{"id":"W4214530781","doi":"10.1093/jacamr/dlac027","title":"Presence of the narrow-spectrum OXA-1 β-lactamase enzyme is associated with elevated piperacillin/tazobactam MIC values among ESBL-producing <i>Escherichia coli</i> clinical isolates (CANWARD, 2007–18)","year":2022,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada; University of Manitoba; Manitoba Health","funders":"University of Manitoba; Sunovion","keywords":"Piperacillin/tazobactam; Piperacillin; Microbiology; Escherichia coli; Tazobactam; Beta-lactamase; Beta-Lactamase Inhibitors; Antibiotics; Chemistry; Biology; Bacteria; Antibiotic resistance; Imipenem; Gene; Genetics; Pseudomonas aeruginosa","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001197926,0.0005486138,0.0007695854,0.00006629316,0.0007015034,0.00009897237,0.00132423,0.0003108964,0.0002560712],"category_scores_gemma":[0.0009882252,0.0004668699,0.0004093494,0.000749771,0.0009348163,0.00003430189,0.000494968,0.0007697259,0.000006478898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638491,"about_ca_system_score_gemma":0.0006091167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001624538,"about_ca_topic_score_gemma":0.0007653708,"domain_scores_codex":[0.9952999,0.0007302759,0.001175235,0.001348961,0.0005846614,0.0008609536],"domain_scores_gemma":[0.9964724,0.0001868153,0.00121884,0.001632269,0.0003293266,0.0001603029],"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":[0.001684027,0.0003744029,0.1110014,0.00008260357,0.0003025891,0.00001737375,0.0002138563,0.0003584319,0.820096,0.00002097167,0.06583665,0.00001170074],"study_design_scores_gemma":[0.001939375,0.0004693581,0.1620868,0.0003708951,0.0002127754,0.00001541345,0.0002046758,0.0001380949,0.8204097,0.00006869654,0.01313735,0.0009468311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956877,0.0008476459,0.00009454577,0.000775598,0.0008656721,0.0008335115,0.0004658128,0.00005591314,0.000373617],"genre_scores_gemma":[0.9889293,0.0002147992,0.0007918872,0.001142714,0.000255655,0.00002787395,0.0001456934,0.0001158468,0.008376211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0526993,"threshold_uncertainty_score":0.9997783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166646626028341,"score_gpt":0.2460613132669497,"score_spread":0.2343948470066663,"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."}}