Integration of an electronic hand hygiene auditing system with electronic health records using machine learning to predict hospital-acquired infection in a health care setting.

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第一作者： André Luís Franco,Cotia

第一单位： Hospital Israelita Albert Einstein, São Paulo, Brazil. Electronic address: andre.cotia@einstein.br.

作者： André Luís Franco,Cotia ^[1] ; Anderson Paulo,Scorsato ^[2] ; Elivane,da Silva Victor ^[2] ; Marcelo,Prado ^[3] ; Guilherme,Gagliardi ^[3] ; José Edgar Vieira,de Barros ^[2] ; José R,Generoso ^[4] ; Fernando Gatti,de Menezes ^[2] ; Mariana Kim,Hsieh ^[5] ; Gabriel O V,Lopes ^[2] ; Michael B,Edmond ^[6] ; Eli N,Perencevich ^[7] ; Michihiko,Goto ^[7] ; Sérgio B,Wey ^[2] ; Alexandre R,Marra ^[8]

作者单位： Hospital Israelita Albert Einstein, São Paulo, Brazil. Electronic address: andre.cotia@einstein.br. ^[1] Hospital Israelita Albert Einstein, São Paulo, Brazil. ^[2] Universidade de São Paulo, São Carlos, Brazil. ^[3] Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA. ^[4] Program of Hospital Epidemiology, University of Iowa Health Care, Iowa City, IA, USA. ^[5] Department of Medicine, West Virginia University School of Medicine, Morgantown, WV, USA. ^[6] Department of Internal Medicine, University of Iowa Carver College of Medicine, Iowa City, IA, USA; Center for Access & Delivery Research & Evaluation (CADRE), Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA. ^[7] Hospital Israelita Albert Einstein, São Paulo, Brazil; Department of Internal Medicine, University of Iowa Carver College of Medicine, Iowa City, IA, USA; Center for Access & Delivery Research & Evaluation (CADRE), Iowa City Veterans Affairs Health Care System, Iowa City, IA, USA. ^[8]

关键词 Hand hygiene Health care-associated infection Infection prediction Predictive models Supervising learning