{"id":"W2941404480","doi":"10.1371/journal.pone.0215542","title":"Rates and timeliness of treatment initiation among drug-resistant tuberculosis patients in Nigeria- A retrospective cohort study","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"Global Fund to Fight AIDS, Tuberculosis and Malaria","keywords":"Medicine; Retrospective cohort study; Multi-drug-resistant tuberculosis; Tuberculosis; Logistic regression; Health care; Extensively drug-resistant tuberculosis; Confounding; Health facility; Cohort; Medical record; Emergency medicine; Guideline; Pediatrics; Internal medicine; Environmental health; Population; Health services; Mycobacterium tuberculosis","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":[0.001010714,0.00025567,0.000396091,0.0009044631,0.0007300938,0.0007048919,0.0004630083,0.0004622714,0.001467017],"category_scores_gemma":[0.002819927,0.0005978736,0.000563017,0.001299155,0.0002944382,0.0006675298,0.0005895998,0.0006804231,0.0002806449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006024316,"about_ca_system_score_gemma":0.000695769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01162107,"about_ca_topic_score_gemma":0.01516051,"domain_scores_codex":[0.9991331,0.0001602649,0.0001877407,0.0002601302,0.0001087277,0.0001500881],"domain_scores_gemma":[0.9979595,0.0002355903,0.001175866,0.0001952678,0.0001980897,0.0002356712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003109417,0.0000209815,0.99943,0.00001126059,0.0000164561,0.00004810519,0.00008047895,0.000008719888,0.00003383083,0.000007952985,0.00005243856,0.0002587019],"study_design_scores_gemma":[0.000005937322,0.00008968976,0.9984695,0.00003413648,0.00003488989,0.0004234825,0.0005589916,0.00009434278,0.00004080874,0.00001516169,0.0002275701,0.000005407293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981859,0.0003274814,0.0000699592,0.00003703802,0.000007390274,0.00003239485,0.00105943,0.000001938776,0.0002784799],"genre_scores_gemma":[0.9987592,0.0002593083,0.00009544814,0.00003291208,0.000007044186,0.000035615,0.000708084,0.000001881857,0.0001005944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01162107,"threshold_uncertainty_score":0.02310687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495845830892464,"score_gpt":0.2887491222338663,"score_spread":0.2637906639249417,"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."}}