{"id":"W4379654709","doi":"10.1101/2023.06.05.23291007","title":"External validation of a paediatric SMART triage model for use in resource limited facilities","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"Wellcome Trust","keywords":"Triage; Generalizability theory; Confidence interval; Medicine; Receiver operating characteristic; Prioritization; Calibration; Emergency medicine; Medical emergency; Statistics; Internal medicine; Mathematics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01832606,0.001025532,0.0008356399,0.0007618092,0.0004118345,0.001012721,0.001815334,0.000781832,0.001485075],"category_scores_gemma":[0.05175872,0.0004831273,0.0008956954,0.00081197,0.0005929478,0.0008018158,0.001403473,0.001258486,0.0003792819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205418,"about_ca_system_score_gemma":0.002162372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205226,"about_ca_topic_score_gemma":0.005563254,"domain_scores_codex":[0.9936128,0.004315203,0.0003840314,0.0007900167,0.0006750505,0.0002228714],"domain_scores_gemma":[0.9711187,0.01962082,0.002631117,0.002174213,0.004081691,0.0003733808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00251322,0.0008420686,0.5393752,0.0003766908,0.0007852581,0.0004423379,0.0005467502,0.3913035,0.003312464,0.001042914,0.003826477,0.05563311],"study_design_scores_gemma":[0.0003264881,0.001342975,0.1076241,0.0002254725,0.000172239,0.0002777649,0.0002251244,0.8834921,0.003443314,0.0008787098,0.001929994,0.00006159115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496441,0.0001736862,0.04695735,0.0002511146,0.00005088058,0.0003885757,0.001199713,0.0003338845,0.001000777],"genre_scores_gemma":[0.9803327,0.0000587383,0.01762774,0.00007504831,0.0000112851,0.000261538,0.001392912,0.00002850398,0.0002114596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01832606,"threshold_uncertainty_score":0.09691864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146193239937983,"score_gpt":0.317297130538072,"score_spread":0.2026778065442736,"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."}}