ArticleJAMIA open2020
Medication adherence for atrial fibrillation patients: triangulating measures from a smart pill bottle, e-prescribing software, and patient communication through the electronic health record.
Article in JAMIA open, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06522698 (Optimizing Research Data Acquisition With Smart Pill Bottles), which is not on this map. Cited by 12 papers.
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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.
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.
Optimizing Research Data Acquisition With Smart Pill Bottles: A Feasibility and Implementation Study
Who cites it
12 citing papers in PubMed, 25 citations in OpenAlex.
- Factors and outcomes associated with adherence to statins among patients with newly diagnosed cardiovascular disease.American journal of preventive cardiology · 2025Article
- Electronic Monitoring of Medication Adherence to Direct Oral Anticoagulants: A Systematic Review.Patient preference and adherence · 2025Review
- Article
- Integrating Intensive Longitudinal Data (ILD) to Inform the Development of Dynamic Theories of Behavior Change and Intervention Design: a Case Study of Scientific and Practical Considerations.Prevention science : the official journal of the Society for Prevention Research · 2023Article
- Management of Patients Treated with Direct Oral Anticoagulants in Clinical Practice and Challenging Scenarios.Journal of clinical medicine · 2023Review
- Digital Transformation in the Diagnostics and Therapy of Cardiovascular Diseases: Comprehensive Literature Review.JMIR cardio · 2023Review
- mHealth for Medication and Side Effect Monitoring: Patients' Attitudes Toward Smart Devices for Managing Oral Chemotherapy During Lung Cancer Treatment.International Conference on Pervasive Computing Technologies for Healthcare : [proceedings]. International Conference on Pervasive Computing Technologies for Healthcare · 2023Article
- Factors affecting medication adherence among older adults using tele-pharmacy services: a scoping review.Archives of public health = Archives belges de sante publique · 2022Article
- Adherence to Growth Hormone Treatment Using a Connected Device in Latin America: Real-World Exploratory Descriptive Analysis Study.JMIR mHealth and uHealth · 2022Article
- Validation of EHR medication fill data obtained through electronic linkage with pharmacies.Journal of managed care & specialty pharmacy · 2021Article
- Persistence as a Robust Indicator of Medication Adherence-Related Quality and Performance.International journal of environmental research and public health · 2021Article
- Engaging Patients in Atrial Fibrillation Management via Digital Health Technology: The Impact of Tailored Messaging.The Journal of innovations in cardiac rhythm management · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveOur primary objectives were to examine adherence rates across two technologies (e-prescribing software and smart pill bottle) with cross-validation from alert-triggered messaging within the patient electronic health record (EHR) portal and to explore the benefits and challenges faced by atrial fibrillation (AF) patients in using a smart pill bottle. MATERIALS AND
methodsWe triangulated the rate of oral anticoagulant medication adherence among 160 AF patients over 6 months using an EHR in combination with data from the AdhereTech© Wireless Smart Pill Bottle and Surescripts
resultsPatients maintained an average adherence rate of 90.0% according to the smart pill bottle; however, when dose misses were calibrated based on patient or provider feedback, the adjusted adherence was 93.6%. Surescripts adherence rates for refills were 92.2%. Participants generally found the bottle easy to operate but suggested that its size and functionality did not fit seamlessly into their existing routine, as many used weekly pill organizers to manage multiple medications. DISCUSSION: Though each method of tracking adherence has positive and negative attributes, combining them and seeking patient feedback may help capture a more accurate adherence rate than any single technological intervention. Technologies may have different design considerations for research and consumer use.
conclusionOverall, these technologies provide useful but imperfect adherence data for research purposes, and smart pill bottles could be improved with patient-centered design. LAY SUMMARY: Medication adherence is very important for those with chronic health issues. For those with heart disease, medication adherence not only offers opportunities for improving quality of life, but it also can be life-saving. Nonetheless, many patients with heart disease, including those with atrial fibrillation (the target group for this study) do not take their medications regularly. As technologies advance, there is unprecedented opportunity to track patients' medication adherence through various methods, which might provide motivation and information to patients as they make daily choices about medication use. In this study, we cross-referenced the results of two of these measures over 6 months-a smart pill bottle, which we used to track pill bottle openings, and e-prescribing software, which we used to track medication refills. We also supplemented these measures with nurse-patient communication via the EHR messaging portal to record exceptions (eg, travel and medication changes) and interviewed patients about their medication use during the 6-month trial. Overall, the tracking technologies worked relatively well to track patient (
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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.