{"id":"W2920909152","doi":"10.1016/j.injury.2019.03.003","title":"Potentially preventable trauma deaths: A retrospective review","year":2019,"lang":"en","type":"review","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"National Health and Medical Research Council; National Coronial Information System; Medical Research Council; Australian Resuscitation Council; State Government of Victoria; Transport Accident Commission; University of Warwick; U.S. Department of Health and Human Services; Children's Hospital Foundation; Royal Children's Hospital Foundation; Department of Health and Human Services, State Government of Victoria; Royal Australasian College of Surgeons","keywords":"Medicine; Resuscitation; Retrospective cohort study; Emergency medicine; Major trauma; Medical emergency; Autopsy; Cause of death; Intensive care medicine; Surgery; Disease; Internal medicine","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":[0.006853232,0.0004803584,0.00103238,0.009440079,0.0004864394,0.001320985,0.001062062,0.0006768713,0.001197691],"category_scores_gemma":[0.02743095,0.0006929883,0.001131229,0.007279736,0.0004518608,0.001098168,0.0009002695,0.0005613334,0.0004907898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001238614,"about_ca_system_score_gemma":0.002279735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004090421,"about_ca_topic_score_gemma":0.005161783,"domain_scores_codex":[0.9850641,0.003796136,0.005444394,0.001842115,0.003382646,0.000470572],"domain_scores_gemma":[0.9462683,0.01855159,0.02511461,0.002027933,0.007267963,0.0007696404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000340774,0.00006698741,0.9078858,0.02136293,0.001266902,0.004356127,0.001452991,0.0002191576,0.0005561839,0.0002360803,0.00586395,0.05639224],"study_design_scores_gemma":[0.00004985213,0.0003601904,0.9378109,0.01677121,0.001535981,0.01924649,0.002656593,0.0002981712,0.0008392046,0.0001041945,0.0202595,0.00006758638],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5370029,0.4367633,0.002104926,0.0009369117,0.0003229166,0.001576273,0.01632294,0.0000864329,0.004883353],"genre_scores_gemma":[0.8196881,0.1703391,0.001483488,0.0006767304,0.0002728674,0.0008855983,0.006265392,0.00003640592,0.0003524053],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009440079,"threshold_uncertainty_score":0.0362438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0648183219188455,"score_gpt":0.3925788643029526,"score_spread":0.3277605423841071,"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."}}