{"id":"W6986505652","doi":"","title":"Prehospital characteristics that identify major trauma patients: a hybrid systematic review protocol [version 2; peer review: 1 approved, 1 approved with reservations]","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Cultural Studies and Postmodernism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Major trauma; Systematic review; Protocol (science); Cochrane Library; Emergency medical services; Trauma care; Data extraction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004836672,0.0002525119,0.0005342279,0.00002868799,0.0005538392,0.0003717954,0.0004314142,0.00006717796,0.01604593],"category_scores_gemma":[0.003755855,0.0001657075,0.0001880188,0.0003327734,0.00002741744,0.0005952528,0.0001435937,0.0002356911,0.001409674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001697387,"about_ca_system_score_gemma":0.00008980069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012926,"about_ca_topic_score_gemma":0.0001068014,"domain_scores_codex":[0.9972046,0.000214999,0.0004692384,0.0004147446,0.001352123,0.000344274],"domain_scores_gemma":[0.9980163,0.0001117733,0.0002946476,0.0003306821,0.00112304,0.0001235554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005280187,0.00003252592,0.00002758269,0.3236222,0.000040677,0.00000785497,0.0006020178,1.648933e-8,1.517113e-7,0.00001025397,0.6753326,0.000318861],"study_design_scores_gemma":[0.0001376676,0.000066918,0.0005811905,0.3697862,0.0001155278,0.000002007786,0.0001624939,0.00001288278,0.000002471538,0.00000910691,0.6289115,0.0002120152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003705743,0.04636008,0.000007995925,0.03895128,0.0005635252,0.6732832,0.2163458,0.001052635,0.02306489],"genre_scores_gemma":[0.004126412,0.002345941,0.0001422527,0.005136588,0.0007229592,0.7879763,0.1313195,0.0001346495,0.06809544],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1146931,"threshold_uncertainty_score":0.9993678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05838148981746457,"score_gpt":0.3413905836701537,"score_spread":0.2830090938526891,"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."}}