Sax, H, Allegranzi, B, Chraiti, MN, et al. The World Health Organization hand hygiene observation method. Am J Infect Control 2009;37:827–834.
Ward, MA, Schweizer, ML, Polgreen, PM, et al. Automated and electronically assisted hand hygiene monitoring systems: a systematic review. Am J Infect Control 2014;42:472–478.
Sax, H, Boyce, JM. Monitoring hand hygiene performance. In: Pittet, D, Allegranzi, B, Boyce, JM (editors). Hand Hygiene: A Handbook for Medical Professionals. Chichester, UK: John Wiley & Sons; 2017:162–171.
Yin, J, Schacht Reisinger, H, Vander Weg, M, et al. Establishing evidence-based criteria for directly observed hand hygiene compliance monitoring programs: a prospective, multicenter cohort study. Infect Control Hosp Epidemiol 2014;35:1163–1168.
Srigley, JA, Furness, CD, Baker, GR, Gardam, M. Quantification of the Hawthorne effect in hand hygiene compliance monitoring using an electronic monitoring system: a retrospective cohort study. BMJ Qual Saf 2014;23:974–980.
Boyce, JM. Electronic monitoring in combination with direct observation as a means to significantly improve hand hygiene compliance. Infect Control Hosp Epidemiol 2017;45:528–535.
Masroor, N, Doll, M, Stevens, M, Bearman, G. Approaches to hand hygiene monitoring: from low to high technology approaches. Int J Infect Dis 2017;65:101–104.
Conway, LJ, Riley, L, Saiman, L, et al. Implementation and impact of an automated group monitoring and feedback system to promote hand hygiene among health care personnel. Jt Comm J Qual Patient Saf 2014;40:408–417.
Pineles, LL, Morgan, DJ, Limper, HM, et al. Accuracy of a radiofrequency identification (RFID) badge system to monitor hand hygiene behavior during routine clinical activities. Am J Infect Control 2014;42:144–147.
Ellingson, K, Polgreen, PM, Schneider, A, et al. Healthcare personnel perceptions of hand hygiene monitoring technology. Infect Control Hosp Epidemiol 2011;32:1091–1096.
Boyce, JM, Cooper, T, Lunde, A, Yin, J, Arbogast, J. Impact of an electronic hand hygiene monitoring system trial on hand hygiene compliance in a surgical intensive care unit and general medical ward. Abstract no. 1008. Presented at IDWeek 2012. October 19, 2012, San Diego, CA.
Kwok, YL, Juergens, CP, McLaws, ML. Automated hand hygiene auditing with and without an intervention. Am J Infect Control 2016;44:1475–1480.
Edmonds-Wilson, S, Pelz, R, Moore, L. Electronic hand hygiene monitoring with a complementary improvement program significantly increases hand hygiene rates. Presented at the 2016 Annual Meeting of the Association for Professionals in Infection Control and Epidemiology, June 2016, in Charlotte, NC.
Limper, HM, Slawsky, L, Garcia-Houchins, S, et al. Assessment of an aggregate-level hand hygiene monitoring technology for measuring hand hygiene performance among healthcare personnel. Infect Control Hosp Epidemiol 2017;38:348–352.
Al-Tawfiq, JA, Abed, MS, Al-Yami, N, Birrer, RB. Promoting and sustaining a hospital-wide, multifaceted hand hygiene program resulted in significant reduction in health care-associated infections. Am J Infect Control 2013;41:482–486.
Luangasanatip, N, Hongsuwan, M, Limmathurotsakul, D, et al. Comparative efficacy of interventions to promote hand hygiene in hospital: systematic review and network meta-analysis. BMJ 2015;351:h3728.
Zimmerman, B, Reason, P, Gitterman, L, Christian, J, Gardem, M. Front-line ownership: generating a cure mindset for patient safety. Healthcare Pap 2013;13:6–23.
