{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004474061,0.0003466616,0.0009097646,0.00003354845,0.0003056224,0.00001455623,0.0004102922,0.00009510128,0.001479157],"category_scores_gemma":[0.003149922,0.0002988594,0.0002214059,0.0001427963,0.00008377351,0.00009896322,0.0003348028,0.0005268778,0.000001810916],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0145071,"about_ca_system_score_gemma":0.02228432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999799,"about_ca_topic_score_gemma":0.9999985,"domain_scores_codex":[0.9965472,0.0003112394,0.000892321,0.0005897859,0.0006441699,0.001015273],"domain_scores_gemma":[0.9950536,0.0006198556,0.0002483014,0.001442841,0.0002175088,0.002417907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009900611,0.00006779539,0.5237572,0.0001058249,0.0002077973,0.001723708,0.0001338808,0.00004559987,0.00004773457,0.00001497541,0.4728149,0.00009044724],"study_design_scores_gemma":[0.001036779,0.00004953642,0.6251276,0.00008338689,0.0001759064,0.00002065384,0.0008945094,0.0005068252,0.00004789949,0.000008927084,0.371778,0.0002700168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617291,0.004207808,0.000001893535,0.02770998,0.0002294458,0.001028447,0.0008082085,0.00003812908,0.004247005],"genre_scores_gemma":[0.9877359,0.0004957377,0.0001082492,0.003387316,0.00007306824,0.0001004021,0.00151838,0.00005119728,0.006529728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013704,"threshold_uncertainty_score":0.9999464,"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."}}