{"id":"W3022295522","doi":"10.1016/j.injury.2020.04.040","title":"Limiting Blood Loss in Orthopaedic Trauma: Strategies and Effects","year":2020,"lang":"en","type":"review","venue":"Injury","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Dalhousie University","funders":"","keywords":"Medicine; Resuscitation; Intensive care medicine; Tranexamic acid; Major trauma; Limiting; Coagulopathy; Hemorrhagic shock; Population; Thromboelastography; Polytrauma; Shock (circulatory); Blood loss; Emergency medicine; Medical emergency; Surgery; 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"],"consensus_categories":[],"category_scores_codex":[0.0003366214,0.0005253158,0.00195292,0.0003977785,0.00005378933,0.00009447626,0.0001378215,0.0004254304,0.000012429],"category_scores_gemma":[0.0004426792,0.0004600552,0.0002982648,0.0006741367,0.0001183763,0.000203006,0.00008024174,0.0009942085,0.00004966964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041883,"about_ca_system_score_gemma":0.0005987731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001493343,"about_ca_topic_score_gemma":0.00002571054,"domain_scores_codex":[0.9975212,0.0002455917,0.000796099,0.0006621169,0.0003697619,0.0004052811],"domain_scores_gemma":[0.9986024,0.0005256581,0.0003019504,0.0003278251,0.00005356852,0.0001885573],"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":[0.00003798393,0.00008521634,0.0002029366,0.04532854,0.0001279967,0.001678914,0.0002103706,5.284651e-8,0.000006881391,0.0001767263,0.00006922469,0.9520752],"study_design_scores_gemma":[0.003601039,0.001742508,0.003602518,0.1014818,0.00524161,0.001319478,0.0005725402,0.000009551485,0.00007290681,0.0003191197,0.8807754,0.001261538],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01370151,0.9830455,0.00001003157,0.0001207164,0.0002906257,0.001542517,0.00003718036,0.000153019,0.001098899],"genre_scores_gemma":[0.01611876,0.9824385,0.0004065877,0.0001264679,0.00048556,0.0001631436,0.0001283356,0.0001074192,0.00002525156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9508136,"threshold_uncertainty_score":0.9997851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03288647910763605,"score_gpt":0.33380093356412,"score_spread":0.300914454456484,"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."}}