Landon, E, Pacholek, G, Runjo, D, et al. Sustained improvement in hand hygiene compliance using a decentralized, technology-based approach. Abstract no. 1324. Presented at IDWeek 2017, October 6, 2017, San Diego, CA.
Ellingson, K, Haas, JP, Aiello, AE, et al. Strategies to prevent healthcare-associated infections through hand hygiene. Infect Control Hosp Epidemiol 2014;35 Suppl 2:S155–S178.
Merguerian, PA, Grady, R, Waldhausen, J, et al. Optimizing value utilizing Toyota Kata methodology in a multidisciplinary clinic. J Pediatr Urol 2015;11:228–236.
Vernaz, N, Sax, H, Pittet, D, et al. Temporal effects of antibiotic use and hand rub consumption on the incidence of MRSA and Clostridium difficile
. J Antimicrob Chemother 2008;62:601–607.
Kaier, K, Hagist, C, Frank, U, Conrad, A, Meyer, E. Two time-series analyses of the impact of antibiotic consumption and alcohol-based hand disinfection on the incidences of nosocomial methicillin-resistant Staphylococcus aureus infection and Clostridium difficile infection. Infect Control Hosp Epidemiol 2009;30:346–353.
Wood, SN. Stable and efficient multiple smoothing parameter estimation for generalized additive models. J Am Stat Assoc 2004;99:673–686.
Zuur, AF, Ieno, EN, Walker, N, Saveliev, AA, Smith, GM. Mixed Effects Models and Extensions in Ecology with R. New York: Springer; 2009.
Shumway, RH, Stoffer, DS. Time Series Analysis and Its Applications with R Examples, 2nd edition. New York: Springer; 2006.
Pfaaf, B. Analysis of Integrated and Cointegrated Time Series with R, 2nd edition. New York: Springer; 2008.
R Core Team. A language and environment for statistical computing. R Project website. https://www.R-project.org/. Published 2017. Accessed October 18, 2018.
Venables, WN, Ripley, BD. Modern Applied Statistics with S, 4th edition. New York: Springer; 2002.
Pinheiro, J, Bates, D, DebRoy, S, Sarkar, D, R Core Team. nlme: linear and nonlinear mixed effects models. R package version 3.1-131. R Project website. https://CRAN.R-project.org/package=nlme. Published 2017. Accessed October 18, 2018. 32.
Trapletti, A, Hornik, K. tseries: Time series analysis and computational finance. R package version 0.10-45. R Project website. https://CRAN.R-project.org/package=tseries. Published 2018. Accessed October 18, 2018.
Swoboda, SM, Earsing, K, Strauss, K, Lane, S, Lipsky, BA. Electronic monitoring and voice prompts improve hand hygiene and decrease nosocomial infections in an intermediate care unit. Crit Care Med 2004;32:358–363.
Venkatesh, AK, Lankford, MG, Rooney, DM, et al. Use of electronic alerts to enhance hand hygiene compliance and decrease transmission of vancomycin-resistant Enterococcus in a hematology unit. Am J Infect Control 2008;36:199–205.
McCalla, S, Reilly, M, Thomas, R, McSpedon-Rai, D, McMahon, LA, Palumbo, M. An automated hand hygiene compliance system is associated with decreased rates of healthcare-associated infections. Am J Infect Control 2017;45:492–497.
Dubberke, ER, Carling, P, Carrico, R, et al. Strategies to prevent Clostridium difficile infections in acute care hospitals: 2014 update. Infect Control Hosp Epidemiol 2014;35:628–645.
Sitzlar, B, Deshpande, A, Fertelli, D, et al. An environmental disinfection odyssey: evaluation of sequential interventions to improve disinfection of Clostridium difficile isolation rooms. Infect Control Hosp Epidemiol 2013;34:459–465.
Edmisten, C, Hall, C, Kernizan, L, et al. Implementing an electronic hand hygiene monitoring system: lessons learned from community hospitals. Am J Infect Control 2017;45:860–865.