{"id":"W2795809171","doi":"10.1093/infdis/jiy190","title":"Turning Off the Tap: Using the FAST Approach to Stop the Spread of Drug-Resistant Tuberculosis in the Russian Federation","year":2018,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Eli Lilly and Company; United States Agency for International Development","keywords":"Tuberculosis; Medicine; Extensively drug-resistant tuberculosis; Russian federation; Virology; Drug; Mycobacterium tuberculosis; Pharmacology; Geography; Pathology","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":[0.00173481,0.0002693625,0.0002659989,0.0003309961,0.0004512459,0.0006765288,0.0004096719,0.0004023002,0.0006182018],"category_scores_gemma":[0.003285114,0.0001045484,0.0003003101,0.0001904618,0.0004397413,0.000470028,0.0007332087,0.0002546124,0.00009667043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005728173,"about_ca_system_score_gemma":0.002517457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021847,"about_ca_topic_score_gemma":0.01062858,"domain_scores_codex":[0.9990073,0.0005424128,0.00004349812,0.00007314316,0.00009045517,0.0002432142],"domain_scores_gemma":[0.9987644,0.0002014327,0.0005597617,0.0001179957,0.0001448962,0.0002116298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008685606,0.001028026,0.8453017,0.0003134674,0.0001832347,0.0004118214,0.001740746,0.0009831148,0.004942022,0.000752957,0.001502431,0.1419719],"study_design_scores_gemma":[0.00003831321,0.00172905,0.9922804,0.0001071118,0.00008093659,0.0003331924,0.0013016,0.0007708906,0.001137562,0.0002324054,0.001974529,0.00001401119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971941,0.0005970908,0.0006177105,0.0006475545,0.00002364404,0.00002406269,0.00004462177,0.00001262072,0.000838577],"genre_scores_gemma":[0.9987528,0.0003550123,0.0005355483,0.0001540049,0.000017755,0.00001305629,0.00003805079,0.000001850611,0.000131936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021847,"threshold_uncertainty_score":0.02031797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345055868860485,"score_gpt":0.3181801862082862,"score_spread":0.2947296275196813,"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."}}