Abstract
Background
Nearly half of patients do not take their cardiovascular medications as prescribed, resulting in increased morbidity, mortality, and healthcare costs. Mobile and digital technologies for health promotion and disease self-management offer an opportunity to adapt behavioral “nudges” using ubiquitous mobile phone technology to facilitate medication adherence. The Nudge pragmatic clinical trial uses population-level pharmacy data to deliver nudges via mobile phone text messaging and an artificial intelligent interactive chat bot with the goal of improving medication adherence and patient outcomes in three integrated healthcare delivery systems.
Methods
The Theory of mHealth, the Expanded RE-AIM/PRISM, and the PRECIS-2 frameworks were used for program planning, implementation, and evaluation, along with a focus on dissemination and cost considerations. During the planning phase, the Nudge study team developed and piloted a technology-based nudge message and chat bot of optimized interactive content libraries for a range of diverse patients. Inclusion criteria are very broad and include patients in one of three diverse health systems who take medications to treat hypertension, atrial fibrillation, coronary artery disease, diabetes, or hyperlipidemia. A target of approximately 10,000 participants will be randomized to one of 4 study arms: usual care (no intervention), generic nudge (text reminder), optimized nudge, and optimized nudge plus interactive AI chat bot. The PRECIS-2 tool indicated that the study protocol is very pragmatic, although there is variability across PRECIS-2 dimensions.
Discussion
The primary effectiveness outcome is medication adherence defined by the proportion of days covered (PDC) using pharmacy refill data. Implementation outcomes are assessed using the RE-AIM framework, with a particular focus on reach, consistency of implementation, adaptations, cost, and maintenance/sustainability. The project has limitations including limited power to detect some subgroup effects, medication complications (bleeding), and longer-term outcomes (myocardial infarction). Strengths of the study include the diverse healthcare systems, a feasible and generalizable intervention, transparent reporting using established pragmatic research and implementation science frameworks, strong stakeholder engagement, and planning for dissemination and sustainment.
Trial registration
ClinicalTrials.govNCT03973931. Registered on 4 June 2019. The study was funded by the NIH; grant number is 4UH3HL144163-02 issued 4/5/19.
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Details
; Knoepke, Christopher E. 2 ; Magid, David 3 ; Grunwald, Gary K. 4 ; Glorioso, Thomas J. 5 ; Waughtal, Joy 6 ; Marrs, Joel C. 7 ; Bull, Sheana 8 ; Ho, P. Michael 9 1 University of Colorado Denver - Anschutz Medical Campus, Department of Family Medicine, Denver, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X); Dissemination and Implementation Science Program of ACCORDS (Adult and Child Consortium for Health Outcomes Research and Delivery Science), Aurora, USA (GRID:grid.430503.1)
2 University of Colorado Denver - Anschutz Medical Campus, Department of Medicine, Division of Cardiology, Denver, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X); ACCORDS (Adult and Child Consortium for Health Outcomes Research and Delivery Science), Aurora, USA (GRID:grid.430503.1)
3 University of Colorado Denver - Anschutz, Denver, USA (GRID:grid.241116.1) (ISNI:0000000107903411)
4 University of Colorado Anschutz Medical Campus, Department of Biostatistics and Informatics, Colorado School of Public Health, Denver, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X); U.S. Department of Veterans Affairs, Washington, USA (GRID:grid.418356.d) (ISNI:0000 0004 0478 7015)
5 U.S. Department of Veterans Affairs, Washington, USA (GRID:grid.418356.d) (ISNI:0000 0004 0478 7015)
6 mHealth Impact Laboratory Colorado School of Public Health, Aurora, USA (GRID:grid.414594.9) (ISNI:0000 0004 0401 9614)
7 University of Colorado Anschutz Medical Campus, Skaggs School of Pharmacy and Pharmaceutical Sciences, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
8 mHealth Impact Laboratory Colorado School of Public Health, Aurora, USA (GRID:grid.414594.9) (ISNI:0000 0004 0401 9614); Department of Community and Behavioral Health, Aurora, USA (GRID:grid.414594.9); Digital Education, Denver, USA (GRID:grid.414594.9)
9 University of Colorado School of Medicine, Department of Medicine, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X); VA Eastern Colorado Health Care System, Aurora, USA (GRID:grid.280930.0)




