{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005188728,0.0001672633,0.0003847996,0.0005168101,0.00006416524,0.00003924563,0.00004599375,0.0001260544,0.00001099495],"category_scores_gemma":[0.0005945792,0.0001503478,0.00004808381,0.0008401447,0.00004642574,0.0002755156,0.00001691223,0.0002087608,0.000004295774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971356,"about_ca_system_score_gemma":0.0001940996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03228351,"about_ca_topic_score_gemma":0.3108769,"domain_scores_codex":[0.9982145,0.0001155279,0.0003563107,0.0003049501,0.0005402582,0.0004684441],"domain_scores_gemma":[0.9987029,0.0003606429,0.0002421958,0.0001848265,0.0002829748,0.0002264628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001724108,0.00009654069,0.9925121,0.000266349,0.0000808383,0.000218576,0.0008260157,0.00002545766,0.00004424161,9.235703e-7,0.0005605486,0.00519602],"study_design_scores_gemma":[0.002548612,0.00007727599,0.9951456,0.0003506856,0.00008459214,0.0000076509,0.0008675809,0.0002905525,0.0004115863,0.000002616533,0.00005491158,0.00015832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974822,0.0000122987,0.000001146869,0.0008047353,0.0001463381,0.000414393,0.0001036322,0.00005235134,0.0009828974],"genre_scores_gemma":[0.9990504,0.00001054459,0.00007838602,0.0000856867,0.0000452549,0.00002233542,0.0003434768,0.00003955833,0.0003243955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785934,"threshold_uncertainty_score":0.9741606,"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."}}