{"id":"W4296703141","doi":"10.1093/trstmh/trac091","title":"Clinical features and risk factors for death in acute undifferentiated fever: A prospective observational study in rural community hospitals in six states of India","year":2022,"lang":"en","type":"article","venue":"Transactions of the Royal Society of Tropical Medicine and Hygiene","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Haukeland Universitetssjukehus; CMC Microsystems","keywords":"Observational study; Medicine; Prospective cohort study; Intensive care medicine; Rural community; Environmental health; Pediatrics; Emergency medicine; Internal medicine; Demography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002935097,0.0001028493,0.0005990563,0.00005156858,0.00009930263,0.00000151145,0.00009297545,0.00007310585,0.00002503349],"category_scores_gemma":[0.0003117486,0.00006516208,0.0001240091,0.0002356713,0.0003060173,0.00002091617,0.00003379407,0.0005829135,8.028056e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003414321,"about_ca_system_score_gemma":0.00004018066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003397356,"about_ca_topic_score_gemma":0.0004880278,"domain_scores_codex":[0.9988158,0.0002175074,0.0005272565,0.0001167177,0.0001990826,0.0001235798],"domain_scores_gemma":[0.9982713,0.001367388,0.0001396079,0.0001200309,0.00005487891,0.00004677714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003761284,0.002023623,0.9922294,0.00009538659,0.0001534401,6.026086e-7,0.00455167,0.0002119328,0.00001013282,0.00005635108,0.00004108305,0.0002502383],"study_design_scores_gemma":[0.005842518,0.003110093,0.9708601,0.0001024575,0.000213672,8.107342e-7,0.01765586,0.0009848161,0.00003392087,0.00114149,0.00000146142,0.00005281467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976579,0.0002620171,0.0003628775,0.0007019779,0.00003472242,0.0008622369,0.0001093441,0.000004237129,0.000004665899],"genre_scores_gemma":[0.9991481,0.0003548838,0.0003598755,0.00005122184,0.000004539989,0.00004672193,0.00001779343,0.000005272894,0.00001156892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02136933,"threshold_uncertainty_score":0.5135809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05158741796118962,"score_gpt":0.341965347017631,"score_spread":0.2903779290564414,"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."}}