{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006722229,0.0002104465,0.000525011,0.00008660615,0.00002653802,0.000006534351,0.000283408,0.000183306,0.000113105],"category_scores_gemma":[0.0001761211,0.0001929705,0.0001804074,0.0001168899,0.0001119863,0.00001310222,0.00004202682,0.0002133645,0.000001336804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009589604,"about_ca_system_score_gemma":0.0004461627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003982674,"about_ca_topic_score_gemma":0.004845922,"domain_scores_codex":[0.9982975,0.0001555927,0.000732216,0.0002226836,0.0001428827,0.0004490951],"domain_scores_gemma":[0.9988405,0.00003121014,0.0005935406,0.0003261395,0.00009071341,0.0001179646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004102321,0.0001258307,0.1926857,0.00003309619,0.00008651501,0.00002099336,0.00007739897,0.00004150164,0.8022078,0.00002871006,0.004090253,0.000192003],"study_design_scores_gemma":[0.001513624,0.0002416881,0.229279,0.0001149418,0.00002244258,0.0002406677,0.00006240351,0.000007772557,0.7579042,0.00002347889,0.01029718,0.0002926305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973727,0.0008759662,0.0003246276,0.0007757756,0.0003317042,0.0001014533,0.00000938299,0.000002211417,0.0002061407],"genre_scores_gemma":[0.9966382,0.000413224,0.001741306,0.0007024677,0.0003059953,3.568937e-7,0.000008896578,0.00003937222,0.0001501757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04430361,"threshold_uncertainty_score":0.7869108,"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."}}