{"id":"W2789491671","doi":"10.14745/ccdr.v43i11a05","title":"Tuberculosis drug resistance in Canada: 2006—2016","year":2017,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Tuberculosis; Drug resistance; Medicine; Drug; Extensively drug-resistant tuberculosis; Virology; Mycobacterium tuberculosis; Pharmacology; Microbiology; Biology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007805179,0.0002319388,0.0006877107,0.00006779673,0.0005461295,0.00003526282,0.0008180747,0.00005058693,0.0002058979],"category_scores_gemma":[0.004141192,0.0002120425,0.0001009333,0.0001085442,0.0001802753,0.0001286437,0.000388774,0.000561051,0.000005055941],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003280817,"about_ca_system_score_gemma":0.04013715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9998466,"about_ca_topic_score_gemma":0.9999908,"domain_scores_codex":[0.9971387,0.0002256171,0.0006902044,0.0004309251,0.0006757939,0.0008387027],"domain_scores_gemma":[0.9934897,0.0002812158,0.0002792236,0.00443249,0.0002102857,0.001307109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001818251,0.00004594585,0.5707427,0.00009713009,0.00007430553,0.01475237,0.000006296958,0.00001046003,0.00001461093,0.00008422107,0.4136547,0.0003354492],"study_design_scores_gemma":[0.0005078951,0.000003724726,0.6642321,0.0002372211,0.00004143148,0.00007158809,0.00006048543,0.0001228989,0.00002456075,0.00009765393,0.3344251,0.000175306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8073304,0.011892,0.000001762401,0.1066663,0.0003331585,0.0006001058,0.0001667876,0.00002970835,0.07297982],"genre_scores_gemma":[0.983193,0.001156241,0.0001383149,0.002821722,0.00006270997,0.00008811066,0.0001541286,0.00003224933,0.01235355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1758626,"threshold_uncertainty_score":0.9653044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223028389854945,"score_gpt":0.2964222112993595,"score_spread":0.274119372313865,"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."}}