{"id":"W1898091649","doi":"10.1002/ccd.23054","title":"Interventional cardiology fellowship training in canada","year":2011,"lang":"en","type":"article","venue":"Catheterization and Cardiovascular Interventions","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital; University of British Columbia; McMaster University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Accreditation; Medicine; Graduate medical education; Attendance; Interventional cardiology; Curriculum; Family medicine; Medical education; Emergency medicine; Internal medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004398469,0.0001089896,0.0003150797,0.0002059697,0.00005767878,0.000008961748,0.00006779464,0.00006420907,0.0003501127],"category_scores_gemma":[0.00018546,0.0001109627,0.0004635501,0.0003138393,0.0000729244,0.00007539813,0.00003334453,0.0001742367,0.000006296089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121714,"about_ca_system_score_gemma":0.0004007927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04111195,"about_ca_topic_score_gemma":0.0279394,"domain_scores_codex":[0.9988437,0.00009917181,0.0004270427,0.0002492909,0.0002031493,0.0001776884],"domain_scores_gemma":[0.9994866,0.000008363249,0.00005287825,0.0002718631,0.000118785,0.00006153654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001709444,0.0007592528,0.3219158,0.00170362,0.004722525,0.0004437843,0.01055246,0.0002436928,0.0005013664,0.03428567,0.002769614,0.6219313],"study_design_scores_gemma":[0.002906792,0.0003310968,0.9603124,0.001293759,0.0007839554,0.0009414497,0.01093384,0.001269897,0.0003041556,0.001387355,0.01900806,0.0005272764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402917,0.001343367,0.04861048,0.0002056638,0.0009172517,0.0004042488,0.00001121783,0.00004036778,0.008175702],"genre_scores_gemma":[0.998235,0.00004827602,0.001023982,0.0001938796,0.00007852103,0.00009306261,0.0001331598,0.00001572268,0.0001783708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6383966,"threshold_uncertainty_score":0.9897982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07712785573564832,"score_gpt":0.2855755176997597,"score_spread":0.2084476619641114,"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."}}