1.Lawes, T, Lopez-Lozano, JM,Nebot, CA, et al. Effect of a national 4C antibiotic stewardship intervention on the clinical and molecular epidemiology of Clostridium difficile infections in a region of Scotland: a non-linear time-series analysis. Lancet Infect Dis 2017;17:194–206.
2.Barlam, TF, Cosgrove, SE, Abbo, LM, et al. Implementing an antibiotic stewardship program: guidelines by the Infectious Diseases Society of America and the Society for Healthcare Epidemiology of America. Clin Infect Dis 2016;62:e51–e77.
3.Akpan, MR, Ahmad, R, Shebl, NA, Ashiru-Oredope, D. A review of quality measures for assessing the impact of antimicrobial stewardship programs in hospitals. Antibiotics 2016;5(1):5. doi: 10.3390/antibiotics5010005.
10.Sanchez, GV, Fleming-Dutra, KE, Roberts, RM, Hicks, LA. Core elements of outpatient antibiotic stewardship. MMWR Recomm Rep 2016;65(No. RR-6):1–12.
23.Forrest, GN, Van Schooneveld, TC, Kullar, R, et al. Use of electronic health records and clinical decision support systems for antimicrobial stewardship. Clin Infect Dis 2014; 59(Suppl 3):S122–S133.
27.Wiens, J, Shenoy, ES. Machine learning for healthcare: on the verge of a major shift in healthcare epidemiology. Clin Infect Dis 2018;66:149–153.
28.Kullar, R, Goff, DA, Schulz, LT, Fox, BC, Rose, WE. The “epic” challenge of optimizing antimicrobial stewardship: the role of electronic medical records and technology. Clin Infect Dis 2013;57:1005–13.
29.AUR vendors. Society of Infectious Diseases Pharmacists website. https://sidp.org/aurvendors. Published 2018. Accessed January 31, 2019.
30.Schulz, L, Osterby, K, Fox, B. The use of best practice alerts with the development of an antimicrobial stewardship navigator to promote antibiotic de-escalation in the electronic medical record. Infect Control Hosp Epidemiol 2013;34:1259–1256.
31.Ghamrawi, RJ, Kantorovich, A, Bauer, SR, et al. Evaluation of antimicrobial stewardship-related alerts using a clinical decision support system. Hosp Pharm 2017;52:679–684.
32.Bond, SE, Chubaty, AJ, Adhikari, S, et al. Outcomes of multisite antimicrobial stewardship programme implementation with a shared clinical decision support system. J Antimicrob Chemother 2017;72:2110–2118.
33.Olson, J, Hollenbeak, C, Donaldson, K, Abendroth, T, Castellani, W. Default settings of computerized physician order entry system order sets drive ordering habits. J Pathol Inform 2015;6:16. eCollection 2015. doi: 10.4103/2153-3539.153916.
34.White, DR, Hamilton, KW, Pegues, DA, Hanish, A, Umscheid, CA. The impact of a computerized clinical decision support tool on inappropriate Clostridium difficile testing. Infect Control Hosp Epidemiol 2017;38:1204–1208.
35.Nikolic, D, Richter, SS, Asamoto, K, Wyllie, R, Tuttle, R, Procop, GW. Implementation of a clinical decision support tool for stool cultures and parasitological studies in hospitalized patients. J Clin Microbiol 2017;55:3350–3354.
36.Munigala, S, Jackups, RR Jr, Poirier, RF, et al. Impact of order set design on urine culturing practices at an academic medical centre emergency department. BMJ Qual Saf 2018;27:587–592.
37.Bai, AD, Showler, A, Burry, L, et al. Impact of infectious disease consultation on quality of care, mortality, and length of stay in Staphylococcus aureus bacteremia: results from a large multicenter cohort study. Clin Infect Dis 2015; 60:1451–1461.
38.Vogel, M, Schmitz, RPH, Hagel, S, et al. Infectious disease consultation for Staphylococcus aureus bacteremia—a systematic review and meta-analysis. J Infect 2016;72:19–28.
39.Foolad, F, Nagel, JL, Eschenauer, G, Patel, TS, Nguyen, CT. Disease-based antimicrobial stewardship: a review of active and passive approaches to patient management. J Antimicrob Chemother 2017;72:3232–3244.
40.Analysis and presentation of cumulative antimicrobial susceptibility test data; approved guideline, fourth edition. In CLSI document M39-A4; 2014, Clinical and Laboratory Standards Institute.
41.Hermsen, ED, VanSchooneveld, TC, Sayles, H, Rupp, ME. Implementation of a clinical decision support system for antimicrobial stewardship. Infect Control Hosp Epidemiol 2012; 33:412–415.
42.Weiner, JP, Kfuri, T, Chan, K, Fowles, JB. “e-Iatrogenesis”: the most critical unintended consequence of CPOE and other HIT. J Am Med Inform Assoc 2007;14:387–388.
43.Ancker, JS, Edwards, A, Nosal, S, Hauser, D, Mauer, E, Kaushal, R, with the HITEC Investigators. Effects of workload, work complexity, and repeated alerts on alert fatigue in a clinical decision support system. BMC Med Inform Decis Mak 2017;17:36.
44.Babbott, S, Manwell, LB, Brown, R, et al. Electronic medical records and physician stress in primary care: results from the MEMO Study. J Am Med Inform Assoc 2014;21:e100–e106.