{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006792641,0.00008290883,0.0003618015,0.00003641287,0.00003959398,0.00000427024,0.000116611,0.00009944219,0.0002494563],"category_scores_gemma":[0.00883306,0.00005959698,0.00006226656,0.000160389,0.0000622398,0.00004031743,0.00005590111,0.000407802,8.355892e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301775,"about_ca_system_score_gemma":0.01506217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9855063,"about_ca_topic_score_gemma":0.9993762,"domain_scores_codex":[0.9985165,0.0002578449,0.0005506557,0.000100362,0.0004078368,0.0001668291],"domain_scores_gemma":[0.9980679,0.0004676868,0.0005622375,0.00008167641,0.000418054,0.0004024289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002455129,0.00007948717,0.9579585,0.00009542721,0.00008569594,0.00002306834,0.00007260377,0.00001391422,0.004547542,0.000007731604,0.03675529,0.0001151914],"study_design_scores_gemma":[0.001691607,0.0001223702,0.9952469,0.0001461421,0.00008792381,0.0000243071,0.00004751836,0.00003743131,0.0005672176,0.00002488471,0.001953357,0.00005033439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811524,0.0001321915,0.000003034687,0.01791138,0.0005440861,0.0001311172,0.00006016067,0.000001645495,0.00006398035],"genre_scores_gemma":[0.998322,0.00003603768,0.000006093182,0.001472126,0.0001078255,9.941645e-7,0.00001421789,0.000004195057,0.00003658406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03728838,"threshold_uncertainty_score":0.999516,"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."}}