{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00926102,0.0009478204,0.0003739079,0.005254005,0.001182561,0.002216007,0.001020263,0.0004743241,0.01262405],"category_scores_gemma":[0.01580609,0.0007576376,0.000679395,0.003754208,0.0003124085,0.001076075,0.002416521,0.0006258567,0.006514878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002668139,"about_ca_system_score_gemma":0.009962276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02274222,"about_ca_topic_score_gemma":0.01935848,"domain_scores_codex":[0.9966485,0.0006675657,0.0005575407,0.0007412556,0.000974607,0.0004104567],"domain_scores_gemma":[0.9798933,0.002578153,0.003318912,0.002604768,0.009220167,0.002384786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001488118,0.0006302244,0.2946714,0.001197113,0.000140103,0.0006282486,0.003688212,0.006863867,0.01315602,0.002105438,0.2124258,0.4630054],"study_design_scores_gemma":[0.0003001981,0.001109389,0.3965974,0.0007345261,0.0001084329,0.0003738713,0.00389851,0.01668479,0.01283912,0.0009613001,0.5661644,0.000228065],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5590516,0.00146692,0.05960497,0.00362903,0.001075003,0.01465567,0.2399901,0.01861691,0.1019098],"genre_scores_gemma":[0.4671374,0.001492955,0.2224087,0.001487391,0.0005535125,0.0159655,0.2604859,0.001824854,0.02864387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02274222,"threshold_uncertainty_score":0.04897755,"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."}}