{"id":"W3133107884","doi":"10.1371/journal.pone.0246993","title":"Rifampin-resistant/multidrug-resistant Tuberculosis in Alberta, Canada: Epidemiology and treatment outcomes in a low-incidence setting","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Culture conversion; Epidemiology; Tuberculosis; Extensively drug-resistant tuberculosis; Incidence (geometry); Multi-drug-resistant tuberculosis; Retrospective cohort study; Sputum culture; Directly Observed Therapy; Internal medicine; Sputum; Adverse effect; Pediatrics; Surgery; Mycobacterium tuberculosis; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000906942,0.0004783983,0.0004432719,0.001956782,0.00260852,0.001775878,0.001681688,0.0005819257,0.001168506],"category_scores_gemma":[0.002242971,0.0003942895,0.0003779896,0.005137992,0.001177341,0.0004598064,0.001069667,0.0007565492,0.0001901956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03174721,"about_ca_system_score_gemma":0.03170353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9906496,"about_ca_topic_score_gemma":0.9919234,"domain_scores_codex":[0.9984108,0.0001257371,0.00009836556,0.0001792721,0.0005625991,0.0006231824],"domain_scores_gemma":[0.9969859,0.0001595347,0.0007247427,0.00007640349,0.001189313,0.0008641454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006476309,0.00005784145,0.9954091,0.00003245837,0.00002483809,0.0001684004,0.0003725004,0.00009854854,0.0001596553,0.00005762578,0.0004092256,0.003144936],"study_design_scores_gemma":[0.000009218208,0.00004756152,0.99767,0.00003787905,0.00002467085,0.0001725872,0.00131252,0.0002860569,0.00004622794,0.00002951979,0.0003524791,0.00001118678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959573,0.001037928,0.0001120842,0.0003060634,0.00001234212,0.00004456809,0.001368311,0.00001151862,0.001149886],"genre_scores_gemma":[0.9974378,0.0006902785,0.0002145212,0.0001448916,0.00001487545,0.00001362647,0.001035398,0.000004869918,0.0004437411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03174721,"threshold_uncertainty_score":0.2303432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05132786740409172,"score_gpt":0.3100614655189877,"score_spread":0.258733598114896,"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."}}