{"id":"W2602169678","doi":"10.1016/s2213-2600(17)30079-6","title":"The epidemiology, pathogenesis, transmission, diagnosis, and management of multidrug-resistant, extensively drug-resistant, and incurable tuberculosis","year":2017,"lang":"en","type":"review","venue":"The Lancet Respiratory Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":679,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Medical Research Council; World Health Organization","keywords":"Tuberculosis; Medicine; Intensive care medicine; Drug resistance; Extensively drug-resistant tuberculosis; Transmission (telecommunications); Disease; Epidemiology; Public health; Mycobacterium tuberculosis; Biology; Internal medicine; 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":[0.001961607,0.0008817746,0.002352305,0.002559147,0.0002771605,0.001585178,0.00175104,0.001967393,0.001624904],"category_scores_gemma":[0.004489661,0.0003739407,0.0009720172,0.00316155,0.000917953,0.001809084,0.001059286,0.002158259,0.0005230284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118569,"about_ca_system_score_gemma":0.003611505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004645417,"about_ca_topic_score_gemma":0.007989306,"domain_scores_codex":[0.9990577,0.0002315562,0.0001874938,0.0001189597,0.0003297429,0.00007460002],"domain_scores_gemma":[0.9974889,0.00147203,0.0005581545,0.00003806111,0.0003289332,0.0001139318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009169045,0.00005447187,0.001096825,0.05254415,0.0003373377,0.0001493626,0.00009897607,0.0003577919,0.00036004,0.00263374,0.02541276,0.9168627],"study_design_scores_gemma":[0.00007954538,0.0002084901,0.009879622,0.06400371,0.001612417,0.002936014,0.0004264375,0.0002805282,0.0002915238,0.005839268,0.9143596,0.0000828959],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000251048,0.9996774,0.00001375683,0.0001761508,0.00004675047,0.000001095687,0.000005171931,6.01509e-7,0.00005402032],"genre_scores_gemma":[0.0002942181,0.9994369,0.00002959269,0.00009039721,0.0001160172,0.000001324829,0.000008788013,1.802399e-7,0.00002254415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004645417,"threshold_uncertainty_score":0.01037407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2312406931115785,"score_gpt":0.4479955777042515,"score_spread":0.216754884592673,"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."}}