{"id":"W4317382078","doi":"10.1016/j.jsurg.2022.12.006","title":"Contemporary Cardiac Surgical Training: Is Competency–Based Education Enough? A Canadian Perspective","year":2023,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Alberta","funders":"","keywords":"Duty; Perspective (graphical); Medical education; Training (meteorology); Medicine; Surgical procedures; Patient care; Nursing; Surgery; Computer science; Political science; Artificial intelligence","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01075493,0.0006905369,0.001259104,0.003522101,0.01158106,0.01093079,0.004562851,0.007922032,0.01945442],"category_scores_gemma":[0.02989914,0.0004752425,0.0007550688,0.005427028,0.008394719,0.004779298,0.003624359,0.01417862,0.0008779303],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1479145,"about_ca_system_score_gemma":0.3810349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9830334,"about_ca_topic_score_gemma":0.9920458,"domain_scores_codex":[0.9900008,0.0008527497,0.000515238,0.000774004,0.004537399,0.003319729],"domain_scores_gemma":[0.9278437,0.006529073,0.002617969,0.0004623873,0.03538473,0.02716212],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003309967,0.000621411,0.028983,0.003371427,0.0001854322,0.00152822,0.007612079,0.001214663,0.0007354838,0.1657986,0.5197311,0.2698876],"study_design_scores_gemma":[0.0004062799,0.0002733416,0.1032339,0.01816834,0.0003716528,0.0009786313,0.02814922,0.001220653,0.0003136167,0.02896205,0.8174235,0.0004987974],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007163123,0.04313469,0.0003099804,0.901262,0.003230769,0.00002612521,0.0003099268,0.00002342311,0.04453995],"genre_scores_gemma":[0.4684879,0.2407408,0.003074684,0.2628366,0.007492329,0.00007319864,0.0009550487,0.0001037769,0.01623575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9892451,"threshold_uncertainty_score":0.9882985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414774587047795,"score_gpt":0.3280830290270624,"score_spread":0.2939352831565844,"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."}}