{"id":"W3159097641","doi":"10.1016/j.psc.2020.12.005","title":"Competency-Based Assessment in Psychiatric Education","year":2021,"lang":"en","type":"review","venue":"Psychiatric Clinics of North America","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Royal College of Physicians and Surgeons of Canada","funders":"American Board of Psychiatry and Neurology","keywords":"Medical education; Coaching; Psychology; Trustworthiness; Professional development; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006430065,0.0005588334,0.003006892,0.002043977,0.00007496515,0.0000186267,0.0004691447,0.0004097234,0.0002785738],"category_scores_gemma":[0.0008884307,0.0005228606,0.0009372683,0.008750363,0.0001696636,0.00005368473,0.0000626187,0.001895517,0.00006358171],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005858081,"about_ca_system_score_gemma":0.03012521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008179968,"about_ca_topic_score_gemma":0.00003059399,"domain_scores_codex":[0.9941652,0.0003150931,0.003367316,0.00086993,0.0008516661,0.0004307988],"domain_scores_gemma":[0.9949635,0.0004249989,0.002376726,0.001396953,0.0006719086,0.0001658672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009145051,0.003579819,0.01685723,0.01322766,0.00009932832,0.000003159711,0.00001507582,0.000005860306,2.170951e-9,0.0003164126,0.008042159,0.9578441],"study_design_scores_gemma":[0.0006667203,0.0003783407,0.006848789,0.004563347,0.001654192,0.00002097047,0.00007278097,0.0001285133,4.092571e-9,0.00007342562,0.9851815,0.00041147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002660971,0.9883167,0.0006630083,0.00136982,0.005127129,0.001745107,0.0000453384,0.00005054862,0.002416282],"genre_scores_gemma":[0.00005449999,0.8502589,0.14366,0.001512966,0.0008366721,0.0003268318,0.003173298,0.00008378742,0.00009297604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9771393,"threshold_uncertainty_score":0.9997223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148605465324526,"score_gpt":0.4372425697656309,"score_spread":0.4057565151123856,"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."}}