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Identifying predictors of antimicrobial exposure in hospitalized patients using a machine learning approach
Authors:AS Chowdhury  ET Lofgren  RW Moehring  SL Broschat
Institution:1. School of Electrical Engineering and Computer Science, Washington State University, Pullman, WA, USA;2. Paul G. Allen School for Global Animal Health, Washington State University, Pullman, WA, USA;3. Department of Medicine, Duke University School of Medicine, Durham, NC, USA;4. School of Electrical Engineering and Computer Science, Washington State University, Pullman, WA, USA

Paul G. Allen School for Global Animal Health, Washington State University, Pullman, WA, USA

Department of Veterinary Microbiology and Pathology, Washington State University, Pullman, WA, USA

Abstract:
Keywords:antimicrobial resistance  antimicrobial stewardship  antimicrobial utilization  cubist regression  data imputation  machine learning  patient features  standardized antimicrobial administration ratio  support vector regression
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