{"id":"W4319825925","doi":"","title":"Regulation in Need of Therapy? Analysis of Regulatory Decisions Relating to Impaired Doctors from 2010 to 2020.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Harm; Sanctions; Public health; Rehabilitation; Medicine; Deterrence (psychology); Population; Anxiety; Psychiatry; Criminology; Psychology; Nursing; Political science; Environmental health; Law; Social psychology; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003390787,0.0001040031,0.0005197482,0.0005750522,0.0001921343,0.000003039577,0.0002461826,0.0001073596,0.002531862],"category_scores_gemma":[0.006534217,0.00009585894,0.0001268431,0.002890769,0.00002756158,0.0001012855,0.0002345775,0.0004320118,0.000009726162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036987,"about_ca_system_score_gemma":0.0001088302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005526082,"about_ca_topic_score_gemma":0.0009140183,"domain_scores_codex":[0.9964659,0.001161025,0.001087071,0.0003082567,0.0006203706,0.0003573377],"domain_scores_gemma":[0.9948126,0.003774065,0.0004132218,0.000615581,0.0001263749,0.0002581718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001000266,0.0003842059,0.8717356,0.00002807621,0.0004118212,0.000002617487,0.02905525,0.005481327,0.002292508,0.0003530458,0.01627261,0.07298262],"study_design_scores_gemma":[0.0004666791,0.00004421863,0.9813766,0.00002426586,0.0001086193,3.03391e-8,0.006658555,0.0003630974,0.00007962511,0.0004443807,0.0103487,0.00008523309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888167,0.00009339054,0.0000770081,0.00826514,0.0004295773,0.00158962,0.00006855761,0.00002593622,0.0006340308],"genre_scores_gemma":[0.996034,0.00001031996,0.0005990628,0.0007283264,0.00007694891,0.001495852,0.00004772225,0.00001331725,0.000994493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1096409,"threshold_uncertainty_score":0.9983799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08788595930984187,"score_gpt":0.3838283714750399,"score_spread":0.295942412165198,"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."}}