{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002275445,0.0005029354,0.0004829717,0.00119079,0.0003096788,0.0008917629,0.0004219195,0.0004731728,0.0004953031],"category_scores_gemma":[0.006462421,0.0002427785,0.000599627,0.0008251896,0.0003418146,0.0006190912,0.0007124708,0.0004703855,0.0001492115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000555655,"about_ca_system_score_gemma":0.0004206923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006496235,"about_ca_topic_score_gemma":0.007529293,"domain_scores_codex":[0.9989857,0.000439939,0.0001346327,0.0001720872,0.0001450095,0.000122518],"domain_scores_gemma":[0.9966882,0.001093382,0.001362704,0.0001446429,0.0003795506,0.000331644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001360872,0.00002732975,0.9986929,0.000008127894,0.0000602931,0.00001002488,0.00007229778,0.00007440668,0.00005741122,0.000006071463,0.00004449306,0.0008104716],"study_design_scores_gemma":[0.0000222151,0.0002585138,0.998015,0.00001372783,0.00003688368,0.00005584342,0.0002575234,0.001176521,0.00006606271,0.00001603739,0.00007620744,0.000005298352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994135,0.00007918762,0.00006554275,0.00002347829,0.000002934608,0.00001166871,0.0003091098,0.00000210434,0.00009239749],"genre_scores_gemma":[0.9992262,0.00004994508,0.0001014284,0.00001019163,0.000005224003,0.00001679905,0.0005618773,6.836814e-7,0.00002752622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006496235,"threshold_uncertainty_score":0.0129168,"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."}}