{"id":"W3199430835","doi":"10.1016/j.athoracsur.2021.07.104","title":"Multiinstitutional Evaluation of a Debate-Style Journal Club for Cardiothoracic Surgery Trainees","year":2021,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Journal club; Medicine; Club; Cardiothoracic surgery; Graduation (instrument); Curriculum; Realm; Style (visual arts); Medical education; Surgery; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01286381,0.000542535,0.0004354998,0.002652512,0.009541457,0.00465062,0.002301623,0.002074372,0.008411434],"category_scores_gemma":[0.06973268,0.0006193949,0.001050615,0.001872643,0.002041184,0.001774281,0.00521994,0.002728942,0.001209233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009286456,"about_ca_system_score_gemma":0.02839378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01959394,"about_ca_topic_score_gemma":0.0441905,"domain_scores_codex":[0.9846014,0.009014178,0.0009979298,0.001026654,0.001957171,0.002402646],"domain_scores_gemma":[0.8859412,0.02655835,0.01656656,0.005819365,0.02157888,0.04353564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01065746,0.0941818,0.7108115,0.0005748067,0.0003728049,0.001740628,0.04729086,0.001068314,0.001716913,0.0009557699,0.01190979,0.1187193],"study_design_scores_gemma":[0.002685838,0.03595251,0.8209288,0.0002385008,0.0002054945,0.0007142266,0.1158597,0.002105158,0.001064577,0.000524633,0.01944457,0.0002759781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947873,0.00007458324,0.0001380842,0.001079653,0.00008989913,0.0008022681,0.0002135321,0.00004088645,0.002773797],"genre_scores_gemma":[0.9949099,0.0001172355,0.001031088,0.0009488983,0.0001127483,0.001244414,0.0003389305,0.00003673893,0.001259992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01959394,"threshold_uncertainty_score":0.06803107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6264616062491962,"score_gpt":0.6037897456443848,"score_spread":0.02267186060481141,"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."}}