{"id":"W2152063185","doi":"10.1128/jcm.06025-11","title":"Molecular Epidemiology over an 11-Year Period (2000 to 2010) of Extended-Spectrum β-Lactamase-Producing Escherichia coli Causing Bacteremia in a Centralized Canadian Region","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Escherichia coli; Bacteremia; Microbiology; Molecular epidemiology; Enterobacteriaceae; Epidemiology; Enterobacteriaceae Infections; Biology; Medicine; Genetics; Antibiotics; Genotype; Gene; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002120858,0.000257274,0.001062011,0.0002076634,0.00003946582,0.000008350513,0.0004150037,0.0006753515,0.0001354849],"category_scores_gemma":[0.001964005,0.0002315479,0.0003057171,0.0001643396,0.0003230805,0.0000161191,0.00008956386,0.0004636995,0.000004612348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109535,"about_ca_system_score_gemma":0.000992128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004391919,"about_ca_topic_score_gemma":0.01423486,"domain_scores_codex":[0.9955812,0.001142325,0.002015927,0.000540437,0.00004653806,0.0006736285],"domain_scores_gemma":[0.9976078,0.00009861416,0.00105472,0.0005812232,0.0001908674,0.0004667902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001458911,0.0001883986,0.4122445,0.00001728647,0.00009712397,0.0001538912,0.0001494372,0.00001532642,0.5845953,0.0001326489,0.0007186253,0.0002285585],"study_design_scores_gemma":[0.002032841,0.001938599,0.9424163,0.0001566978,0.00006650647,0.0004664506,0.0001224926,0.000006680264,0.04178469,0.0002227182,0.01039791,0.0003881245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973356,0.0002569301,0.0004794563,0.0006500892,0.0009293274,0.0002075787,0.00002178261,0.000003640185,0.0001155984],"genre_scores_gemma":[0.9893212,0.0001767209,0.009033144,0.001069127,0.0002806434,0.000001084294,0.00002685911,0.00003564693,0.00005563123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5428106,"threshold_uncertainty_score":0.9442248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0509875220570427,"score_gpt":0.3318383105193189,"score_spread":0.2808507884622762,"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."}}