{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004916706,0.0001408663,0.0002551812,0.000294743,0.00004998838,0.00002446449,0.0001038273,0.0001123389,0.0001138774],"category_scores_gemma":[0.0002101192,0.0001113497,0.00006611834,0.0001613867,0.00005922326,0.0001774011,0.00009662256,0.0004893126,0.0000742846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004107097,"about_ca_system_score_gemma":0.0001447992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623366,"about_ca_topic_score_gemma":0.0003345478,"domain_scores_codex":[0.9982901,0.000152775,0.0003915988,0.0003851213,0.000441256,0.0003392129],"domain_scores_gemma":[0.9992818,0.0001320304,0.00004956741,0.00009969904,0.0001193118,0.000317644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002655269,0.0001570845,0.9820964,0.0004872881,0.0000920867,0.0001113275,0.0007414452,0.000003958259,0.00009227388,0.0005556355,0.01156719,0.003829809],"study_design_scores_gemma":[0.0005952909,0.000262032,0.9538078,0.0008344128,0.0000100705,0.00002251116,0.0001209897,0.02637793,0.00003810346,0.0001071606,0.01773125,0.00009248372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700414,0.002381855,0.000005123423,0.02433387,0.0006940334,0.0003976436,0.00009109332,0.000056959,0.001998038],"genre_scores_gemma":[0.9933959,0.002574409,0.00003115782,0.001692527,0.0002125115,0.00002399313,0.0002906964,0.00001782017,0.001761007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02828861,"threshold_uncertainty_score":0.4540707,"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."}}