{"id":"W2346625982","doi":"10.1093/cid/ciw276","title":"Aggressive Regimens Reduce Risk of Recurrence After Successful Treatment of MDR-TB","year":2016,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Open Society Institute; Brigham and Women's Hospital; Bill and Melinda Gates Foundation","keywords":"Medicine; Culture conversion; Hazard ratio; Internal medicine; Interquartile range; Proportional hazards model; Regimen; Retrospective cohort study; Confidence interval; Surgery; Tuberculosis; Sputum","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":[0.0003553461,0.0001271493,0.0002654585,0.0002276379,0.0002071354,0.0004174843,0.0002056249,0.0002923872,0.001302422],"category_scores_gemma":[0.002795243,0.0001147614,0.0002801228,0.0002544054,0.0001429445,0.0002033583,0.0002577569,0.0005183855,0.0001106229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002696164,"about_ca_system_score_gemma":0.0003140365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731555,"about_ca_topic_score_gemma":0.002606768,"domain_scores_codex":[0.9996148,0.0001480087,0.00004270675,0.00005146017,0.00006433466,0.00007859927],"domain_scores_gemma":[0.9975666,0.0002716346,0.001727455,0.000101996,0.00008343998,0.0002488882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002882617,0.000112084,0.9908943,0.0000222459,0.00007995858,0.0000918246,0.00005651256,0.0000857967,0.0005452444,0.00002974358,0.0001234397,0.007670587],"study_design_scores_gemma":[0.00001273297,0.000257985,0.9986634,0.0000121004,0.00004771801,0.0003287222,0.00005106688,0.0002140389,0.0001371671,0.00003010516,0.0002423966,0.000002549983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985391,0.0009424293,0.00007921641,0.00009028405,0.000005449355,0.000006572688,0.00006322065,0.000004700515,0.0002690348],"genre_scores_gemma":[0.9996425,0.0001446322,0.00006714591,0.00002340934,0.0000121606,0.000002279496,0.00005509783,0.000001242861,0.00005142529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001731555,"threshold_uncertainty_score":0.00435704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772821802134727,"score_gpt":0.418537620132728,"score_spread":0.3708094021113808,"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."}}