{"id":"W4206952379","doi":"10.1097/pec.0000000000002628","title":"Severity of Illness Scoring for Pediatric Interfacility Transport","year":2022,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Triage; Early warning score; Severity of illness; Emergency medicine; MEDLINE; Illness severity; Medical emergency; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002646415,0.0002633919,0.0005385065,0.0002552482,0.0004098063,0.000001238267,0.0002247747,0.00006528935,0.001342096],"category_scores_gemma":[0.00009123731,0.0002709022,0.0005188725,0.0009392024,0.00002563436,0.00007271787,0.0001197286,0.0002837743,0.000004761719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414274,"about_ca_system_score_gemma":0.0002114778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002152413,"about_ca_topic_score_gemma":0.00006144737,"domain_scores_codex":[0.9976742,0.00004483236,0.0007835465,0.0005058182,0.0005572101,0.000434392],"domain_scores_gemma":[0.998763,0.0000350407,0.0001828374,0.0004014318,0.0004823204,0.0001354211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002628921,0.0001814892,0.9806682,0.002783031,0.00006376562,0.00000897837,0.007904132,0.00008083196,0.00005921225,0.00003432631,0.004685104,0.003268061],"study_design_scores_gemma":[0.002054419,0.0009784813,0.9557748,0.000006097828,0.002003181,0.00001388489,0.01993673,0.00002308503,0.000416006,0.0001586755,0.01789949,0.0007351128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975588,0.01552638,0.0003168533,0.00009384965,0.003881708,0.0008427919,0.0008270735,0.0001128066,0.002810491],"genre_scores_gemma":[0.9948608,0.003024113,0.0001867426,0.00001456853,0.0009932114,0.0003888206,0.0001661259,0.00003716375,0.0003284991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02489334,"threshold_uncertainty_score":0.9999743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357270591024779,"score_gpt":0.2881472389675628,"score_spread":0.264574533057315,"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."}}