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272


Alyssa B. Christensen et al


Fig. 2. HO-CDI incidence rates before and after implementation of ASP clinical review of NAAT. HO-CDI incidence rate per 10,000 patient days observed and predicted mean fits displayed (Y-axis). Transformed coefficients from Poisson regression were used to generate incident rate predictions per 10,000 patient days. Time was modeled as increasing months from 1 to 52 with Intervention as a binary classifier. Note. Light grey shading: provider education disseminated. Dark grey shading: ASP driven preauthorization paired with education. ASP, antimicrobial stew- ardship; CDI, Clostridioides difficile infection; HO, hospital-onset.


Fig. 3. Facility-wide CDI SIR before and after implementation of ASP clinical review of NAAT. HO-CDI SIR observed and predicted mean fits displayed (Y-axis). Transformed model coeffi- cients from Gamma log-linked regression were used to generate CDI SIR predictions. Time was modeled as increasing months from 1–52 with intervention as a binary classifier. Note. Light grey shading: provider education dissemi- nated. Dark grey shading: ASP driven pre- authorization paired with education. ASP, antimi- crobial stewardship; CDI, Clostridioides difficile infection; SIR, standardized infection ratio.


Oral vancomycin before and after prospective ASP review, 2014−2018 Y = exp[−4.76 + 0.984 (Intervention) + 0.013 (Time) − 0.031 (Time X Intervention)]


mean consumption, before and after ASP predicted consumption, without ASP


Fig. 4. Facility-wide oral vancomycin before and after implementation of ASP clinical review of NAAT. Oral vancomycin consumption (AD) per 1,000 days present (DP) observed and predicted mean fits displayed (Y-axis). Transformed coeffi- cients fromPoisson regression were used to gen- erate consumption rate predictions per 1,000 patient days. Time was modeled as increasing months from 1–52 with Intervention as a binary classifier. Note. Light grey shading: provider edu- cation disseminated. Dark grey shading: ASP driven pre-authorization paired with education. AD, antimicrobial days; ASP, antimicrobial stew- ardship; PO, orally administered.


2014


2015 Year


2016


2017


2018


05 10


Oral vancomycin AD per 1000 DP 15


20


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