{"id":"W2111753548","doi":"10.1371/journal.pone.0141414","title":"Outcomes and Diagnostic Processes in Outpatients with Presumptive Tuberculosis in Zomba District, Malawi","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto","funders":"International Union Against Tuberculosis and Lung Disease; United States Agency for International Development","keywords":"Medicine; Tuberculosis; Sputum; Chronic cough; Human immunodeficiency virus (HIV); Internal medicine; Prospective cohort study; Pediatrics; Immunology; Pathology","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":[0.0006348777,0.0002826268,0.0002497616,0.0005645808,0.0009668635,0.001011371,0.0004312398,0.0003675652,0.001255969],"category_scores_gemma":[0.003398863,0.0002749313,0.0002929276,0.0008197738,0.0006707796,0.0007254477,0.001399652,0.0007727495,0.0001501326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00201798,"about_ca_system_score_gemma":0.001273515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05219788,"about_ca_topic_score_gemma":0.05728981,"domain_scores_codex":[0.9992718,0.0001754961,0.00007370225,0.0000889924,0.00006623055,0.0003236899],"domain_scores_gemma":[0.9978365,0.0001991483,0.001266084,0.00005104753,0.0001991989,0.0004479321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000674766,0.00004911125,0.99796,0.00001833932,0.000008803618,0.0001157336,0.0007688508,0.00002525045,0.0000719158,0.00001260844,0.0001019596,0.0007998836],"study_design_scores_gemma":[0.000006708508,0.00011284,0.997834,0.0000208052,0.00000876471,0.0001454078,0.001609775,0.00009803628,0.00003460565,0.000008840439,0.0001164505,0.000003760944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994733,0.0001234115,0.00001573103,0.00007583486,0.000002719265,0.00001426899,0.0001852571,0.000001071006,0.0001084446],"genre_scores_gemma":[0.9996434,0.00007384401,0.00002684734,0.00002438873,0.00000385747,0.0000111504,0.0001658867,4.562976e-7,0.00005014026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05219788,"threshold_uncertainty_score":0.1037881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08172836853757344,"score_gpt":0.3093365190677496,"score_spread":0.2276081505301761,"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."}}