{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002203438,0.00007967636,0.0003312532,0.0003428129,0.0001994436,0.00003958028,0.0003331893,0.0001695327,0.000314301],"category_scores_gemma":[0.001652538,0.00008379867,0.0001075236,0.0002404401,0.000318317,0.000161263,0.00000370543,0.0003393097,0.0002125607],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003247515,"about_ca_system_score_gemma":0.02008779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00829121,"about_ca_topic_score_gemma":0.01365169,"domain_scores_codex":[0.9975131,0.001609114,0.0002960105,0.000125751,0.0001302897,0.0003256902],"domain_scores_gemma":[0.9983565,0.0004740709,0.0002544769,0.0001497512,0.0003390731,0.0004260965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001663701,0.000005705417,0.6117114,0.000008395947,0.00007483785,0.00002279327,0.01025621,0.006215733,0.00004450858,0.01063777,0.3474047,0.01360129],"study_design_scores_gemma":[0.0001480111,0.00004774463,0.06047871,0.0000178505,0.00001984722,0.00002201829,0.001502082,0.000011816,0.000002646709,0.0007095286,0.9369578,0.00008197976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2666359,0.0006079628,0.001357264,0.1323566,0.005330572,0.0001999616,0.000006290711,0.00001329322,0.5934923],"genre_scores_gemma":[0.9931173,0.00001858088,0.0007095385,0.002380059,0.001999487,0.000003078701,0.000002933999,0.000008581769,0.001760417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7264814,"threshold_uncertainty_score":0.9983127,"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."}}