{"id":"W4404657342","doi":"10.1016/j.cmi.2024.11.031","title":"Establishing piperacillin–tazobactam susceptibility in ceftriaxone non-susceptible Enterobacterales: comparing disk diffusion, Etest, and VITEK 2 automated minimal inhibitory concentration measurements vs. broth microdilution","year":2024,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Emory University Department of Medicine; Fonds de Recherche du Québec - Santé; McGill University","keywords":"Etest; Broth microdilution; Piperacillin/tazobactam; Piperacillin; Ceftriaxone; Tazobactam; Microbiology; Medicine; Minimum inhibitory concentration; Antibiotics; Biology; Bacteria; Antibiotic resistance; Imipenem; Pseudomonas aeruginosa","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":[0.01364314,0.0005228459,0.0008148728,0.0004416603,0.0001602806,0.0005930657,0.0005419019,0.0005342708,0.0006758606],"category_scores_gemma":[0.0230245,0.000292855,0.0005852219,0.0003375204,0.0004239779,0.0005093784,0.0003527796,0.0006275217,0.0001091413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139847,"about_ca_system_score_gemma":0.0007279027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499742,"about_ca_topic_score_gemma":0.007789668,"domain_scores_codex":[0.992541,0.005073884,0.0005480453,0.0007065557,0.0009372963,0.0001931896],"domain_scores_gemma":[0.9777724,0.01312537,0.003958937,0.0009393302,0.003446887,0.0007571636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.3422025,0.002032722,0.4977747,0.001337169,0.005054526,0.0001489102,0.001417109,0.002704793,0.01688069,0.0001393561,0.0008653376,0.1294423],"study_design_scores_gemma":[0.01431446,0.1310734,0.8288559,0.0002214844,0.002363863,0.0003714557,0.0004127805,0.008128862,0.01237653,0.0001330645,0.001642425,0.0001057409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979948,0.001169895,0.0003546799,0.00004661706,0.00001713502,0.0000690523,0.00007481987,0.000008572126,0.0002644204],"genre_scores_gemma":[0.9987937,0.0002028488,0.0006437902,0.00004503345,0.00001525961,0.00002984104,0.000111415,0.00000478741,0.0001532881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01364314,"threshold_uncertainty_score":0.07215261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444691254804985,"score_gpt":0.3026187173877313,"score_spread":0.2781718048396814,"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."}}