{"id":"W3122854054","doi":"10.1093/infdis/jiab045","title":"Local Transmission Plays No Important Role in the Occurrence of Multidrug-Resistant Tuberculosis in Immigrants to Canada: An In-depth Epidemiologic Analysis","year":2021,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"University Hospital Foundation","keywords":"Tuberculosis; Medicine; Transmission (telecommunications); Mycobacterium tuberculosis; Immigration; Epidemiology; Retrospective cohort study; Demography; Young adult; Immunology; Internal medicine; Geography; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007452981,0.0002481655,0.0002650394,0.001185955,0.001502778,0.001270225,0.0006646202,0.0004930245,0.001569762],"category_scores_gemma":[0.002264974,0.0003100288,0.0006283165,0.00226366,0.0006163492,0.0003669364,0.0006953448,0.0005811806,0.00008746946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005788113,"about_ca_system_score_gemma":0.01229299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9224541,"about_ca_topic_score_gemma":0.9511373,"domain_scores_codex":[0.9994851,0.00007273335,0.00004613466,0.00007944852,0.0001189634,0.0001976078],"domain_scores_gemma":[0.998324,0.0002310617,0.0005818323,0.00008884561,0.0004158437,0.0003584219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002353125,0.000004792422,0.9984158,0.00001540542,0.00003979028,0.00003680915,0.0001284062,0.00002803042,0.00004612021,0.00002612817,0.00006224072,0.001172797],"study_design_scores_gemma":[0.000001241098,0.000008727929,0.9988045,0.00003955872,0.00006621542,0.00005770479,0.0005959101,0.0001731569,0.00002119592,0.00001318532,0.0002153403,0.000003133825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958441,0.002229451,0.0001228975,0.000342506,0.00000603107,0.00001649511,0.0006496647,0.000004207166,0.0007845815],"genre_scores_gemma":[0.9982622,0.001107118,0.0001167917,0.00006113472,0.000007013005,0.000005349657,0.0002289634,0.000001904797,0.0002096067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07754588,"threshold_uncertainty_score":0.1560051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575083141798908,"score_gpt":0.3070034203336325,"score_spread":0.2912525889156434,"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."}}