{"id":"W2606907375","doi":"10.1016/j.jtcvs.2017.04.010","title":"Cardiac surgery training in Canada: Current state and future perspectives","year":2017,"lang":"en","type":"editorial","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Toronto; Canadian Society of Nephrology; Royal College of Physicians and Surgeons of Canada; University of Ottawa; University of Alberta; Université de Montréal","funders":"","keywords":"Competence (human resources); Curriculum; Medicine; Duty; Hippocratic Oath; Modalities; Medical education; Psychology; Pedagogy; Political science; Law; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009620172,0.002467403,0.004461222,0.006146286,0.00480683,0.01403639,0.003608803,0.01952157,0.008930557],"category_scores_gemma":[0.03767956,0.0008144431,0.002306444,0.006534753,0.004036922,0.004302467,0.001597357,0.02219141,0.002327374],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02276122,"about_ca_system_score_gemma":0.0747605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2537873,"about_ca_topic_score_gemma":0.5584558,"domain_scores_codex":[0.9898202,0.0009142574,0.001498595,0.0007118003,0.005668995,0.001386162],"domain_scores_gemma":[0.9035536,0.02655016,0.004401146,0.0005891409,0.05477927,0.0101267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000034716,0.00002244792,0.0002285124,0.0007338374,0.00002888745,0.0001021341,0.00003211369,0.0000366623,0.00001524353,0.0002856239,0.9869826,0.01149719],"study_design_scores_gemma":[0.0001096004,0.00003425071,0.003361412,0.006476012,0.000274379,0.0002522136,0.000701474,0.0001785636,0.00005832998,0.0007469716,0.9877429,0.00006403404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001665595,0.052054,0.00005316797,0.1661967,0.7792258,0.00001576253,0.0002053636,0.0000265712,0.002056101],"genre_scores_gemma":[0.00219222,0.08429854,0.0001487945,0.05644146,0.8520506,0.00002673581,0.0001283397,0.00002408651,0.004689217],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9772388,"threshold_uncertainty_score":0.5046203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801640190982506,"score_gpt":0.2796007975389673,"score_spread":0.2615843956291423,"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."}}