{"id":"W2901441511","doi":"10.1097/pec.0000000000001641","title":"Pediatric Transport Triage","year":2018,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada)","funders":"National Institute of General Medical Sciences","keywords":"Triage; Medicine; Mode of transport; Staffing; Medical emergency; Emergency medicine; Nursing; Public transport","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001433678,0.0003805965,0.0005102431,0.0003650858,0.0003158607,0.000003955654,0.0002048365,0.0001844771,0.003874195],"category_scores_gemma":[0.0001130215,0.0003377123,0.0004578698,0.001421843,0.00005754627,0.0001125112,0.00004549436,0.0002698407,0.000795828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007468635,"about_ca_system_score_gemma":0.0002019843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005987,"about_ca_topic_score_gemma":0.0001307252,"domain_scores_codex":[0.9973341,0.00003422783,0.0007399117,0.0006219929,0.0006009101,0.0006688693],"domain_scores_gemma":[0.9982283,0.00001945637,0.000128535,0.0005473961,0.0007582096,0.0003181376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001002223,0.00009946564,0.9258103,0.0004867524,0.00005576959,0.00005389992,0.003579724,5.341664e-7,0.00003996631,0.00006246347,0.06745778,0.002253057],"study_design_scores_gemma":[0.001547246,0.0007693429,0.9523661,0.000005245598,0.00166021,0.00001853305,0.001667682,0.000002770143,0.0001334652,0.00007737215,0.04120185,0.0005501732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8550534,0.02255332,0.0001105007,0.000189866,0.005099295,0.0004973185,0.00006645182,0.0003411594,0.1160887],"genre_scores_gemma":[0.9675604,0.01664419,0.0002831056,0.00008776043,0.01343226,0.00006274838,0.0000856652,0.00006278377,0.001781115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1143076,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957593174849065,"score_gpt":0.2967822727369958,"score_spread":0.2772063409885052,"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."}}