{"id":"W4406364995","doi":"10.1002/9781683670438.cmph0072","title":"Extended‐Spectrum Beta‐Lactamase Testing for <i>Enterobacterales</i>","year":2023,"lang":"en","type":"other","venue":"ClinMicroNow","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sulbactam; Tazobactam; Beta-lactamase; Cephalosporin; Broth microdilution; Microbiology; Chemistry; Biology; Antibiotics; Antibiotic resistance; Minimum inhibitory concentration; Escherichia coli; Imipenem; Biochemistry; Gene","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":[0.0001557803,0.0004257948,0.0004047728,0.00009300449,0.00006824377,0.000061124,0.0004054611,0.0005689512,0.0001258911],"category_scores_gemma":[0.0001465254,0.0004381672,0.0002415579,0.00008771085,0.0001392358,0.000002457239,0.0001617883,0.0001539297,0.0002068145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003435358,"about_ca_system_score_gemma":0.0001076478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003216129,"about_ca_topic_score_gemma":0.0004671855,"domain_scores_codex":[0.998175,0.00003538893,0.0003611395,0.0008119908,0.00008993294,0.0005265984],"domain_scores_gemma":[0.998702,0.00004959253,0.0003404167,0.0007604433,0.00004278076,0.0001047617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008719003,0.00008028359,0.005245883,0.0002501681,0.0002809192,0.00001259219,0.000005135108,6.504578e-7,0.09083851,0.00004686771,0.9004072,0.002744593],"study_design_scores_gemma":[0.0006402415,0.0002516341,0.002128794,0.0003485054,0.00009040287,0.00001098103,0.00001039253,0.000003540745,0.01451585,0.00004910373,0.9814069,0.0005437008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1323118,0.01724928,0.0171183,0.00255999,0.02153396,0.01195497,0.01096449,0.005258178,0.781049],"genre_scores_gemma":[0.01061489,0.0006244334,0.009546413,0.0004560047,0.003874977,0.00008635044,0.001385685,0.003085828,0.9703254],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1892764,"threshold_uncertainty_score":0.999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800429809811783,"score_gpt":0.2755066059332663,"score_spread":0.2575023078351485,"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."}}