{"id":"W4384936653","doi":"10.1016/j.acra.2023.06.005","title":"Getting the Most from Competency-Based Medical Education: Strategies for Diagnostic Radiology Faculty and Residents Upon the Transition to Competence by Design","year":2023,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; University of British Columbia; University of Toronto; Providence Health Care","funders":"","keywords":"Medicine; Competence (human resources); Graduate medical education; Scopus; Medical education; Curriculum; Family medicine; MEDLINE; Management; Psychology; Accreditation","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":[0.03968474,0.000914852,0.0006688818,0.001650474,0.008742318,0.01450652,0.003447883,0.005889742,0.009907119],"category_scores_gemma":[0.07383819,0.0007998358,0.0008366478,0.000708422,0.004674959,0.008748204,0.0143405,0.007762666,0.00330951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006925731,"about_ca_system_score_gemma":0.04936413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187808,"about_ca_topic_score_gemma":0.0063908,"domain_scores_codex":[0.9710885,0.01771798,0.001327677,0.0009862947,0.005800116,0.003079532],"domain_scores_gemma":[0.9330258,0.01685816,0.005139602,0.003279229,0.0145819,0.02711537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003895719,0.003793165,0.02368141,0.00183141,0.00009090014,0.0007585135,0.08727665,0.001045489,0.004968937,0.0528217,0.1504954,0.6728469],"study_design_scores_gemma":[0.0005600126,0.003164132,0.03253221,0.005961019,0.0002163158,0.0028686,0.2196325,0.004504276,0.01244045,0.1620733,0.5555047,0.000542475],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1899112,0.004795469,0.160535,0.5197616,0.004185827,0.003270709,0.0001510154,0.002293239,0.1150959],"genre_scores_gemma":[0.6338016,0.002577342,0.2979095,0.03754536,0.0005145264,0.002173289,0.0001990086,0.0004108113,0.02486859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03968474,"threshold_uncertainty_score":0.2098755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.030176938410644,"score_gpt":0.3574704861452606,"score_spread":0.3272935477346166,"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."}}