{"id":"W2128514301","doi":"10.1002/chp.68","title":"The prevalence and special educational requirements of dyscompetent physicians","year":2006,"lang":"en","type":"review","venue":"Journal of Continuing Education in the Health Professions","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Specialty; Continuing medical education; Quality (philosophy); Population; Family medicine; Malpractice; Medical education; Nursing; Psychology; Continuing education; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001812417,0.0001327214,0.0001930513,0.003061603,0.0007132327,0.0009567592,0.0007549264,0.000608545,0.002682136],"category_scores_gemma":[0.02179472,0.0002106047,0.0002515506,0.001739043,0.0009829041,0.0008797047,0.001319679,0.0008927275,0.0003885107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000951994,"about_ca_system_score_gemma":0.001194846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005574253,"about_ca_topic_score_gemma":0.008608045,"domain_scores_codex":[0.9966023,0.0006605201,0.0006463086,0.0004704076,0.001177344,0.0004431673],"domain_scores_gemma":[0.9684634,0.005455066,0.01691786,0.001051471,0.003219511,0.004892679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002781456,0.00004600249,0.9881889,0.00002235901,0.00001106715,0.0003037039,0.000583315,0.00002803274,0.0001721131,0.0001779668,0.0008016257,0.009637024],"study_design_scores_gemma":[0.00000177573,0.00003140322,0.9970727,0.00002485946,0.000003178002,0.001222371,0.0008673794,0.0001019611,0.00007113086,0.00009142116,0.0005069394,0.000004988996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9946754,0.0005611681,0.0001619196,0.001352999,0.0000241388,0.00001921217,0.0002959961,0.0000165555,0.00289256],"genre_scores_gemma":[0.9988222,0.0003022743,0.0002299464,0.0001709716,0.00003083642,0.00001267902,0.0002289486,0.000002935628,0.000199193],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005574253,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103971853660819,"score_gpt":0.5342210951434818,"score_spread":0.4302492414826629,"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."}}