{"id":"W3015733175","doi":"10.14745/ccdr.v46i04a05","title":"Risk factors for drug-resistant tuberculosis at a referral centre in Toronto, Ontario, Canada: 2010–2016","year":2020,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; West Park Healthcare Centre","funders":"Kurozumi Medical Foundation","keywords":"Medicine; Tuberculosis; Regimen; Retrospective cohort study; Logistic regression; Extensively drug-resistant tuberculosis; Public health; Pediatrics; Drug resistance; Demography; Internal medicine; Mycobacterium tuberculosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003870606,0.0004734667,0.000400748,0.0008444951,0.003136487,0.001146681,0.001547795,0.0005387857,0.004139036],"category_scores_gemma":[0.001587632,0.0005008476,0.0006447763,0.002890022,0.00071879,0.0005468193,0.001126066,0.001131057,0.0004023394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03880512,"about_ca_system_score_gemma":0.04526028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9922955,"about_ca_topic_score_gemma":0.9965574,"domain_scores_codex":[0.9990792,0.00004206013,0.0000833982,0.0001364409,0.0002873211,0.0003716449],"domain_scores_gemma":[0.9969882,0.00006237492,0.0007540633,0.00005922289,0.001054391,0.001081606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005933494,0.00002399414,0.991903,0.0001206637,0.00004516079,0.0002838741,0.0009201956,0.00006069015,0.0001570257,0.00005475233,0.004237967,0.002133279],"study_design_scores_gemma":[0.00000769547,0.00001951048,0.9959027,0.0001131187,0.00003423095,0.000188554,0.001899548,0.0001240471,0.00003365384,0.00001224354,0.001653342,0.0000113793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715087,0.003795316,0.0002175602,0.002204349,0.0001175441,0.0001605151,0.01695155,0.00003458481,0.005009805],"genre_scores_gemma":[0.9927803,0.001482696,0.0001643859,0.0003657225,0.00003981501,0.00003403665,0.003311319,0.000009265184,0.001812682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03880512,"threshold_uncertainty_score":0.2815522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315657690157726,"score_gpt":0.2827087655039848,"score_spread":0.2511429964882123,"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."}}