{"id":"W7083581148","doi":"10.1017/ash.2025.381","title":"Creation and Distribution of 2021–2023 New York City Regional Antibiograms","year":2025,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Thermoelastic and Magnetoelastic Phenomena","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiogram; Antimicrobial stewardship; Population; Health care; Public health; Antibiotic resistance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006035488,0.0002285642,0.0006460124,0.0001101761,0.0001023848,0.000006887066,0.0001463495,0.000301318,0.00004636623],"category_scores_gemma":[0.0004120702,0.0002311559,0.00009871428,0.0003618632,0.0002225826,0.00005607482,0.00005885886,0.0002820063,0.00001050866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084807,"about_ca_system_score_gemma":0.0001508323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063741,"about_ca_topic_score_gemma":0.0003315639,"domain_scores_codex":[0.9981617,0.0002397227,0.0007072578,0.0003416864,0.00006372489,0.0004858616],"domain_scores_gemma":[0.9985647,0.0008181098,0.0001339688,0.0002394658,0.00007331932,0.0001703912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007704499,0.0002602148,0.2324886,0.00289379,0.0006102101,0.00001022223,0.0008302309,0.004140046,0.01350096,0.1775085,0.3215335,0.2454533],"study_design_scores_gemma":[0.002959347,0.000900135,0.8375801,0.001478808,0.0002991885,0.00006977002,0.0002850893,0.005586728,0.002170612,0.04443822,0.1030698,0.00116222],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8008863,0.008279681,0.1750359,0.01086011,0.00217268,0.0006706121,0.0003496897,0.0002706349,0.001474469],"genre_scores_gemma":[0.9964447,0.001083547,0.001029167,0.0006053543,0.0002181271,0.000005138651,0.0003361643,0.00001605037,0.0002617774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6050915,"threshold_uncertainty_score":0.9426264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839022123702315,"score_gpt":0.2901982396579492,"score_spread":0.251808018420926,"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."}}