{"id":"W2033749222","doi":"10.1097/ta.0b013e31802ee56f","title":"External Validation and Modification of a Pediatric Trauma Triage Tool","year":2007,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Triage; Pediatric trauma; Trauma center; Population; Emergency medicine; Retrospective cohort study; Injury Severity Score; Poison control; Injury prevention; Surgery","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":[0.0008686238,0.0001271279,0.0002878118,0.0001860776,0.0001800011,0.00001520706,0.00004465116,0.00008505143,0.00003591528],"category_scores_gemma":[0.0002839754,0.00008592959,0.0001152462,0.0001919661,0.0001676308,0.000160226,0.0000135052,0.0002542435,8.928668e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003983887,"about_ca_system_score_gemma":0.00003288921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006766641,"about_ca_topic_score_gemma":0.00002072843,"domain_scores_codex":[0.9987147,0.00008314355,0.0006103253,0.0001027434,0.0003211617,0.0001678732],"domain_scores_gemma":[0.9986601,0.0002221848,0.0001478957,0.0001123535,0.0007487815,0.0001087265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00639875,0.0009191959,0.5366805,0.002763192,0.0003609437,0.00003320946,0.02367061,0.00001621239,0.01789896,0.008693988,0.001968327,0.4005961],"study_design_scores_gemma":[0.001446043,0.001892054,0.9796151,0.00007734989,0.001093988,0.0003715708,0.003181198,0.000005391695,0.0105005,0.001295723,0.0003973679,0.0001237423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894758,0.00401047,0.004837232,0.0002868717,0.0004136723,0.000145784,0.000009051143,0.00001195879,0.0008091035],"genre_scores_gemma":[0.9972072,0.00174251,0.0001986877,0.00004009054,0.000783666,0.000001531761,0.000001781978,0.00001074322,0.00001381579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4429345,"threshold_uncertainty_score":0.3504107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0350513567704011,"score_gpt":0.3532857781901457,"score_spread":0.3182344214197446,"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."}}