{"id":"W3008504864","doi":"10.1016/j.jpedsurg.2020.01.056","title":"Calibration and validation of the pediatric resuscitation and trauma outcome model among injured children in Rwanda","year":2020,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; British Columbia Children's Hospital; Montreal Children's Hospital","funders":"Fonds de Recherche du Québec - Santé; National Institutes of Health; Fogarty International Center; McGill University; Canadian Institutes of Health Research; University of Virginia","keywords":"Medicine; Revised Trauma Score; Receiver operating characteristic; Emergency medicine; Injury Severity Score; Mortality rate; Cohort; Pediatrics; Poison control; Injury prevention; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004622473,0.00009188865,0.0003321346,0.00025708,0.0000409679,0.000009014294,0.00003527481,0.0000616393,0.00000388566],"category_scores_gemma":[0.0006544433,0.00006334995,0.0001089176,0.0004907452,0.00003014059,0.0002174804,0.00002194503,0.0001828052,9.291227e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721878,"about_ca_system_score_gemma":0.00009740694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001916735,"about_ca_topic_score_gemma":0.000005411871,"domain_scores_codex":[0.9987091,0.0000697637,0.0007173875,0.0001027219,0.0003036662,0.00009729148],"domain_scores_gemma":[0.9991127,0.0001740229,0.0004498594,0.00005751846,0.0001250845,0.00008082444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001137228,0.00002625269,0.9953371,0.0001010019,0.00001915403,0.000002746817,0.001052536,0.0002247165,0.00005385685,0.000003729354,0.001901748,0.001163443],"study_design_scores_gemma":[0.0005932909,0.00005770687,0.9980438,0.00001073233,0.0002627683,0.000006604512,0.0001475489,0.0006298095,0.0001176718,0.0000720517,0.000001499507,0.00005648829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968011,0.001330496,0.000128376,0.001351371,0.0002181824,0.0001267323,0.000007013639,0.000005198373,0.00003151427],"genre_scores_gemma":[0.9972603,0.001520958,0.0001147536,0.00007332204,0.001012339,0.000001313545,0.000002800174,0.000008819544,0.000005391176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002706735,"threshold_uncertainty_score":0.2583336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04058640714704174,"score_gpt":0.2752346112846331,"score_spread":0.2346482041375914,"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."}}