{"id":"W6976752816","doi":"10.60692/hshk6-br487","title":"Prospective validation of pediatric disease severity scores to predict mortality in Ugandan children presenting with malaria and non-malaria febrile illness","year":2015,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto General Hospital; University of Alberta; University of Toronto","funders":"","keywords":"Youden's J statistic; Observational study; Confidence interval; Malaria; Prospective cohort study; Receiver operating characteristic; Severity of illness; Severe Malaria; Scoring system","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":[0.007536783,0.0007857108,0.0004594162,0.001515819,0.0003194207,0.000925481,0.0005969552,0.0004803503,0.0004552918],"category_scores_gemma":[0.02342662,0.0005021488,0.0005326419,0.001097796,0.0005560769,0.0005743004,0.001302152,0.0009074191,0.0002740627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003699402,"about_ca_system_score_gemma":0.0005557439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002392607,"about_ca_topic_score_gemma":0.002300729,"domain_scores_codex":[0.9964271,0.002102638,0.0003494862,0.0003099419,0.0004897602,0.0003210888],"domain_scores_gemma":[0.9909214,0.003330967,0.002843934,0.0009582244,0.001383221,0.0005621325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001388853,0.00002774032,0.9974947,0.000007024166,0.00002271099,0.00002402014,0.0001195475,0.0001784158,0.00008654159,0.00001489989,0.00004519588,0.001840417],"study_design_scores_gemma":[0.00002497888,0.000485429,0.9966136,0.00002235312,0.00002116631,0.0001816371,0.0002000123,0.001967545,0.000205911,0.0000371711,0.0002331653,0.000006950124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991505,0.00009909806,0.0003093,0.00001337865,0.000005222821,0.00003626179,0.0001855973,0.000003946202,0.0001966561],"genre_scores_gemma":[0.9985003,0.000067521,0.0007922226,0.00001158933,0.000004142431,0.00007996713,0.0004738318,0.000003281229,0.00006712447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007536783,"threshold_uncertainty_score":0.03985882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748701597019536,"score_gpt":0.2391173390449109,"score_spread":0.2216303230747156,"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."}}