{"id":"W3011268009","doi":"10.3138/jammi.2019-0019","title":"Underutilization of nontuberculous mycobacterial drug susceptibility testing in Ontario, Canada, 2010–2015","year":2020,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; West Park Healthcare Centre; University of Manitoba; Public Health Agency of Canada; University of British Columbia; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Amikacin; Mycobacterium abscessus; Nontuberculous mycobacteria; Medicine; Moxifloxacin; Clarithromycin; Internal medicine; Cefoxitin; Population; Drug resistance; Rifabutin; Microbiology; Antibiotics; Mycobacterium; Pathology; Tuberculosis; Biology; Staphylococcus aureus; Environmental health","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":[0.00166448,0.0005243169,0.0005743454,0.002223226,0.003080558,0.001888121,0.002313858,0.0005908678,0.001798656],"category_scores_gemma":[0.006937561,0.0007427647,0.0007000723,0.006088682,0.001721274,0.0007466655,0.001459081,0.0009144337,0.000174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08532519,"about_ca_system_score_gemma":0.1235246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969748,"about_ca_topic_score_gemma":0.99768,"domain_scores_codex":[0.9954052,0.0002291248,0.0004445318,0.0005426614,0.002283028,0.001095416],"domain_scores_gemma":[0.9836628,0.0006205157,0.004923698,0.0003640014,0.007434553,0.002994351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001077769,0.00002447994,0.986587,0.0002512796,0.00007666191,0.0002452561,0.001309328,0.0002538184,0.0005346122,0.0001890085,0.003120329,0.007300367],"study_design_scores_gemma":[0.000006607467,0.000033313,0.9946641,0.0001078173,0.00003974224,0.0001622305,0.001119989,0.000342995,0.0001552971,0.00001925583,0.003335586,0.00001301963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609957,0.007414527,0.0007844146,0.00320859,0.0001101878,0.0001845054,0.01911219,0.0001100134,0.008079893],"genre_scores_gemma":[0.9924368,0.002366016,0.0005119292,0.0005902314,0.00003187426,0.00003504062,0.002740213,0.00001871207,0.001269152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08532519,"threshold_uncertainty_score":0.6190805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104395575912171,"score_gpt":0.2302390746346992,"score_spread":0.2191951188755775,"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."}}