{"id":"W2535174789","doi":"10.1097/ta.0000000000001294","title":"Massive transfusion in pediatric trauma","year":2016,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Sick child; Medicine; University hospital; Family medicine; Emergency department; Pediatrics; Emergency medicine; Medical emergency; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003525033,0.000165022,0.0003406217,0.0002140787,0.0001772406,0.00001072618,0.00006528044,0.0001059371,0.0001436547],"category_scores_gemma":[0.0002169806,0.00008409411,0.0001723529,0.0002407693,0.0001973683,0.0001658573,0.00001440248,0.0003198775,0.000005376995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008484318,"about_ca_system_score_gemma":0.00005516576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009994538,"about_ca_topic_score_gemma":0.0002720593,"domain_scores_codex":[0.9986683,0.0001289642,0.0005000334,0.0001303219,0.0003148765,0.0002575731],"domain_scores_gemma":[0.9988927,0.0002439599,0.00006347303,0.0001226384,0.0005200746,0.0001571787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002710484,0.0005396907,0.6755193,0.001009757,0.0001375947,0.0001202397,0.01323717,0.000003462725,0.003586607,0.001983547,0.005592982,0.2955591],"study_design_scores_gemma":[0.00223114,0.002482589,0.9843963,0.0002168981,0.0006264899,0.0003822981,0.003140521,7.415765e-7,0.001952215,0.001248781,0.003150641,0.000171405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886058,0.00345408,0.0004748595,0.004237704,0.0007569814,0.000139331,0.00001158764,0.0000175747,0.002302077],"genre_scores_gemma":[0.991643,0.007391937,0.00003404282,0.0001138729,0.0007624495,0.000003523021,5.149138e-7,0.00001561608,0.00003503497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3088769,"threshold_uncertainty_score":0.3429258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168733111483145,"score_gpt":0.3094736508426821,"score_spread":0.2926003396943676,"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."}}