{"id":"W2465635789","doi":"10.14740/jocmr2598w","title":"A Derivation and Validation Study of an Early Blood Transfusion Needs Score for Severe Trauma Patients","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glasgow Coma Scale; Logistic regression; Blood transfusion; Injury Severity Score; Emergency medicine; Receiver operating characteristic; Resuscitation; Emergency department; Internal medicine; Anesthesia; Poison control; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0145245,0.0006410033,0.0004954101,0.001081842,0.0004359692,0.0008577008,0.0008350656,0.0005692847,0.0008961936],"category_scores_gemma":[0.03832672,0.000352748,0.0008411474,0.001100718,0.0006237964,0.0006343173,0.001099122,0.0008892988,0.0004360196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008203033,"about_ca_system_score_gemma":0.001702558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001578878,"about_ca_topic_score_gemma":0.001586206,"domain_scores_codex":[0.9948733,0.002701295,0.0005938923,0.0005574251,0.001079065,0.0001949614],"domain_scores_gemma":[0.9792185,0.006527904,0.004290421,0.002880042,0.006251942,0.0008311648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005716379,0.0003137386,0.9891432,0.00003612844,0.0001081637,0.00005991633,0.0003830747,0.0003877252,0.0004900803,0.00009005459,0.0004732591,0.007942971],"study_design_scores_gemma":[0.0002012538,0.002159173,0.9904302,0.00005637501,0.0001198473,0.0005682391,0.0003615513,0.004102056,0.0008857809,0.0001136447,0.0009784836,0.00002344745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969468,0.00008031022,0.001819981,0.00004376155,0.00001787075,0.0003668434,0.0003279572,0.00001001315,0.0003866477],"genre_scores_gemma":[0.9951363,0.00005247731,0.002863693,0.00005264122,0.00001710523,0.0003512034,0.001392492,0.00001035315,0.0001236725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0145245,"threshold_uncertainty_score":0.07681382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2476781376482471,"score_gpt":0.498745732766707,"score_spread":0.2510675951184599,"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."}}