Converting IMPROVE bleeding and VTE risk assessment models into a fast-and-frugal decision tree for VTE prophylaxis.

Current hospital VTE (venous thromboembolism) prophylaxis for medical patients has been characterized by both underuse and, increasingly, overuse. The American Society of Hematology (ASH) has endorsed the use of risk assessment models (RAM) as an approach to individualize VTE prophylaxis as a way of balancing overuse (excessive risk of bleeding) and underuse (risk of avoidable VTE). ASH has endorsed IMPROVE (International Medical Prevention Registry on Venous Thromboembolism) risk assessment models - the only RAM to assess short-term bleeding and VTE risk in acutely ill medical inpatients. ASH, however, notes that no RAMs have been thoroughly analyzed for their effect on patient outcomes. We aimed to validate the IMPROVE models and adapt them into a simple, fast-and-frugal (FFT) decision tree to evaluate the impact of VTE prevention on health outcomes and costs. We employed three methods: the "best evidence" from ASH guidelines, a "learning health system paradigm" combining guideline and real-world data from the Medical University of South Carolina (MUSC), and a "real-world data" approach based solely on MUSC data retrospectively extracted from electronic records. We found the most effective VTE prevention strategy utilizes the FFT decision tree, guided by an IMPROVE VTE score of ≥ 2 or ≥ 4 and a bleeding score of < 7. This method could prevent 45% of unnecessary treatments, saving about $5 million annually for patients like the MUSC cohort. We recommend integrating the IMPROVE models into hospital electronic medical records as a point-of-care tool, thereby enhancing VTE prevention in hospitalized medical patients.

Longitudinal assessment of pharmacy student well-being using the well-being index and 5 gears assessment.

OBJECTIVE: The objective of the study was to assess the level of pharmacy student well-being during the first 2 years of their didactic education utilizing the Well-being Index (WBI) and 5 Gears assessment. METHODS: WBI and 5 Gears data were tracked monthly for first- and second-year students enrolled at the Medical University of South Carolina College of Pharmacy from September 2019 to March 2022. Data were collected through monthly RedCap surveys, then de-identified and separated into 4 study cohorts (A-D). Data were analyzed using descriptive statistics. RESULTS: Responses from 279 students were evaluated. WBI ratings showed variance across the first and second professional years of the program. Students also reported fluctuations in WBI throughout academic years, most often correlating with major events (scheduled breaks, COVID-19 pandemic). Similarly, the 5 Gears assessments results also changed throughout the study period, including variance within and between each academic year. CONCLUSION: Incorporating well-being assessments into the co-curriculum has allowed us to identify when students are struggling with their well-being, provide tools and resources to help enhance their well-being, and opportunities to discuss struggles with their peers. Colleges of Pharmacy must incorporate holistic approaches to address all aspects of well-being, including consideration of how the curriculum is impacting the student experience as well as institutional approaches to well-being.

Impact of Pharmacist-Driven Transitions of Care Interventions on Post-hospital Outcomes Among Patients With Coronary Artery Disease: A Systematic Review.

Background: Transitions of care (ToC) aim to provide continuity while preventing loss of information that may result in poor outcomes such as hospital readmission. Readmissions not only burden patients, they also increase costs. Given the high prevalence of coronary artery diseases (CAD) in the United States (US), patients with CAD often make up a significant portion of hospital readmissions. Objective: To conduct a systematic review evaluating the impact of pharmacist-driven ToC interventions on post-hospital outcomes for patients with CAD. Methods: MEDLINE, Scopus, and CINAHL were searched from database inception through 03/2020 using key words for CAD and pharmacists. Studies were included if they: (1) identified adults with CAD at US hospitals, (2) evaluated pharmacist-driven ToC interventions, and (3) assessed post-discharge outcomes. Outcomes were summarized qualitatively. Results: Of the 1612 citations identified, 11 met criteria for inclusion. Pharmacist-driven ToC interventions were multifaceted and frequently included medication reconciliation, medication counseling, post-discharge follow-up and initiatives to improve medication adherence. Hospital readmission and emergency room visits were numerically lower among patients receiving vs not receiving pharmacist-driven interventions, with statistically significant differences observed in 1 study. Secondary prevention measures and adherence tended to be more favorable in the pharmacist-driven intervention groups. Conclusion: Eleven studies of multifaceted, ToC interventions led by pharmacists were identified. Readmissions were numerically lower and secondary prevention measures and adherence were more favorable among patients receiving pharmacist-driven interventions. However, sufficiently powered studies are still required to confirm these benefits.