{"id":"W4403142241","doi":"10.1016/j.eclinm.2024.102856","title":"Predicting mortality in febrile adults: comparative performance of the MEWS, qSOFA, and UVA scores using prospectively collected data among patients in four health-care sites in sub-Saharan Africa and South-Eastern Asia","year":2024,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Foreign, Commonwealth and Development Office; Medical Research Council; Government of the United Kingdom; London School of Hygiene and Tropical Medicine","keywords":"Medicine; Mews; Prospective cohort study; Emergency department; Emergency medicine; Medical emergency; Environmental health; Demography; Early warning score; Surgery; Psychiatry","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":[0.0006357782,0.0002064415,0.0007780876,0.0001939674,0.00005798588,0.00001616918,0.0001194624,0.00008673468,0.00000800154],"category_scores_gemma":[0.0005901062,0.0001362165,0.00003406107,0.0007016485,0.0002696677,0.0001197741,0.0002009982,0.0003964517,6.82987e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703667,"about_ca_system_score_gemma":0.0001805876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843991,"about_ca_topic_score_gemma":0.007891293,"domain_scores_codex":[0.9976535,0.0001797064,0.0009565987,0.0005923124,0.0003459626,0.0002718952],"domain_scores_gemma":[0.9986964,0.0004885368,0.0002319837,0.0003847021,0.00008557108,0.000112755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003173616,0.0003252174,0.9898764,0.0005093012,0.00006958468,0.00002232968,0.007904746,0.00001122412,0.00000973578,9.259869e-7,0.0001194433,0.0008336856],"study_design_scores_gemma":[0.004886772,0.0008507489,0.9448843,0.007601405,0.00008583708,0.000003610901,0.001161487,0.04036514,0.00005091984,0.000006276714,0.0000110737,0.00009240411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987341,0.01023807,7.290207e-7,0.0003657719,0.0001064534,0.001720501,0.000147537,0.00001886248,0.00006108049],"genre_scores_gemma":[0.9989301,0.0006776488,0.000103664,0.00007089326,0.00006497173,0.00004612443,0.00008491289,0.00001659184,0.000005071012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04499212,"threshold_uncertainty_score":0.5554749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748383664767533,"score_gpt":0.3934624354490289,"score_spread":0.2186240689722757,"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."}}