{"id":"W4361295861","doi":"10.1016/j.acra.2023.02.022","title":"Redesigning Introductory Diagnostic Radiology Graduate Medical Education Upon the Transition to Competency-Based Medical Education","year":2023,"lang":"en","type":"letter","venue":"Academic Radiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; University of British Columbia; Providence Health Care","funders":"","keywords":"Scopus; Charter; Competence (human resources); Graduate medical education; Medical education; Specialty; Core competency; Medicine; Psychology; MEDLINE; Family medicine; Political science; Management; 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":[0.009494548,0.0003079241,0.0003792148,0.0007221376,0.004673992,0.005431758,0.002084988,0.06186939,0.009025264],"category_scores_gemma":[0.04068208,0.0005195267,0.0008177933,0.0003599842,0.003557371,0.004151891,0.004558493,0.03466621,0.003962195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007762821,"about_ca_system_score_gemma":0.02968604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01404358,"about_ca_topic_score_gemma":0.04846008,"domain_scores_codex":[0.9908601,0.001965154,0.00104134,0.0007512681,0.003018509,0.002363528],"domain_scores_gemma":[0.9611955,0.01376124,0.002059374,0.0008938293,0.005465227,0.01662483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001269738,0.0004692911,0.007919971,0.0001399279,0.00001826202,0.006394775,0.001574775,0.0005789207,0.002836497,0.02057718,0.8864591,0.0729043],"study_design_scores_gemma":[0.000165036,0.0004128776,0.01646108,0.0005348212,0.00002670767,0.004307827,0.003983645,0.002732343,0.002136837,0.02098956,0.9481218,0.0001275482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003710392,0.0001947034,0.0007575757,0.9825662,0.006200969,0.00005325277,0.0000165601,0.00006953695,0.0064307],"genre_scores_gemma":[0.03922643,0.0005752755,0.002777642,0.9271886,0.01344693,0.0000962714,0.00002877966,0.00006232083,0.01659776],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06186939,"threshold_uncertainty_score":0.05632347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02596528914042038,"score_gpt":0.3435574936370626,"score_spread":0.3175922044966422,"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."}}