{"id":"W4317234240","doi":"10.1001/jamasurg.2022.6978","title":"Association of Whole Blood With Survival Among Patients Presenting With Severe Hemorrhage in US and Canadian Adult Civilian Trauma Centers","year":2023,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Resuscitation; Emergency department; Injury Severity Score; Retrospective cohort study; Emergency medicine; Major trauma; Blood transfusion; Intensive care unit; Surgery; Internal medicine; Poison control; Injury prevention","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005721296,0.0003064373,0.000323225,0.000843121,0.0008366705,0.0006753404,0.0006529982,0.0003912307,0.001816918],"category_scores_gemma":[0.003607102,0.0002110989,0.0004464779,0.002058895,0.00041014,0.0003433183,0.0005008942,0.0007021835,0.00009897465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004314487,"about_ca_system_score_gemma":0.00721673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6208517,"about_ca_topic_score_gemma":0.7055243,"domain_scores_codex":[0.9992968,0.00005185345,0.00005727035,0.0001389328,0.0002519465,0.000203202],"domain_scores_gemma":[0.9977191,0.0001545203,0.001082341,0.00009895562,0.0004692549,0.0004758956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008310116,0.00001465954,0.9988818,0.000007679479,0.00003148373,0.00001890308,0.00004116035,0.00002596107,0.00003242247,0.00001016727,0.0001932243,0.0006593618],"study_design_scores_gemma":[0.000007200378,0.00003751248,0.9995102,0.000008035313,0.00001759624,0.00004722404,0.0001288761,0.0001155703,0.00001446928,0.000007451655,0.000101896,0.000003915487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979677,0.000219153,0.00002699792,0.0001106147,0.000005942629,0.00001423978,0.001248942,0.000003065036,0.0004033976],"genre_scores_gemma":[0.998689,0.0001398186,0.00004593493,0.00003962067,0.000006674464,0.000009278123,0.0009841764,0.000001094178,0.0000843817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3791483,"threshold_uncertainty_score":0.7627624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00968635410453203,"score_gpt":0.2101448546956133,"score_spread":0.2004585005910812,"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."}}