{"id":"W4401213996","doi":"10.1371/journal.pdig.0000408","title":"Comparison between the Smart Triage model and the Emergency Triage Assessment and Treatment guidelines in triaging children presenting to the emergency departments of two public hospitals in Kenya","year":2024,"lang":"en","type":"article","venue":"PLOS Digital Health","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"Grand Challenges Canada; BC Children’s Hospital Foundation; BC Children's Hospital; Children's Hospital Foundation; Wellcome Trust","keywords":"Triage; Medicine; Medical emergency; Emergency department; Emergency medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01167461,0.0008964972,0.0006779895,0.001795853,0.0005056245,0.001471078,0.000807072,0.0009648338,0.000794529],"category_scores_gemma":[0.03504315,0.000590135,0.000948151,0.001251457,0.0006724977,0.001877815,0.001520154,0.0007765068,0.0002965412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226688,"about_ca_system_score_gemma":0.002027129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03050131,"about_ca_topic_score_gemma":0.04671437,"domain_scores_codex":[0.9912151,0.005593908,0.0007518982,0.0007247517,0.001180664,0.0005336859],"domain_scores_gemma":[0.9901259,0.005265537,0.00187041,0.0006127463,0.001536958,0.0005882963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001812211,0.0003517467,0.9682589,0.0001853697,0.0002461604,0.0001750892,0.0009908773,0.004970738,0.0003171748,0.0003057524,0.0009836936,0.02140228],"study_design_scores_gemma":[0.000325427,0.006387271,0.8716552,0.0004168085,0.0003477166,0.00062355,0.004775397,0.1114792,0.001020756,0.0005428856,0.002284605,0.000141145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965564,0.0003104795,0.001206164,0.0003015573,0.00003530012,0.0001870106,0.0003404985,0.00002240724,0.00104026],"genre_scores_gemma":[0.9951187,0.000326747,0.003663778,0.00007742589,0.00001557529,0.0001006724,0.0005510899,0.000006796659,0.0001392878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03050131,"threshold_uncertainty_score":0.06174201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039577271058858,"score_gpt":0.4357492176473933,"score_spread":0.3317914905415075,"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."}}