{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009686063,0.0001244263,0.0006473148,0.0003444979,0.00002732135,0.00000247552,0.00002352468,0.00006397153,0.0002303036],"category_scores_gemma":[0.0008851575,0.0001137855,0.0003423432,0.0004180872,0.00006644316,0.00007120866,0.000005752555,0.0001042778,0.00001249309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006109504,"about_ca_system_score_gemma":0.0001614142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006525967,"about_ca_topic_score_gemma":0.00002947786,"domain_scores_codex":[0.9986953,0.00006115624,0.000510828,0.0001742249,0.000203316,0.0003551395],"domain_scores_gemma":[0.9989514,0.000607005,0.00007977335,0.0001667341,0.0001095487,0.00008550389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001269312,0.0002102357,0.6810423,0.0002713877,0.0001545721,0.0002163503,0.002321397,0.000003519319,0.0004536256,0.0006072028,0.04309626,0.2714963],"study_design_scores_gemma":[0.0001905918,0.00003143317,0.9254557,0.0004543704,0.00002412163,0.00004211319,0.002643776,0.000001395662,0.01422343,0.0006256356,0.05607176,0.0002357081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517956,0.00324372,0.000003736971,0.000909424,0.0004767198,0.00006298128,0.000004169271,0.00002800585,0.04347564],"genre_scores_gemma":[0.9977753,0.001445562,0.00003247349,0.0004653932,0.00006501968,0.00001026189,0.000006170714,0.0000164026,0.0001834266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2712606,"threshold_uncertainty_score":0.4640039,"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."}}