{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002871012,0.0005886051,0.003824037,0.0001565811,0.00007869313,0.00001221762,0.0002342504,0.0002970372,0.001155331],"category_scores_gemma":[0.0001355705,0.0004308991,0.001572205,0.000472893,0.00005478214,0.00006903812,0.0001174683,0.0006509385,0.001474092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003206015,"about_ca_system_score_gemma":0.0004114406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003573611,"about_ca_topic_score_gemma":0.000006210819,"domain_scores_codex":[0.9974012,0.0001150656,0.0008945404,0.0006830784,0.0004555468,0.0004505398],"domain_scores_gemma":[0.9984831,0.0000317238,0.0003322551,0.0008276884,0.0001905253,0.0001347218],"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":[0.000009185841,0.00006435018,0.00001114109,0.1171011,0.0006436189,0.00002969375,0.00001565259,1.808132e-9,2.064701e-7,0.00004956485,0.08004168,0.8020338],"study_design_scores_gemma":[0.0001456775,0.000290107,0.0001001058,0.1590178,0.006859777,0.0001113949,0.000006002016,2.336948e-8,6.648869e-7,0.00002317814,0.8331163,0.0003290137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001313136,0.9379045,0.000007642864,0.00009604047,0.001243707,0.002491641,0.000171598,0.0001163826,0.0579672],"genre_scores_gemma":[0.000005298173,0.984865,0.0001820663,0.0003418615,0.0005738051,0.000270639,0.0001827015,0.0001048869,0.01347381],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8017048,"threshold_uncertainty_score":0.9998143,"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."}}