 0.291875
S1_noisematched_0.15_f_0_15_pgr_ci_low: 0.121910
S1_noisematched_0.15_f_0_15_pgr_ci_high: 0.464369
S1_noisematched_0.50_f_0_5_n_seeds: 10.000000
S1_noisematched_0.50_f_0_5_mean_student_acc: 0.949771
S1_noisematched_0.50_f_0_5_acc_ci_low: 0.942431
S1_noisematched_0.50_f_0_5_acc_ci_high: 0.955734
S1_noisematched_0.50_f_0_5_mean_train_label_gold_acc: 0.647400
S1_noisematched_0.50_f_0_5_mean_pgr: 0.971736
S1_noisematched_0.50_f_0_5_pgr_ci_low: 0.955296
S1_noisematched_0.50_f_0_5_pgr_ci_high: 0.984888
S1_noisematched_0.75_f_0_75_n_seeds: 10.000000
S1_noisematched_0.75_f_0_75_mean_student_acc: 0.954472
S1_noisematched_0.75_f_0_75_acc_ci_low: 0.950803
S1_noisematched_0.75_f_0_75_acc_ci_high: 0.957683
S1_noisematched_0.75_f_0_75_mean_train_label_gold_acc: 0.725500
S1_noisematched_0.75_f_0_75_mean_pgr: 0.982106
S1_noisematched_0.75_f_0_75_pgr_ci_low: 0.974265
S1_noisematched_0.75_f_0_75_pgr_ci_high: 0.988941
S2_gold_ceiling_f_none_n_seeds: 3.000000
S2_gold_ceiling_f_none_mean_student_acc: 0.961391
S2_gold_ceiling_f_none_acc_ci_low: 0.959862
S2_gold_ceiling_f_none_acc_ci_high: 0.963303
S2_gold_ceiling_f_none_mean_train_label_gold_acc: 1.000000
S2_gold_ceiling_f_none_mean_pgr: 0.997365
S2_gold_ceiling_f_none_pgr_ci_low: 0.993993
S2_gold_ceiling_f_none_pgr_ci_high: 1.001581
S2_partial_0.00_f_0_0_n_seeds: 3.000000
S2_partial_0.00_f_0_0_mean_student_acc: 0.491590
S2_partial_0.00_f_0_0_acc_ci_low: 0.490826
S2_partial_0.00_f_0_0_acc_ci_high: 0.493119
S2_partial_0.00_f_0_0_mean_train_label_gold_acc: 0.488333
S2_partial_0.00_f_0_0_mean_pgr: -0.038782
S2_partial_0.00_f_0_0_pgr_ci_low: -0.040468
S2_partial_0.00_f_0_0_pgr_ci_high: -0.035409
S2_partial_0.15_f_0_15_n_seeds: 3.000000
S2_partial_0.15_f_0_15_mean_student_acc: 0.700688
S2_partial_0.15_f_0_15_acc_ci_low: 0.504587
S2_partial_0.15_f_0_15_acc_ci_high: 0.866972
S2_partial_0.15_f_0_15_mean_train_label_gold_acc: 0.548000
S2_partial_0.15_f_0_15_mean_pgr: 0.422384
S2_partial_0.15_f_0_15_pgr_ci_low: -0.010117
S2_partial_0.15_f_0_15_pgr_ci_high: 0.789124
S2_partial_0.30_f_0_3_n_seeds: 3.000000
S2_partial_0.30_f_0_3_mean_student_acc: 0.805046
S2_partial_0.30_f_0_3_acc_ci_low: 0.652523
S2_partial_0.30_f_0_3_acc_ci_high: 0.939220
S2_partial_0.30_f_0_3_mean_train_label_gold_acc: 0.606333
S2_partial_0.30_f_0_3_mean_pgr: 0.652545
S2_partial_0.30_f_0_3_pgr_ci_low: 0.316156
S2_partial_0.30_f_0_3_pgr_ci_high: 0.948467
S2_partial_0.50_f_0_5_n_seeds: 3.000000
S2_partial_0.50_f_0_5_mean_student_acc: 0.831804
S2_partial_0.50_f_0_5_acc_ci_low: 0.772936
S2_partial_0.50_f_0_5_acc_ci_high: 0.896789
S2_partial_0.50_f_0_5_mean_train_label_gold_acc: 0.667333
S2_partial_0.50_f_0_5_mean_pgr: 0.711561
S2_partial_0.50_f_0_5_pgr_ci_low: 0.581726
S2_partial_0.50_f_0_5_pgr_ci_high: 0.854885
S2_partial_1.00_f_1_0_n_seeds: 3.000000
S2_partial_1.00_f_1_0_mean_student_acc: 0.832569
S2_partial_1.00_f_1_0_acc_ci_low: 0.814220
S2_partial_1.00_f_1_0_acc_ci_high: 0.842890
S2_partial_1.00_f_1_0_mean_train_label_gold_acc: 0.847000
S2_partial_1.00_f_1_0_mean_pgr: 0.713247
S2_partial_1.00_f_1_0_pgr_ci_low: 0.672779
S2_partial_1.00_f_1_0_pgr_ci_high: 0.736010
