{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02234454,0.0001191842,0.0002809367,0.002361224,0.00246832,0.003158315,0.001005336,0.001483816,0.002662556],"category_scores_gemma":[0.1095337,0.0002329999,0.0005978577,0.002853269,0.002529204,0.00208945,0.002859498,0.003007068,0.0003693487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01099472,"about_ca_system_score_gemma":0.01078292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09946595,"about_ca_topic_score_gemma":0.1932649,"domain_scores_codex":[0.9829317,0.005547619,0.001974981,0.0009426541,0.006015246,0.002587681],"domain_scores_gemma":[0.8676543,0.06164897,0.0455795,0.001759067,0.01854544,0.004812763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001060558,0.0002503547,0.7713878,0.0009500612,0.000168628,0.001645359,0.1101276,0.0009980447,0.0004174764,0.009941627,0.0260971,0.07695543],"study_design_scores_gemma":[0.00001640957,0.0001352931,0.8897025,0.0009459039,0.00006518581,0.0003346831,0.07320101,0.0007124794,0.0003483013,0.00171722,0.0327507,0.00007031073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574602,0.003158684,0.0003884877,0.01450399,0.0001304451,0.0001659864,0.002115395,0.000006311509,0.02207046],"genre_scores_gemma":[0.9943905,0.0009458702,0.0001988474,0.001948043,0.00005322294,0.00005310835,0.0005637571,0.000005566405,0.001841071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09946595,"threshold_uncertainty_score":0.197774,"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."}}