{"id":"W2147304416","doi":"10.1183/09031936.00136312","title":"Drug resistance beyond extensively drug-resistant tuberculosis: individual patient data meta-analysis","year":2012,"lang":"en","type":"review","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":246,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fogarty International Center; Howard Hughes Medical Institute; Medical Research Council; National Institute of Allergy and Infectious Diseases; United States Agency for International Development; National Institutes of Health; Canadian Institutes of Health Research; Secretaría de Salud; South African Medical Research Council; Wellcome Trust; World Health Organization; Centers for Disease Control and Prevention","keywords":"Medicine; Capreomycin; Extensively drug-resistant tuberculosis; Bedaquiline; Drug resistance; Pyrazinamide; Ethambutol; Ethionamide; Tuberculosis; Drug; Internal medicine; Mycobacterium tuberculosis; Pharmacology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02410527,0.003429813,0.01700778,0.003461992,0.0005983841,0.003627763,0.002498221,0.002918828,0.003455635],"category_scores_gemma":[0.03839706,0.001821232,0.0699615,0.005078596,0.0007135396,0.002240195,0.001985536,0.003809122,0.0003867314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253981,"about_ca_system_score_gemma":0.001452444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006348955,"about_ca_topic_score_gemma":0.007109561,"domain_scores_codex":[0.9780602,0.01574627,0.002282647,0.002387932,0.000953094,0.000569932],"domain_scores_gemma":[0.9650156,0.02712933,0.002904294,0.003091975,0.001288896,0.0005699195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004297381,0.00001882726,0.008566546,0.01042794,0.9729743,0.00008226931,0.00001980088,0.0009046001,0.0001373652,0.0000748992,0.0003141952,0.002181874],"study_design_scores_gemma":[0.0007636792,0.0001952337,0.004215764,0.0006879628,0.9923525,0.00007535924,0.00001551121,0.0006693092,0.00008432143,0.000273054,0.0006495221,0.00001775332],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07623412,0.9067569,0.009196384,0.001136862,0.00112395,0.000322036,0.003850946,0.0002919197,0.00108691],"genre_scores_gemma":[0.8736989,0.114194,0.005158622,0.001827316,0.0006211799,0.0006814871,0.00277235,0.0001845997,0.0008615371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02410527,"threshold_uncertainty_score":0.1274824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.277192785885885,"score_gpt":0.3987350770778116,"score_spread":0.1215422911919267,"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."}}