{"id":"W2143814026","doi":"10.1093/jac/dks026","title":"Molecular epidemiology of extended-spectrum- -lactamase-producing Klebsiella pneumoniae over a 10 year period in Calgary, Canada","year":2012,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"Calgary Laboratory Services; University of Calgary","keywords":"Klebsiella pneumoniae; Molecular epidemiology; Microbiology; Epidemiology; Klebsiella; Broad spectrum; Bacterial protein; Enterobacteriaceae; Biology; Medicine; Bacteria; Genetics; Genotype; Escherichia coli; Gene; Chemistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005308287,0.0004560235,0.0004157923,0.002152917,0.00140998,0.001387782,0.001417421,0.000683905,0.0009356675],"category_scores_gemma":[0.001414229,0.0004256757,0.000361294,0.003441111,0.0008895955,0.0004476234,0.0008082422,0.0006488124,0.0001373054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02268703,"about_ca_system_score_gemma":0.01901319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97488,"about_ca_topic_score_gemma":0.9775122,"domain_scores_codex":[0.9989821,0.00005712093,0.00008096948,0.0002155623,0.0003675254,0.0002966215],"domain_scores_gemma":[0.9978368,0.00009352403,0.0004979657,0.00003630041,0.0009867039,0.000548807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004182221,0.00002230054,0.9956586,0.00003683423,0.00003988847,0.0002952442,0.0002964029,0.0001596586,0.0007333831,0.00002424407,0.0001799169,0.002511787],"study_design_scores_gemma":[0.000003117436,0.00002727401,0.9988158,0.00001894318,0.000009186014,0.0001499504,0.0005257005,0.0001340017,0.00005465265,0.000002926904,0.0002540648,0.000004428472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970035,0.001126052,0.0001254221,0.0001271784,0.000008490812,0.00003604307,0.001066896,0.00001089786,0.0004955812],"genre_scores_gemma":[0.9975441,0.0008589928,0.0002021937,0.00009580861,0.000006152601,0.00001209376,0.0008147018,0.000003280927,0.0004627504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02511996,"threshold_uncertainty_score":0.1646067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007909101896743237,"score_gpt":0.2496577017846637,"score_spread":0.2417485998879205,"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."}}