{"id":"W4399176167","doi":"10.1097/sla.0000000000006360","title":"The Blue Ribbon Committee II Report and Recommendations on Surgical Education and Training in the United States: 2024","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, University of North Carolina at Chapel Hill; University of Chicago Medicine; School of Medicine, Indiana University; Directorate for Biological Sciences; Ohio State University; National Institutes of Health; National Cancer Institute; Eastern Virginia Medical School; Health Sciences Center New Orleans, Louisiana State University; McGill University; University of California, Los Angeles; Memorial Sloan-Kettering Cancer Center; Wellcome Trust; University of North Carolina at Chapel Hill; George Washington University; University of Pennsylvania; U.S. Department of Veterans Affairs; Howard Hughes Medical Institute","keywords":"Medicine; Training (meteorology); Ribbon; Medical education; MEDLINE; Family medicine; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002045966,0.00007829262,0.0001649583,0.0001958484,0.0001433633,0.00004590155,0.00002578484,0.00004319548,0.00005196865],"category_scores_gemma":[0.0003767807,0.00004489588,0.00005458868,0.0004528678,0.00009194534,0.00005390325,0.00001528751,0.0002106665,0.000001425938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005515408,"about_ca_system_score_gemma":0.0001041639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006784611,"about_ca_topic_score_gemma":0.00001158261,"domain_scores_codex":[0.9990878,0.00012745,0.0003472699,0.0001451617,0.000158739,0.0001335829],"domain_scores_gemma":[0.995188,0.004499315,0.00005707129,0.0001344396,0.00006418314,0.00005699116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002927204,0.0003486533,0.0215264,0.0001408117,0.0001574139,0.0006122351,0.01817222,0.00007606544,0.000005030606,0.01287013,0.04742079,0.8983775],"study_design_scores_gemma":[0.0002278083,0.00006336654,0.02518094,0.0005931259,0.00002196478,0.0003172483,0.00972674,0.001835572,0.00002113641,0.001503704,0.9604274,0.00008098815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931327,0.001162437,0.000002929105,0.06261387,0.0002605428,0.0001172768,0.000005942692,0.00002129624,0.004488748],"genre_scores_gemma":[0.9956238,0.001963607,0.000007211519,0.001566175,0.00008851543,0.00001469051,0.0001431585,0.000008204302,0.0005846559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9130066,"threshold_uncertainty_score":0.1830801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2385928877381553,"score_gpt":0.4158039981904118,"score_spread":0.1772111104522565,"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."}}