{"id":"W3197017548","doi":"10.1503/cjs.011520","title":"Competency-based education in general surgery: Are Canadian residents ready?","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; University of Manitoba; Centre Intégré de Santé et de Services Sociaux des Laurentides; Cégep de l'Outaouais; Queen's University","funders":"Queen's University","keywords":"Medicine; MEDLINE; Medical education; Family medicine; General surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002666905,0.0002014651,0.0001960835,0.0006742146,0.002963347,0.001840987,0.0008027917,0.0007588461,0.009692408],"category_scores_gemma":[0.01538647,0.0001635112,0.0001612805,0.001446037,0.001145181,0.0009622974,0.001040127,0.001586975,0.0008370209],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02131712,"about_ca_system_score_gemma":0.1087422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9075795,"about_ca_topic_score_gemma":0.96249,"domain_scores_codex":[0.9978755,0.0001987669,0.00006724477,0.00009228687,0.00117551,0.0005907227],"domain_scores_gemma":[0.9845851,0.0006702249,0.0008398598,0.0000891875,0.006425645,0.0073899],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001882103,0.0003192163,0.2334267,0.001632084,0.0000340354,0.0008312957,0.01006312,0.0004604914,0.001049952,0.003558607,0.3304031,0.4180331],"study_design_scores_gemma":[0.00007341972,0.0002741191,0.703828,0.002444761,0.00004915596,0.0008842952,0.03447277,0.0007133876,0.0005896277,0.001332172,0.2552138,0.000124594],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4534505,0.02244551,0.001141153,0.4287179,0.002872305,0.0002673494,0.001791808,0.0001380269,0.08917546],"genre_scores_gemma":[0.9424936,0.0235595,0.00303224,0.01833552,0.0003463157,0.00007872732,0.0009456478,0.00003171639,0.0111767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9973331,"threshold_uncertainty_score":0.1859294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372474649545312,"score_gpt":0.2967642376001655,"score_spread":0.2630394911047124,"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."}}