{"id":"W2266527914","doi":"10.1016/j.jpedsurg.2016.02.034","title":"Early coagulopathy and metabolic acidosis predict transfusion of packed red blood cells in pediatric trauma patients","year":2016,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Medicine; Coagulopathy; Metabolic acidosis; Packed red blood cells; Injury Severity Score; Acidosis; Glasgow Coma Scale; Partial thromboplastin time; Anesthesia; Blood transfusion; Surgery; Internal medicine; Poison control; Platelet; Emergency medicine; Injury prevention","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000334105,0.0004525992,0.0005049916,0.0007935843,0.0003804524,0.0007835549,0.0003363497,0.0007437014,0.001857054],"category_scores_gemma":[0.003733985,0.0003203328,0.0005651596,0.0008394668,0.0003607707,0.0006475769,0.000424392,0.001456956,0.0001902995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004154278,"about_ca_system_score_gemma":0.0006832291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00169863,"about_ca_topic_score_gemma":0.001584885,"domain_scores_codex":[0.9996946,0.00006622988,0.00004700973,0.00003851351,0.00007384645,0.00007991341],"domain_scores_gemma":[0.9980016,0.0006461174,0.000775084,0.00005292153,0.0001178743,0.0004063313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001451974,0.000034763,0.9978961,0.000008681192,0.0000169323,0.000601618,0.00003085588,0.00005010973,0.000167481,0.00002566805,0.00007801331,0.000944573],"study_design_scores_gemma":[0.00001300202,0.0001981234,0.9920688,0.00003845804,0.00007737032,0.005695317,0.0004825329,0.0006735452,0.0003921822,0.0001118182,0.0002404583,0.000008474964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985391,0.0005216037,0.00009963776,0.000122526,0.00002090847,0.000006359171,0.00007875849,0.000003757762,0.000607287],"genre_scores_gemma":[0.9991291,0.0003510634,0.0001937649,0.0000441888,0.00002721718,0.000006024294,0.0001460888,0.000003179288,0.00009928277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001857054,"threshold_uncertainty_score":0.006212413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557804328316706,"score_gpt":0.2308476775516008,"score_spread":0.2152696342684337,"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."}}