{"id":"W2137613090","doi":"10.1176/appi.ap.10060085","title":"Evaluation of Professional Role Competency During Psychiatry Residency","year":2012,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; Sunnybrook Hospital; University Health Network","funders":"","keywords":"Competency assessment; Medicine; Supervisor; Program director; Medical education; Needs assessment; Family medicine; Psychology; Nursing; Psychiatry; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003241694,0.0002231771,0.0003580806,0.001209244,0.001063497,0.0007357425,0.0005318933,0.0005458408,0.003079729],"category_scores_gemma":[0.01636047,0.0001594185,0.0004037591,0.0003302573,0.000635936,0.0007500452,0.001248581,0.0007972076,0.0007176813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370372,"about_ca_system_score_gemma":0.002560497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003976776,"about_ca_topic_score_gemma":0.009160205,"domain_scores_codex":[0.9979661,0.0006309264,0.0001633744,0.00009998349,0.0005566958,0.0005831371],"domain_scores_gemma":[0.9892357,0.00210993,0.001373685,0.0002250123,0.003815345,0.003240294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002622146,0.003466025,0.8671669,0.000342795,0.00007660401,0.001804242,0.0186901,0.0004194112,0.007527888,0.0006270399,0.003114916,0.09414198],"study_design_scores_gemma":[0.00005519272,0.005579652,0.9694842,0.0001088343,0.00003696813,0.001215153,0.0147949,0.0008236288,0.003766007,0.0001990956,0.003895736,0.00004084286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939427,0.0001499674,0.0001799825,0.0002024474,0.0000283084,0.000112829,0.00004497871,0.000006360597,0.005332428],"genre_scores_gemma":[0.9972531,0.0001639392,0.000504885,0.00006557113,0.00001422986,0.00007440044,0.00008532649,0.000003492092,0.001834973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003976776,"threshold_uncertainty_score":0.01714391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467625604413448,"score_gpt":0.3827887192438941,"score_spread":0.3581124631997596,"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."}}