{"id":"W2117532887","doi":"10.1093/jac/dkt027","title":"Molecular epidemiology of extended-spectrum  -lactamase-, AmpC  -lactamase- and carbapenemase-producing Escherichia coli and Klebsiella pneumoniae isolated from Canadian hospitals over a 5 year period: CANWARD 2007-11","year":2013,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shared Health; Health Sciences Centre; University of Manitoba; Calgary Laboratory Services; University of Calgary; St. Boniface Hospital; Public Health Agency of Canada","funders":"","keywords":"Klebsiella pneumoniae; Microbiology; Escherichia coli; Enterobacteriaceae; Klebsiella; Biology; Antibiotics; Beta-lactamase; Molecular epidemiology; Antibiotic resistance; Genotype; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0004574613,0.0006434851,0.0004329516,0.003002772,0.001619779,0.001229489,0.001276264,0.000661706,0.001448536],"category_scores_gemma":[0.001407245,0.00045825,0.0004833287,0.004526601,0.0007757753,0.0003571098,0.0006308366,0.0004881665,0.0001524689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02067104,"about_ca_system_score_gemma":0.02066874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9808679,"about_ca_topic_score_gemma":0.9881743,"domain_scores_codex":[0.9986559,0.0000375943,0.00006882413,0.0002022109,0.0006707974,0.000364612],"domain_scores_gemma":[0.9974337,0.00008519159,0.0005257005,0.0000396872,0.001327411,0.0005883048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007558576,0.00002404057,0.99527,0.00006481713,0.00005184782,0.0001264956,0.0002881277,0.0001043899,0.001010262,0.00003708734,0.0006568802,0.002290654],"study_design_scores_gemma":[0.000003294894,0.0000417301,0.9980868,0.00002032144,0.00001812254,0.000154719,0.0007471653,0.00009337741,0.0001590595,0.000003954453,0.0006639746,0.000007453664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923969,0.001168026,0.0001147359,0.0001384379,0.00001446544,0.00007290204,0.004372834,0.00001496815,0.001706728],"genre_scores_gemma":[0.9937464,0.001142507,0.0003306241,0.0001183521,0.00001196927,0.0000220462,0.003711296,0.000004233278,0.0009126144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067104,"threshold_uncertainty_score":0.1499796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004762583644378718,"score_gpt":0.2224214341676421,"score_spread":0.2176588505232634,"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."}}