{"id":"W2758661205","doi":"10.1016/j.cjca.2017.07.497","title":"THE STATE OF TRANSCATHETER AORTIC VALVE IMPLANTATION TRAINING IN CANADA: A NATIONAL SURVEY OF CARDIAC SURGERY RESIDENTS AND PROGRAM DIRECTORS","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Accreditation; Descriptive statistics; Graduate medical education; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0008759876,0.0002283786,0.0003430146,0.001670064,0.002151115,0.001516224,0.00149933,0.0009384374,0.002715746],"category_scores_gemma":[0.003541972,0.0004711823,0.0006199583,0.004625933,0.0009594036,0.0006915369,0.001161596,0.001055029,0.0003492301],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02119619,"about_ca_system_score_gemma":0.03855336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.988991,"about_ca_topic_score_gemma":0.9938212,"domain_scores_codex":[0.9981169,0.0001285425,0.000180956,0.0002136679,0.0006214863,0.0007385282],"domain_scores_gemma":[0.9909878,0.0004019318,0.001852781,0.0001283002,0.003316166,0.003312982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003254434,0.00004198469,0.9951715,0.00002327306,0.00003809659,0.00003387592,0.0009866403,0.00004921036,0.00008779308,0.00006873512,0.001436758,0.002029656],"study_design_scores_gemma":[0.000002599635,0.00001149869,0.9970731,0.00002755159,0.000009222802,0.00002617857,0.002043077,0.0000981156,0.00001946293,0.000008243553,0.0006725693,0.000008529144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877596,0.000808501,0.0001011696,0.001584262,0.00002806906,0.00004393166,0.006143559,0.00001624921,0.00351465],"genre_scores_gemma":[0.9964842,0.000664175,0.000118168,0.0004170152,0.0000117448,0.00001956539,0.001475589,0.000006521936,0.0008029864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.988991,"threshold_uncertainty_score":0.1537898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864541125279205,"score_gpt":0.3277306604349286,"score_spread":0.2890852491821366,"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."}}