{"id":"W1971132832","doi":"10.1016/j.cjca.2014.07.563","title":"COMPETENCY-BASED EDUCATION IN CARDIOLOGY: IS IT TIME?","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Internal medicine; Cardiology; 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":[0.02218484,0.000346555,0.0009492,0.001151697,0.003767595,0.01125334,0.002468426,0.004620676,0.02803851],"category_scores_gemma":[0.08924567,0.0003920992,0.0006082577,0.001324238,0.006671386,0.0157566,0.006241161,0.01173262,0.002334373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009809549,"about_ca_system_score_gemma":0.05306956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07114366,"about_ca_topic_score_gemma":0.1387894,"domain_scores_codex":[0.9876901,0.004739176,0.0007328127,0.0007611353,0.003285564,0.002791202],"domain_scores_gemma":[0.873316,0.04359007,0.006745721,0.002990124,0.01741973,0.05593827],"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":[0.0001904471,0.0007646804,0.0098366,0.001493135,0.0000782537,0.0003325831,0.01175728,0.000227128,0.000346851,0.04858282,0.2132254,0.7131648],"study_design_scores_gemma":[0.0002942652,0.0006789054,0.06658267,0.02534186,0.0001877531,0.001323405,0.06386636,0.0006909507,0.0005307184,0.1139446,0.7262351,0.000323401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01385612,0.05415857,0.002290832,0.8854477,0.006794765,0.00004435662,0.0001389906,0.00007644253,0.03719227],"genre_scores_gemma":[0.6440489,0.1190729,0.01089881,0.1944516,0.0153143,0.0003569704,0.0004158662,0.0002606823,0.01517999],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07114366,"threshold_uncertainty_score":0.1414591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907607929233721,"score_gpt":0.3337775656631042,"score_spread":0.314701486370767,"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."}}