{"id":"W4301395155","doi":"10.1503/cjs.020521","title":"Surgeons disciplined by regulatory bodies in Canada between 2000 and 2017","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Specialty; Graduation (instrument); Confidence interval; Family medicine; Obstetrics and gynaecology; General surgery; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001968389,0.0002538396,0.0003807015,0.005032003,0.002412475,0.001455868,0.001245437,0.0006087161,0.004428637],"category_scores_gemma":[0.01329414,0.0004186536,0.0007022169,0.01010053,0.0009435859,0.0006096221,0.001321745,0.001028237,0.000443757],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03899477,"about_ca_system_score_gemma":0.07825661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9825312,"about_ca_topic_score_gemma":0.9916768,"domain_scores_codex":[0.9944394,0.0002559604,0.0004440933,0.0005085295,0.002903741,0.001448283],"domain_scores_gemma":[0.9753292,0.00167855,0.009793154,0.000460237,0.009399468,0.003339409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001088676,0.00002937878,0.9601217,0.0002131415,0.00006861646,0.000117001,0.000684478,0.000226222,0.00009070183,0.0006026205,0.02322811,0.01450924],"study_design_scores_gemma":[0.00001326709,0.00002014373,0.9872283,0.000184878,0.00002797674,0.0001554357,0.001169112,0.0002146118,0.00009184837,0.00008106974,0.01080004,0.00001342012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8261188,0.007566359,0.0007366381,0.006859929,0.000270594,0.0002787453,0.1338943,0.0001603866,0.02411414],"genre_scores_gemma":[0.9527176,0.004167663,0.001010703,0.002296685,0.00009742934,0.0001168891,0.03469043,0.00002980947,0.004872743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9993913,"threshold_uncertainty_score":0.2829282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0761094107345471,"score_gpt":0.3442479671868806,"score_spread":0.2681385564523335,"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."}}