{"id":"W2742489074","doi":"10.1017/cem.2017.379","title":"Retrospective evaluation of the BIG score to predict mortality in pediatric blunt trauma","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Glasgow Coma Scale; Emergency department; Retrospective cohort study; Injury Severity Score; Emergency medicine; Confidence interval; Receiver operating characteristic; Intensive care unit; Blunt trauma; Pediatric trauma; Blunt; Pediatrics; Internal medicine; Poison control; Injury prevention; Surgery; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002136566,0.0001724728,0.000551649,0.0004365139,0.00023913,0.000003055853,0.0004132735,0.00007774005,0.001050108],"category_scores_gemma":[0.004689255,0.0001103343,0.0001919979,0.0004818599,0.0001723324,0.00008704553,0.00002347541,0.0003491591,0.000002417453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003864095,"about_ca_system_score_gemma":0.001516964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01987479,"about_ca_topic_score_gemma":0.2514169,"domain_scores_codex":[0.9973869,0.0001019585,0.0009938877,0.0001888007,0.001006904,0.0003215157],"domain_scores_gemma":[0.9966305,0.00001239026,0.0006232689,0.000609486,0.001569271,0.0005551155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003222682,0.00002587373,0.9816861,0.00006344762,0.0001001292,0.00002653567,0.002189867,0.0000301112,0.0001195251,0.00005215817,0.01123456,0.004439441],"study_design_scores_gemma":[0.001425425,0.0004989443,0.9947414,0.0003528247,0.0008337685,0.00001058011,0.0006068544,0.00002244816,0.00007225565,0.0004901456,0.0008547246,0.00009063381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627835,0.00288731,0.000007853776,0.004165212,0.01150886,0.0004663708,0.00001886235,0.000002443122,0.01815961],"genre_scores_gemma":[0.9969755,0.0005021964,0.000009924416,0.00005131289,0.002260644,0.000008370421,0.000001532689,0.00001539139,0.0001751602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2315421,"threshold_uncertainty_score":0.9998631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2071568600301724,"score_gpt":0.3965815867424945,"score_spread":0.1894247267123221,"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."}}