{"id":"W4408099471","doi":"10.1001/amajethics.2025.216","title":"What Are Organizations’ Responsibilities When Surgeons Experience Regret?","year":2025,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Regret; Business; Public relations; Psychology; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006509839,0.0001079464,0.0003203854,0.0001348879,0.0007985127,0.00005566642,0.0005029838,0.000216946,0.002645693],"category_scores_gemma":[0.04612584,0.00006328917,0.00007073653,0.0004966359,0.000351066,0.0006286996,0.0001448336,0.002035371,0.00009966268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009244185,"about_ca_system_score_gemma":0.001250984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009413733,"about_ca_topic_score_gemma":0.000156624,"domain_scores_codex":[0.9953414,0.002943918,0.0008502528,0.0001273385,0.0004537811,0.0002833257],"domain_scores_gemma":[0.983829,0.01332399,0.0007047782,0.0005545897,0.0014652,0.0001224596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009037051,0.0002747478,0.2280277,0.0007834219,0.0002130287,0.00007694486,0.4589674,0.00002242376,0.0009767796,0.06892581,0.2387661,0.00206205],"study_design_scores_gemma":[0.000658331,0.0001091477,0.05281977,0.004015386,0.0001138211,0.00002103475,0.5158166,0.00002041372,0.0003438074,0.08570286,0.3402369,0.0001419608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6718391,0.001683949,0.0002599368,0.3224486,0.002390909,0.0001981121,0.000001353887,0.00002035085,0.00115767],"genre_scores_gemma":[0.9699972,0.001522279,0.0001932513,0.01134467,0.0003047076,0.00001078766,6.887715e-7,0.00001088141,0.01661551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3111039,"threshold_uncertainty_score":0.998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08716108186562897,"score_gpt":0.4667824856619026,"score_spread":0.3796214037962736,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}