S2inband_partial_0.00_f_0_0_n_seeds: 3.000000
S2inband_partial_0.00_f_0_0_mean_student_acc: 0.509174
S2inband_partial_0.00_f_0_0_acc_ci_low: 0.509174
S2inband_partial_0.00_f_0_0_acc_ci_high: 0.509174
S2inband_partial_0.00_f_0_0_mean_train_label_gold_acc: 0.552500
S2inband_partial_0.00_f_0_0_mean_pgr: 0.000000
S2inband_partial_0.00_f_0_0_pgr_ci_low: 0.000000
S2inband_partial_0.00_f_0_0_pgr_ci_high: 0.000000
S2inband_partial_0.15_f_0_15_n_seeds: 3.000000
S2inband_partial_0.15_f_0_15_mean_student_acc: 0.509174
S2inband_partial_0.15_f_0_15_acc_ci_low: 0.509174
S2inband_partial_0.15_f_0_15_acc_ci_high: 0.509174
S2inband_partial_0.15_f_0_15_mean_train_label_gold_acc: 0.579500
S2inband_partial_0.15_f_0_15_mean_pgr: 0.000000
S2inband_partial_0.15_f_0_15_pgr_ci_low: 0.000000
S2inband_partial_0.15_f_0_15_pgr_ci_high: 0.000000
S2inband_partial_0.30_f_0_3_n_seeds: 3.000000
S2inband_partial_0.30_f_0_3_mean_student_acc: 0.509174
S2inband_partial_0.30_f_0_3_acc_ci_low: 0.509174
S2inband_partial_0.30_f_0_3_acc_ci_high: 0.509174
S2inband_partial_0.30_f_0_3_mean_train_label_gold_acc: 0.603167
S2inband_partial_0.30_f_0_3_mean_pgr: 0.000000
S2inband_partial_0.30_f_0_3_pgr_ci_low: 0.000000
S2inband_partial_0.30_f_0_3_pgr_ci_high: 0.000000
S2inband_partial_0.50_f_0_5_n_seeds: 3.000000
S2inband_partial_0.50_f_0_5_mean_student_acc: 0.509557
S2inband_partial_0.50_f_0_5_acc_ci_low: 0.509174
S2inband_partial_0.50_f_0_5_acc_ci_high: 0.510321
S2inband_partial_0.50_f_0_5_mean_train_label_gold_acc: 0.642500
S2inband_partial_0.50_f_0_5_mean_pgr: 0.000843
S2inband_partial_0.50_f_0_5_pgr_ci_low: 0.000000
S2inband_partial_0.50_f_0_5_pgr_ci_high: 0.002529
S2inband_partial_1.00_f_1_0_n_seeds: 3.000000
S2inband_partial_1.00_f_1_0_mean_student_acc: 0.657110
S2inband_partial_1.00_f_1_0_acc_ci_low: 0.556193
S2inband_partial_1.00_f_1_0_acc_ci_high: 0.719037
S2inband_partial_1.00_f_1_0_mean_train_label_gold_acc: 0.722500
S2inband_partial_1.00_f_1_0_mean_pgr: 0.326273
S2inband_partial_1.00_f_1_0_pgr_ci_low: 0.103699
S2inband_partial_1.00_f_1_0_pgr_ci_high: 0.462852
S1_low_f_slope: 0.094037
S1_low_f_slope_ci_low: 0.000000
S1_low_f_slope_ci_high: 0.225535
S1_low_f_slope_p_le_zero: 0.078900
S1_AIC_concave: -202.678878
S1_AIC_changepoint: -219.557196
S1_delta_aic_concave_minus_changepoint: 16.878319
S1_delta_aic_ci_low: 2.798031
S1_delta_aic_ci_high: 39.140238
S1_changepoint_threshold: 0.400000
S1_graceful_supported: 0.000000
S1_threshold_supported: 1.000000
S2_low_f_slope: 1.044852
S2_low_f_slope_ci_low: 0.538991
S2_low_f_slope_ci_high: 1.487003
S2_low_f_slope_p_le_zero: 0.000000
S2_AIC_concave: -66.697637
S2_AIC_changepoint: -62.874305
S2_delta_aic_concave_minus_changepoint: -3.823332
S2_delta_aic_ci_low: -9.544417
S2_delta_aic_ci_high: 68.683579
S2_changepoint_threshold: 0.075000
S2_graceful_supported: 1.000000
S2_threshold_supported: 0.000000
S2inband_low_f_slope: 0.000000
S2inband_low_f_slope_ci_low: 0.000000
S2inband_low_f_slope_ci_high: 0.000000
S2inband_low_f_slope_p_le_zero: 1.000000
S2inband_AIC_concave: -88.591032
S2inband_AIC_changepoint: -97.085125
S2inband_delta_aic_concave_minus_changepoint: 8.494092
