{"id":"W2056239878","doi":"10.1111/j.1778-428x.2003.tb00083.x","title":"Massive Transfusion and Coagulopathy","year":2003,"lang":"en","type":"article","venue":"Transfusion Alternatives in Transfusion Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Coagulopathy; Medicine; Fresh frozen plasma; Hemostasis; Intensive care medicine; Disseminated intravascular coagulation; Coagulation testing; Thromboelastometry; Shock (circulatory); Coagulation; Hematocrit; Cryoprecipitate; Fibrinogen; Platelet; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001462484,0.0007856,0.001303997,0.00119716,0.0003056107,0.00002943403,0.0002473823,0.0003746376,0.001605869],"category_scores_gemma":[0.0004223219,0.0006491401,0.000219985,0.001328284,0.0007782444,0.0003837084,0.00002057121,0.001084235,0.00002873029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188396,"about_ca_system_score_gemma":0.0001799701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005986562,"about_ca_topic_score_gemma":0.001013839,"domain_scores_codex":[0.9943433,0.0005996407,0.001404155,0.001380562,0.001436531,0.0008357612],"domain_scores_gemma":[0.9977242,0.000514468,0.000176645,0.0006352701,0.0002869873,0.0006624812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00497818,0.001846032,0.1234685,0.001339688,0.0001952427,0.001384749,0.04212196,0.0001116648,0.5573941,0.01012353,0.0002571283,0.2567792],"study_design_scores_gemma":[0.1013988,0.009465315,0.6507999,0.008543212,0.001254418,0.00189663,0.02105724,0.002665325,0.1727164,0.01016406,0.01689364,0.003144994],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485481,0.002724328,0.01693497,0.006864225,0.001082729,0.002641988,0.00002709682,0.0002451339,0.02093139],"genre_scores_gemma":[0.9486437,0.04686582,0.002394204,0.001006105,0.0002095281,0.0001350433,0.00006512475,0.0001253816,0.0005550887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5273314,"threshold_uncertainty_score":0.999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02642900994474323,"score_gpt":0.3096843815022842,"score_spread":0.283255371557541,"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."}}