{"id":"W4382394161","doi":"10.1093/jacamr/dlad080","title":"Susceptibility profile and β-lactamase content of global <i>Pseudomonas aeruginosa</i> isolates resistant to ceftolozane/tazobactam and/or imipenem/relebactam—SMART 2016–21","year":2023,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Merck Sharp and Dohme","keywords":"Imipenem; Pseudomonas aeruginosa; Microbiology; Tazobactam; Broth microdilution; Biology; Antibiotic resistance; Antibiotics; Minimum inhibitory concentration; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005602463,0.0005506106,0.0007797671,0.00008448615,0.0002339899,0.0001205952,0.0004648939,0.0003611273,0.00004413876],"category_scores_gemma":[0.000709395,0.0004944523,0.0001764237,0.0005622685,0.0005993844,0.00003201892,0.0004938159,0.0001752678,0.00003794679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000914726,"about_ca_system_score_gemma":0.0002901867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000206344,"about_ca_topic_score_gemma":0.00253221,"domain_scores_codex":[0.9964138,0.0001955417,0.0009246693,0.001315763,0.0002827757,0.0008674748],"domain_scores_gemma":[0.9977958,0.0001147888,0.0003961055,0.001013681,0.0003183513,0.0003613411],"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":[0.006079286,0.0001209594,0.04131193,0.0004458789,0.0001000918,0.00003467204,0.00006991028,0.000002384992,0.9150106,0.0001678587,0.03631612,0.0003402955],"study_design_scores_gemma":[0.002880439,0.000842619,0.3957209,0.0007217921,0.0001293702,0.00005485769,0.0004383761,0.00001774225,0.5666561,0.00008055724,0.03125089,0.001206426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951555,0.0005811998,0.0001331528,0.001105093,0.0003213834,0.0009998113,0.001005178,0.00008302482,0.0006157232],"genre_scores_gemma":[0.9874771,0.001244653,0.005026058,0.0003884988,0.0001364762,0.00002470959,0.0001771136,0.00006310466,0.005462349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.354409,"threshold_uncertainty_score":0.9997507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476214476001443,"score_gpt":0.2545476955937693,"score_spread":0.2397855508337549,"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."}}