{"id":"W2546691389","doi":"10.1213/ane.0000000000001579","title":"Proactive Use of Plasma and Platelets in Massive Transfusion in Trauma","year":2016,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Fresh frozen plasma; Packed red blood cells; Coagulopathy; Hematocrit; Shock (circulatory); Anesthesia; Blood transfusion; Blood product; Platelet; Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00145366,0.0003933277,0.000597948,0.0007219848,0.0008486705,0.001423442,0.0007258813,0.001392296,0.001092134],"category_scores_gemma":[0.007645625,0.0001846116,0.0003461817,0.0005932672,0.000545961,0.001114769,0.001120753,0.002749598,0.0004708029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005866798,"about_ca_system_score_gemma":0.001123248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004623016,"about_ca_topic_score_gemma":0.0008655392,"domain_scores_codex":[0.9991686,0.0003456211,0.0001364859,0.00006103135,0.0002243916,0.00006377917],"domain_scores_gemma":[0.9987679,0.0004759545,0.0002823847,0.00005813262,0.0001736837,0.0002419362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001814999,0.0008229531,0.06285383,0.002757175,0.0002981733,0.02980593,0.002466486,0.001313003,0.006298528,0.005363156,0.08529569,0.8009102],"study_design_scores_gemma":[0.000897309,0.006751128,0.1572148,0.0194862,0.001101895,0.1443779,0.004828749,0.006241466,0.02513711,0.03701866,0.5965605,0.0003841564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2177098,0.5625959,0.02970762,0.1209234,0.01334611,0.0006183123,0.0001682575,0.001211866,0.05371876],"genre_scores_gemma":[0.8078212,0.1184179,0.02217555,0.03120917,0.01672379,0.0002401497,0.0002671489,0.0001357213,0.003009459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00145366,"threshold_uncertainty_score":0.007687747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826702232463939,"score_gpt":0.2574263779316934,"score_spread":0.229159355607054,"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."}}