{ "analysis": "digital_coupled_ladder_clean_only_overclamp_selector", "confirmatory": false, "selection_information": "ideal overclamped coupled-learning endpoints only", "task_panel": { "input_diameters": 5, "label_rotations_per_diameter": 1, "tasks": 5 }, "candidate_overclamp_time_seconds_per_v": [ 0.0025, 0.025, 0.25, 2.5 ], "criterion": [ "lowest mean final classification error", "lowest mean classification-error learning-curve area as the tie break" ], "selected_overclamp_time_seconds_per_v_by_side": { "4": 0.25, "8": 0.25, "12": 0.25, "16": 2.5, "24": 2.5, "32": 2.5 }, "selected_clean_development_endpoints": { "4": { "mean_final_classification_error": 0.025, "mean_classification_error_auc": 0.056874999999999995 }, "8": { "mean_final_classification_error": 0.0, "mean_classification_error_auc": 0.04666666666666666 }, "12": { "mean_final_classification_error": 0.0, "mean_classification_error_auc": 0.030208333333333337 }, "16": { "mean_final_classification_error": 0.0, "mean_classification_error_auc": 0.036250000000000004 }, "24": { "mean_final_classification_error": 0.0, "mean_classification_error_auc": 0.034999999999999996 }, "32": { "mean_final_classification_error": 0.0, "mean_classification_error_auc": 0.04958333333333333 } }, "sources": [ "results/coupled_ladder/p1_bias_baseline_pilot.json", "results/coupled_ladder/p0_overclamp_clean_t2p5e-2.json", "results/coupled_ladder/p0_overclamp_clean_t2p5e-1.json", "results/coupled_ladder/p0_overclamp_clean_t2p5.json", "results/coupled_ladder/p0_overclamp_clean_small_t2p5.json" ], "freeze": "Biased overclamp conditions use this mapping without further time-constant selection." }