{"id":"W4402971073","doi":"10.1093/inthealth/ihae059","title":"Sputum culture conversion and its predictors among drug-resistant pulmonary tuberculosis patients in eastern Ethiopia","year":2024,"lang":"en","type":"article","venue":"International Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Haramaya University","keywords":"Sputum; Medicine; Culture conversion; Sputum culture; Interquartile range; Hazard ratio; Internal medicine; Tuberculosis; Proportional hazards model; Retrospective cohort study; Confidence interval; Multi-drug-resistant tuberculosis; Drug resistance; Mycobacterium tuberculosis; Pathology; Microbiology","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":[0.0005248272,0.0002115442,0.0002142309,0.0005824801,0.0003993482,0.0007236976,0.0002304425,0.0002344385,0.0008045025],"category_scores_gemma":[0.001105039,0.0002009984,0.0002740489,0.0006227897,0.0001724551,0.0002430833,0.000277627,0.0003991476,0.0001114743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000361414,"about_ca_system_score_gemma":0.000363709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004443975,"about_ca_topic_score_gemma":0.005065551,"domain_scores_codex":[0.9997584,0.00006215519,0.00003611015,0.00004028405,0.00003875879,0.00006424145],"domain_scores_gemma":[0.9990984,0.0001589435,0.0004555601,0.00003474467,0.00009496711,0.000157442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008130673,0.00002983814,0.9988672,0.000007765555,0.00001090464,0.0002263324,0.00006156541,0.000027133,0.000110214,0.000006573173,0.00003492323,0.0005364085],"study_design_scores_gemma":[0.000005820328,0.00009361866,0.9980978,0.00001819672,0.00001827599,0.0008288385,0.0005192007,0.0001764342,0.00008039176,0.00001297802,0.0001445754,0.000003783006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996033,0.0001628988,0.00001616083,0.00001491795,0.000002272836,0.000004259162,0.0000847019,6.398826e-7,0.0001109044],"genre_scores_gemma":[0.9997802,0.00008404905,0.00002502558,0.000007711593,0.000002948608,0.000002656296,0.00006167861,3.007116e-7,0.00003545304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004443975,"threshold_uncertainty_score":0.00883621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821031565019913,"score_gpt":0.3362688845807603,"score_spread":0.3180585689305612,"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."}}