{"id":"W4411116531","doi":"10.1016/j.cjca.2025.05.022","title":"Impact of Competency-Based Medical Education on Cardiology Resident Physicians","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Medical education; Family medicine; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005999775,0.0002869848,0.0003594951,0.0009307009,0.001641953,0.002608089,0.001272792,0.001848393,0.0153162],"category_scores_gemma":[0.06823523,0.0002380552,0.0007718528,0.0005702698,0.0006288709,0.00121078,0.003810718,0.0023915,0.001056464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006803847,"about_ca_system_score_gemma":0.02723549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03967288,"about_ca_topic_score_gemma":0.07142542,"domain_scores_codex":[0.9891679,0.004398549,0.0003191529,0.0004969825,0.003002366,0.002615036],"domain_scores_gemma":[0.9209501,0.01786102,0.006999579,0.00115049,0.01652941,0.03650932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001894074,0.01456383,0.5143014,0.0008945258,0.0004511482,0.001409028,0.005039673,0.002630725,0.001359362,0.004764675,0.04170896,0.4109826],"study_design_scores_gemma":[0.0004238219,0.002089941,0.973345,0.0008669716,0.0001508272,0.0004018656,0.00704776,0.001754752,0.0006750323,0.001183826,0.01199167,0.0000686147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105954,0.001698764,0.0003132505,0.04246526,0.0007747515,0.0001475376,0.0005770497,0.00005757552,0.04337044],"genre_scores_gemma":[0.9939486,0.0004792787,0.0003925515,0.002401903,0.0002480546,0.0000260993,0.0001315147,0.000009280637,0.002362616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03967288,"threshold_uncertainty_score":0.07888395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009258535715241658,"score_gpt":0.3373910532299619,"score_spread":0.3281325175147203,"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."}}