Evidence map›Paper›PMID 34380527›Full record

ArticleTrials2021

The NUDGE trial pragmatic trial to enhance cardiovascular medication adherence: study protocol for a randomized controlled trial.

Russell E Glasgow, Christopher E Knoepke, David Magid, Gary K Grunwald, Thomas J Glorioso, Joy Waughtal, Joel C Marrs, Sheana Bull, P Michael Ho

Registry-linked trialOpen access · goldAbstract readClinical Trial Protocol
In one paragraph

Article in Trials, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03973931 (Personalized Patient Data and Behavioral Nudges to Improve Adherence to Chronic Cardiovascular Medications), which is not on this map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
5.9field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT03973931 nacompletednot on this map

Personalized Patient Data and Behavioral Nudges to Improve Adherence to Chronic Cardiovascular Medications (The Nudge Study)

TypeinterventionalSponsorUniversity of Colorado, DenverRan2019 to 2023Enrolled9,501ConditionsCardiovascular Diseases, Adherence, Medication, Medication Adherence, Diabetes MellitusArmsNudge
3 · Its place in the literature

Who cites it

17 citing papers in PubMed, 38 citations in OpenAlex.

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  3. Description of patient questions received by clinical pharmacists in the Nudge Study.American journal of health-system pharmacy : AJHP : official journal of the American Society of Health-System Pharmacists · 2023
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 7 institutions in 1 country.

Russell E GlasgowDepartment of Family Medicine, University of Colorado Denver - Anschutz Medical Campus, Denver, USA. russell.glasgow@cuanschutz.edu.ORCID http://orcid.org/0000-0003-4218-3231
Christopher E KnoepkeDepartment of Medicine, Division of Cardiology, University of Colorado Denver - Anschutz Medical Campus, Denver, USA.
David MagidUniversity of Colorado Denver - Anschutz, Denver, USA.
Gary K GrunwaldDepartment of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Denver, USA.
Thomas J GloriosoU.S. Department of Veterans Affairs, Washington, DC, USA.
Joy WaughtalmHealth Impact Laboratory Colorado School of Public Health, Aurora, USA.
Joel C MarrsSkaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado Anschutz Medical Campus, Aurora, USA.
Sheana BullmHealth Impact Laboratory Colorado School of Public Health, Aurora, USA.
P Michael HoDepartment of Medicine, University of Colorado School of Medicine, Aurora, USA.
Outcomes Research Consortium · USUnited States Department of Veterans Affairs · USColorado Department of Education · USColorado School of Public Health · USUniversity of Colorado Anschutz Medical Campus · USUniversity of Colorado Denver · USVA Eastern Colorado Health Care System · US

Funding

NIH Health Care Systems Research Collaboratory-Coordinating Center (U24)U24AT009676 · NCCIH · DUKE UNIVERSITY · PI LESLEY H CURTIS, Adrian Hernandez · 2017 to 2026
$21.5M
Personalized Patient data and behavioral nudges to improve adherence to chronic cardiovascular medicationsUH3HL144163 · NHLBI · UNIVERSITY OF COLORADO DENVER · PI ALLEN, LARRY ALEXANDER, BULL, SHEANA S · 2019 to 2022
$5.7M
Decision Support for Older and Frail Patients Considering Advanced Cardiovascular Therapies: Improving Models of Personal Values ClarificationK23HL153892 · NHLBI · UNIVERSITY OF COLORADO DENVER · PI KNOEPKE, CHRISTOPHER · 2020 to 2024
$824k
NCCIH NIH HHS U24 AT009676NHLBI NIH HHS 4UH3HL144163-02NHLBI NIH HHS K23 HL153892NHLBI NIH HHS UH3 HL144163
6 · The paper itself

Abstract

backgroundNearly 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.

methodsThe 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 registrationClinicalTrials.gov NCT03973931 . Registered on 4 June 2019. The study was funded by the NIH; grant number is 4UH3HL144163-02 issued 4/5/19.

Indexed as

Cardiovascular AgentsCell PhoneHypertensionText MessagingHumansMedication AdherencePragmatic Clinical Trials as TopicRandomized Controlled Trials as TopicCardiovascular AgentsCardiovascularDisseminationImplementationMedication adherencemHealthPragmatic trialPRECIS-2RE-AIM

Identifiers

PMID34380527
PMCPMC8356469
OpenAlexW3189173907

What OpenQuestion holds

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LicenceCC BY
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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.