{"id":"W2325156352","doi":"10.1097/01.sla.0000090448.49979.f3","title":"Training in Trauma Surgery","year":2003,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Medicine; Training (meteorology); Surgery; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007839134,0.0001525495,0.0001138088,0.0009912282,0.0004955052,0.0005282822,0.0003494592,0.0002423107,0.03049462],"category_scores_gemma":[0.005077613,0.0000931558,0.0001920908,0.0008778943,0.000295001,0.0005831918,0.001010462,0.0005310668,0.004334787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007177733,"about_ca_system_score_gemma":0.002599745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502642,"about_ca_topic_score_gemma":0.002692699,"domain_scores_codex":[0.9991405,0.0001605104,0.00008183992,0.0000828615,0.0003084835,0.00022577],"domain_scores_gemma":[0.9957979,0.0002894927,0.001274656,0.0001316689,0.0007628124,0.001743379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001133852,0.0004807736,0.6384968,0.0005273474,0.00004320821,0.0004428374,0.001530314,0.0007497828,0.0007686276,0.00127077,0.05305501,0.3025211],"study_design_scores_gemma":[0.00002233108,0.000720708,0.9051762,0.0004268706,0.00001649376,0.003883824,0.001602273,0.0002998587,0.0002069701,0.0004747544,0.08715644,0.00001317547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8458796,0.005373812,0.002899937,0.01072992,0.0009582236,0.0004278032,0.004029341,0.0003161306,0.1293852],"genre_scores_gemma":[0.9600941,0.005719342,0.002852102,0.002370853,0.0007939538,0.0002734242,0.002799402,0.00008069796,0.02501617],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03049462,"threshold_uncertainty_score":0.1020147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5433604603881121,"score_gpt":0.3901929880634095,"score_spread":0.1531674723247027,"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."}}