S2inband_delta_aic_ci_low: 4.127574
S2inband_delta_aic_ci_high: 565.773863
S2inband_changepoint_threshold: 0.750000
S2inband_graceful_supported: 0.000000
S2inband_threshold_supported: 1.000000
S1_matched_S2grid3_AIC_concave: -85.240184
S1_matched_S2grid3_AIC_changepoint: -86.621423
S1_matched_S2grid3_delta_aic_concave_minus_changepoint: 1.381239
S1_matched_S2grid3_delta_aic_ci_low: -3.094459
S1_matched_S2grid3_delta_aic_ci_high: 10.016152
S1_matched_S2grid3_low_f_slope: 0.156728
S1_matched_S2grid3_low_f_slope_ci_low: 0.000000
S1_matched_S2grid3_low_f_slope_ci_high: 0.328746
S1_noisematched_minus_partial_f_0_15_mean_acc_diff: 0.150229
S1_noisematched_minus_partial_f_0_15_acc_diff_ci_low: 0.073739
S1_noisematched_minus_partial_f_0_15_acc_diff_ci_high: 0.231540
S1_noisematched_minus_partial_f_0_15_p_two_sided: 0.003906
S1_noisematched_minus_partial_f_0_15_mean_train_label_gold_acc_diff: 0.000000
S1_noisematched_minus_partial_f_0_15_train_acc_diff_ci_low: 0.000000
S1_noisematched_minus_partial_f_0_15_train_acc_diff_ci_high: 0.000000
S1_noisematched_minus_partial_f_0_15_n_seeds: 10.000000
S1_noisematched_minus_partial_f_0_5_mean_acc_diff: 0.236124
S1_noisematched_minus_partial_f_0_5_acc_diff_ci_low: 0.186353
S1_noisematched_minus_partial_f_0_5_acc_diff_ci_high: 0.285321
S1_noisematched_minus_partial_f_0_5_p_two_sided: 0.001953
S1_noisematched_minus_partial_f_0_5_mean_train_label_gold_acc_diff: 0.000000
S1_noisematched_minus_partial_f_0_5_train_acc_diff_ci_low: 0.000000
S1_noisematched_minus_partial_f_0_5_train_acc_diff_ci_high: 0.000000
S1_noisematched_minus_partial_f_0_5_n_seeds: 10.000000
S1_noisematched_minus_partial_f_0_75_mean_acc_diff: 0.173050
S1_noisematched_minus_partial_f_0_75_acc_diff_ci_low: 0.151606
S1_noisematched_minus_partial_f_0_75_acc_diff_ci_high: 0.196330
S1_noisematched_minus_partial_f_0_75_p_two_sided: 0.001953
S1_noisematched_minus_partial_f_0_75_mean_train_label_gold_acc_diff: 0.000000
S1_noisematched_minus_partial_f_0_75_train_acc_diff_ci_low: 0.000000
S1_noisematched_minus_partial_f_0_75_train_acc_diff_ci_high: 0.000000
S1_noisematched_minus_partial_f_0_75_n_seeds: 10.000000
synthetic_power_S1grid_sigma: 0.030976
synthetic_power_S1grid_concave_discrimination_rate: 1.000000
synthetic_power_S1grid_threshold_discrimination_rate: 1.000000
synthetic_power_S1grid_n_sim: 500.000000
synthetic_power_S2grid_sigma: 0.088255
synthetic_power_S2grid_concave_discrimination_rate: 0.716000
synthetic_power_S2grid_threshold_discrimination_rate: 0.000000
synthetic_power_S2grid_n_sim: 500.000000
S1_S2_weak_label_available: 1.000000
S1_S2_weak_label_agreement_fraction: 0.960000
S1_S2_weak_label_confusion_00: 1209.000000
S1_S2_weak_label_confusion_01: 64.000000
S1_S2_weak_label_confusion_10: 16.000000
S1_S2_weak_label_confusion_11: 711.000000
S1_S2_weak_label_s2_replay_val_accuracy: 0.785550
S1_S2_weak_label_s2_original_val_accuracy: 0.806193
figure_main_description: Student validation accuracy vs preserved aligned-label fraction f; S1 bootstrap CIs, S2 and S2inband confirmatory points, noise-matched controls, and base/gold references.