{"id":"W4396867826","doi":"10.1097/ta.0000000000004387","title":"Emergency department pediatric readiness of United States trauma centers in 2021: Trauma center facility characteristics and opportunities for improvement","year":2024,"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":"University of Toronto","funders":"","keywords":"Medicine; Pediatric trauma; Pediatric emergency medicine; Trauma center; Emergency department; Emergency medicine; Medical emergency; Injury prevention; Pediatrics; Poison control; Family medicine; Retrospective cohort study; Emergency physician; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004820222,0.0002236205,0.0004529785,0.0003236514,0.0001389944,0.00002334733,0.00005669283,0.00007851433,0.00007104866],"category_scores_gemma":[0.0001136753,0.0001530059,0.0001693722,0.0002074862,0.0001864863,0.0001441829,0.00002664494,0.000264474,3.311724e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008395755,"about_ca_system_score_gemma":0.0000468716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001457925,"about_ca_topic_score_gemma":0.0001178085,"domain_scores_codex":[0.998325,0.00009649157,0.000868369,0.0001727936,0.0002618657,0.0002754082],"domain_scores_gemma":[0.9987966,0.0001605317,0.0000990792,0.0001180118,0.0006643925,0.0001613842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005264855,0.001765615,0.4564441,0.02163298,0.001092115,0.0001340626,0.03147061,0.00001029725,0.0008477115,0.001172917,0.01397318,0.4661916],"study_design_scores_gemma":[0.003880295,0.0104249,0.9107641,0.0007930669,0.003168927,0.0003193335,0.04198688,0.0001503862,0.002118612,0.001182325,0.0245761,0.0006350623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913761,0.004527061,0.0002720504,0.001374665,0.001141901,0.000337691,0.0008434766,0.00001424123,0.0001128053],"genre_scores_gemma":[0.9822593,0.01721506,0.0000179881,0.00006437967,0.0002955683,0.00001698604,0.00008868862,0.00001547148,0.00002655321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4655565,"threshold_uncertainty_score":0.6239399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03901556817745092,"score_gpt":0.3248366357656743,"score_spread":0.2858210675882233,"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."}}