{"id":"W4295761984","doi":"10.1017/ice.2022.194","title":"SHEA statement on antibiotic stewardship in hospitals during public health emergencies","year":2022,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Cancer Institute","keywords":"Statement (logic); Antibiotic Stewardship; Stewardship (theology); Action (physics); Business; Content (measure theory); Public health; Medicine; Medical emergency; Antibiotics; Nursing; Political science; Microbiology; Antibiotic resistance","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":[0.002290283,0.0002285477,0.0007016337,0.000270072,0.0006515025,0.000008303551,0.0001134542,0.0001398368,0.0002888026],"category_scores_gemma":[0.0004495086,0.0002027025,0.0001144696,0.0002017471,0.0002178999,0.00009419289,0.0001047203,0.0005547761,0.00005903142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263531,"about_ca_system_score_gemma":0.00009670688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133368,"about_ca_topic_score_gemma":0.0002452084,"domain_scores_codex":[0.9962528,0.001630028,0.0007932498,0.0005183168,0.00004668631,0.0007589065],"domain_scores_gemma":[0.9988925,0.000435025,0.0003592955,0.0002135579,0.00003407587,0.00006556015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002027402,0.0006778844,0.9731429,0.0001082644,0.0002381577,0.00001491813,0.0007203804,0.0002853393,0.002305989,0.01415003,0.002997529,0.005155833],"study_design_scores_gemma":[0.002720732,0.002728433,0.975655,0.00003096918,0.00001094081,0.00003171442,0.0005262619,0.0000242062,0.00008624751,0.0006016312,0.01730757,0.0002763202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713916,0.007824087,0.0002292238,0.01771522,0.001820111,0.0005203362,0.0000562089,0.00008586708,0.0003573465],"genre_scores_gemma":[0.9960392,0.001533621,0.00001683049,0.001880575,0.00004666806,0.0000406023,0.00004408128,0.00001628569,0.0003820982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02464764,"threshold_uncertainty_score":0.8265967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340808623056028,"score_gpt":0.2825556739938132,"score_spread":0.2591475877632529,"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."}}