ReviewJMIR mHealth and uHealth2018
Medication Adherence Apps: Review and Content Analysis.
Review in JMIR mHealth and uHealth, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06034301 (Feasibility of Interventions Impacting Medication Adherence), which is not on this map. Cited by 108 papers, 7 of them syntheses that pooled 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.
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.
Feasibility of Interventions Impacting Medication Adherence
Who cites it
108 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Evaluating the Effectiveness of Mobile Apps on Medication Adherence for Chronic Conditions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Characteristics and Outcomes of mHealth Interventions in Psychosis: Systematic Mapping Review.Journal of medical Internet research · 2024Pooled it
- Cross-Cutting mHealth Behavior Change Techniques to Support Treatment Adherence and Self-Management of Complex Medical Conditions: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Developing a Comprehensive List of Criteria to Evaluate the Characteristics and Quality of eHealth Smartphone Apps: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Pooled it
- Medication management support in diabetes: a systematic assessment of diabetes self-management apps.BMC medicine · 2019Pooled it
- Adherence of popular smoking cessation mobile applications to evidence-based guidelines.BMC public health · 2019Pooled it
- Effect of a smartphone application (Perx) on medication adherence and clinical outcomes: a 12-month randomised controlled trial.BMJ open · 2021Trial
- Effects of a Tailored Text Messaging Intervention Among Diverse Adults With Type 2 Diabetes: Evidence From the 15-Month REACH Randomized Controlled Trial.Diabetes care · 2021Trial
- Trial
- Article
- Comparison of Patient-Reported Hospital Discharge Experiences in Patients with Long-Term and Episodic Opioid Therapy: A Qualitative Study.Journal of general internal medicine · 2026Article
- Exercise, diet and psychological support for patients with testicular cancer.Nature reviews. Urology · 2026Review
- A pilot study on factors linked to healthcare providers' communication with older adults.Dementia & neuropsychologia · 2026Article
- Exploring the Fit Between the Outputs of Freely Available Medication Adherence Apps and Users' Needs: Mixed Methods Study.JMIR mHealth and uHealth · 2025Article
- User Experience in mHealth Research: Bibliometric Analysis of Trends and Developments (2007-2023).JMIR mHealth and uHealth · 2025Review
- Usability and User Experience of a Digital Platform Prototype (Healthy Bone) to Promote Pharmacological and Nonpharmacological Treatment in Patients With Osteoporosis: Mixed Methods Study.JMIR formative research · 2025Article
- Evaluation of an Electronic Application for Enhancing Medication Adherence Among Hypertensive Patients: A Qualitative Research Based on Consolidated Framework for Implementation Research (CFIR).Health science reports · 2025Article
- Medication Safety in Saudi Arabia: Evaluating the Current Situation and Identifying the Areas for Improvement.Pharmacy (Basel, Switzerland) · 2025Review
- User-centered adaption ofAIDS care · 2025Article
48 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMedication adherence is an expensive and damaging problem for patients and health care providers. Patients adhere to only 50% of drugs prescribed for chronic diseases in developed nations. Digital health has paved the way for innovative smartphone solutions to tackle this challenge. However, despite numerous apps available claiming to improve adherence, a thorough review of adherence apps has not been carried out to date.
objectiveThe aims of this study were to (1) review medication adherence apps available in app repositories in terms of their evidence base, medical professional involvement in development, and strategies used to facilitate behavior change and improve adherence and (2) provide a system of classification for these apps.
methodsIn April 2015, relevant medication adherence apps were identified by searching the Apple App Store and the Google Play Store using a combination of relevant search terms. Data extracted included app store source, app price, documentation of health care professional (HCP) involvement during app development, and evidence base for each respective app. Free apps were downloaded to explore the strategies used to promote medication adherence. Testing involved a standardized medication regimen of three reminders over a 4-hour period. Nonadherence features designed to enhance user experience were also documented.
resultsThe app repository search identified a total of 5881 apps. Of these, 805 fulfilled the inclusion criteria initially and were tested. Furthermore, 681 apps were further analyzed for data extraction. Of these, 420 apps were free for testing, 58 were inaccessible and 203 required payment. Of the 420 free apps, 57 apps were developed with HCP involvement and an evidence base was identified in only 4 apps. Of the paid apps, 9 apps had HCP involvement, 1 app had a documented evidence base, and 1 app had both. In addition, 18 inaccessible apps were produced with HCP involvement, whereas 2 apps had a documented evidence base. The 420 free apps were further analyzed to identify strategies used to improve medication adherence. This identified three broad categories of adherence strategies, reminder, behavioral, and educational. A total of 250 apps utilized a single method, 149 apps used two methods, and only 22 apps utilized all three methods.
conclusionsTo our knowledge, this is the first study to systematically review all available medication adherence apps on the two largest app repositories. The results demonstrate a concerning lack of HCP involvement in app development and evidence base of effectiveness. More collaboration is required between relevant stakeholders to ensure development of high quality and relevant adherence apps with well-powered and robust clinical trials investigating the effectiveness of these interventions. A sound evidence base will encourage the adoption of effective adherence apps, and thus improve patient welfare in the process.
Indexed as
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What OpenQuestion holds
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.