{"id":"W2315664511","doi":"10.1097/prs.0000000000000082","title":"Competency-Based Medical Education for Plastic Surgery","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Competence (human resources); Core competency; Curriculum; Medical education; Graduate medical education; Accountability; Accreditation; Pedagogy; Psychology","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":[0.005018949,0.0004158462,0.0001690151,0.001291491,0.001119099,0.001574889,0.0008827413,0.001028147,0.009468596],"category_scores_gemma":[0.02011687,0.0001078876,0.0003258773,0.0007090853,0.001860749,0.001436367,0.003054302,0.002850759,0.00209888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002990138,"about_ca_system_score_gemma":0.01873566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001637458,"about_ca_topic_score_gemma":0.002917266,"domain_scores_codex":[0.9964073,0.001420534,0.0002080263,0.0001126,0.001648055,0.000203407],"domain_scores_gemma":[0.990832,0.003942343,0.001235183,0.0004785109,0.001855115,0.0016568],"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":[0.00002890026,0.0003546891,0.005201261,0.001733785,0.00002069259,0.0002456239,0.002036542,0.00170525,0.001070419,0.2331324,0.09273741,0.6617331],"study_design_scores_gemma":[0.00004343191,0.0003154092,0.01324065,0.005404761,0.00002400751,0.002629269,0.001304273,0.002842066,0.001508981,0.1556909,0.8169473,0.00004890829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03458704,0.05348369,0.2009566,0.2211612,0.004863549,0.002617182,0.0003420169,0.0006941109,0.4812947],"genre_scores_gemma":[0.5379094,0.04368885,0.3506022,0.02491629,0.00229793,0.002054977,0.0005026252,0.00009864404,0.03792906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009468596,"threshold_uncertainty_score":0.03167558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646774134843341,"score_gpt":0.2855433807129804,"score_spread":0.269075639364547,"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."}}