{"id":"W4412475140","doi":"10.1097/sla.0000000000006837","title":"Validation of Quality Indicators for Pediatric Trauma Care","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; London Health Sciences Centre; Children's Hospital of Eastern Ontario; University of Alberta; McGill University Health Centre; Western University; University of Toronto; Montreal Children's Hospital; Children's Hospital Research Institute of Manitoba; Centre hospitalier universitaire de Québec; Centre Hospitalier Universitaire Sainte-Justine; University of Calgary; Université de Montréal; Hospital for Sick Children; Institut National d'Excellence en Santé et en Services Sociaux; Université Laval; SickKids Foundation; University of Manitoba; Hôpital de l'Enfant-Jésus","funders":"","keywords":"Medicine; Pediatric trauma; Glasgow Coma Scale; Emergency medicine; Trauma center; Injury Severity Score; Traumatology; Pediatric intensive care unit; Head trauma; Medical emergency; Poison control; Orthopedic surgery; Injury prevention; Pediatrics; Retrospective cohort study; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09855084,0.0009329475,0.001068183,0.008734995,0.00125559,0.002437291,0.00199462,0.0005851653,0.0008645514],"category_scores_gemma":[0.2625221,0.0003808874,0.001679357,0.01289981,0.001412739,0.002633725,0.002997673,0.001835297,0.0002022216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01294121,"about_ca_system_score_gemma":0.03081109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06707456,"about_ca_topic_score_gemma":0.04809697,"domain_scores_codex":[0.9372997,0.02107195,0.0141436,0.003670626,0.02127299,0.002541221],"domain_scores_gemma":[0.7363445,0.05947299,0.06762962,0.01304898,0.1178453,0.005658699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001336305,0.0001160782,0.936987,0.0006130192,0.000295576,0.0000205115,0.001059714,0.003147149,0.0002170234,0.001916565,0.003341884,0.05215175],"study_design_scores_gemma":[0.00004808592,0.0004442607,0.9739032,0.0008485315,0.0001157364,0.00004724205,0.001137545,0.01186249,0.00119417,0.001441959,0.008915716,0.00004098883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7617873,0.003725828,0.1578817,0.004925748,0.0007675592,0.01176011,0.03492533,0.001029217,0.02319723],"genre_scores_gemma":[0.9086339,0.0005681358,0.07217894,0.0003678742,0.00006720232,0.00369814,0.0140388,0.00007461796,0.0003723727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09855084,"threshold_uncertainty_score":0.5211929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2524498134746933,"score_gpt":0.4314493109859734,"score_spread":0.1789994975112801,"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."}}