{"id":"W2301622365","doi":"10.1371/journal.pone.0151408","title":"Modified Early Warning Score (MEWS) Identifies Critical Illness among Ward Patients in a Resource Restricted Setting in Kampala, Uganda: A Prospective Observational Study","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Mews; Early warning score; Medicine; Observational study; Prospective cohort study; Referral; Emergency medicine; Pediatrics; Internal medicine; Family medicine","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":[0.001077045,0.0004954946,0.0006341644,0.001135838,0.0007742532,0.0009874725,0.0005827583,0.0007419958,0.001093824],"category_scores_gemma":[0.004060508,0.0007300628,0.0004615561,0.001303938,0.0006307187,0.001040175,0.00129248,0.0009800162,0.0002525002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004046047,"about_ca_system_score_gemma":0.0006730087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752945,"about_ca_topic_score_gemma":0.003234491,"domain_scores_codex":[0.9989709,0.0004329171,0.0001584195,0.0001457806,0.0001064875,0.0001855471],"domain_scores_gemma":[0.9980541,0.0004270513,0.0008545361,0.0001248452,0.000175253,0.0003642373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000111528,0.0001716603,0.9985093,0.00002955517,0.00002701352,0.0001809226,0.0003565141,0.00001989094,0.00007672294,0.000008865637,0.0000699525,0.0004380287],"study_design_scores_gemma":[0.00004850175,0.000713198,0.9958372,0.00005296068,0.00003368557,0.0006550925,0.002181033,0.000252531,0.00003643435,0.00002473167,0.0001525542,0.00001211515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999667,0.0000717072,0.00002876142,0.00001388266,0.000002162976,0.00003338048,0.00009345864,6.130394e-7,0.00008907015],"genre_scores_gemma":[0.9995821,0.0000843571,0.00007515896,0.00003164797,0.000006390747,0.00006371168,0.0001264741,6.338568e-7,0.00002944477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002752945,"threshold_uncertainty_score":0.005695999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.162867734749364,"score_gpt":0.3238982256013044,"score_spread":0.1610304908519403,"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."}}