{"id":"W4224236181","doi":"10.1099/jmm.0.001487","title":"Activity of ceftolozane/tazobactam against Gram-negative isolates among different infections in Hong Kong: SMART 2017–2019","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Microbiology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Merck Sharp and Dohme","keywords":"Cefepime; Tazobactam; Meropenem; Piperacillin/tazobactam; Microbiology; Ceftazidime; Piperacillin; Medicine; Broth microdilution; Klebsiella pneumoniae; Pseudomonas aeruginosa; Biology; Antimicrobial; Antibiotics; Minimum inhibitory concentration; Antibiotic resistance; Imipenem; Escherichia coli; Bacteria","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":[],"consensus_categories":[],"category_scores_codex":[0.000605848,0.0001795537,0.0004954376,0.0001604623,0.00008274706,0.000008203847,0.0004690037,0.0002995444,0.0001849725],"category_scores_gemma":[0.0005918773,0.0001474801,0.0002071679,0.0001389689,0.0004169294,0.000008961594,0.0003496151,0.0007187345,0.000001605779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008035387,"about_ca_system_score_gemma":0.0002378125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008025982,"about_ca_topic_score_gemma":0.0002692455,"domain_scores_codex":[0.998177,0.0004995908,0.0006268453,0.0002364264,0.0001635121,0.0002966425],"domain_scores_gemma":[0.9987419,0.0001533912,0.000659623,0.0002141162,0.000101526,0.0001294836],"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":[0.0002484681,0.0004684964,0.1627708,0.00001782313,0.0001280124,0.00003467687,0.00005898097,0.00002830052,0.8332208,0.00001068476,0.002474707,0.0005383328],"study_design_scores_gemma":[0.00547147,0.003949806,0.5622815,0.0002684512,0.0000959629,0.001931722,0.0006998647,0.0001002589,0.4133355,0.000199256,0.01103613,0.0006301416],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976953,0.0003029389,0.0002722676,0.000616479,0.0008489121,0.0001292587,0.00004889057,0.000003348886,0.00008258424],"genre_scores_gemma":[0.9989272,0.0005993241,0.00007816555,0.0001222494,0.0001405654,0.000002166078,0.00003624763,0.00001484126,0.00007924431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4198853,"threshold_uncertainty_score":0.6014064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007246050057260715,"score_gpt":0.2511172038232583,"score_spread":0.2438711537659975,"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."}}