SynthesisJournal of medical systems2025
Effectiveness of Mobile Health Intervention in Medication Adherence: a Systematic Review and Meta-Analysis.
Synthesis in Journal of medical systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 5 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
22 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Digital Health Interventions to Improve Medication Adherence Among Older Adults: A Systematic Review.Australasian journal on ageing · 2026Pooled it
- Effectiveness of Digital Health Interventions to Improve Self-Care in Patients With Chronic Diseases: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Effects of using medication reminder technologies by home-dwelling older citizens: a systematic review.Age and ageing · 2026Pooled it
- Patients' perspectives on medication adherence feedback interventions for managing long-term medications: a systematic review of qualitative evidence.International journal of clinical pharmacy · 2026Pooled it
- Impact of digital health technology-based nutritional interventions on the nutritional status of hemodialysis patients: a systematic review and meta-analysis.Frontiers in nutrition · 2025Pooled it
- Trial
- Medication Adherence Measurement in Southeast Europe: A Comparative Analysis of Assessment Methods, Digital Health Implementation, and Regulatory Frameworks.Healthcare (Basel, Switzerland) · 2026Review
- Feasibility, Usability, and Acceptability of an Adaptive Mobile Health Medication Adherence Intervention for Youth: Iterative Mixed Methods Human-Centered Design Study.JMIR formative research · 2026Article
- The Application of eHealth in Symptom Management of Patients With Breast Cancer During Endocrine Therapy: Scoping Literature Review.JMIR cancer · 2026Article
- Nanostructured electrode materials and flexible-substrate engineering for wearable multi-analyte biosensors in diabetes monitoring and personalized care: a comprehensive review.Journal of materials science. Materials in medicine · 2026Review
- Healthcare professionals' perspectives on medication adherence-supporting tools: a cross‑sectional survey in Italy.European journal of clinical pharmacology · 2026Article
- Dose-response relationship between eHealth literacy and oral frailty in the elderly: a multicentric cross-sectional study.BMC geriatrics · 2026Article
- Current status of Internet medical health service usage behavior and demand of myasthenia gravis patients: a cross-sectional study.Frontiers in neurology · 2026Article
- Editorial: Reviews in serious games and mobile health interventions: form design, implementation, user engagement, and behavior change.Frontiers in public health · 2026Article
- Artificial Intelligence Methods and Digital Intervention Strategies for Predicting and Managing Chronic Obstructive Pulmonary Disease Exacerbations: An Umbrella Review.Healthcare (Basel, Switzerland) · 2025Review
- Medication Non-adherence in Older Adults: Underlying Factors, Potential Interventions and Outcomes.Drugs & aging · 2025Review
- Impact of clinical pharmacist-led pharmacotherapy on long-term outcomes in cardiovascular in-patients: A three-year cohort study.Medicine · 2025Observational
- eHealth Self-Management Interventions for Patients With Liver Cirrhosis: Scoping Review.Journal of medical Internet research · 2025Article
- The relationship between eHealth literacy and oral frailty among older adults: the serial mediating effects of self-efficacy and oral health.BMC oral health · 2025Article
- Application of persuasive system design in mobile health interventions for chronic disease management: a mini review.Frontiers in public health · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Low medication adherence poses a great risk of poor treatment outcomes among patients with chronic diseases. Recently, mobile applications (apps) have been recognized as effective interventions, enabling patients to adhere to their prescriptions. This study aimed to establish the effectiveness of mobile app interventions for medication adherence, affecting features, and dropout rates by focusing on previous randomized controlled trials (RCTs). This study conducted a systematic review and meta-analysis of mobile app interventions targeting medication adherence in patients with chronic diseases. Electronic searches of eight databases were conducted on April 21, 2023, for studies published between 2013 and 2023. Comprehensive meta-analysis software was used to estimate the standardized mean difference (SMD) of pooled outcomes, odds ratios (ORs), and confidence intervals (CIs). Subgroup analysis was applied to investigate and compare the effectiveness of the interventional strategies and their features. The risk of bias of the included RCTs was evaluated by applying the risk of bias tool. Publication bias was examined using the fail-safe N method. Twenty-six studies with 5,174 participants were included (experimental group 2603, control group 2571). The meta-analysis findings showed a positive impact of mobile apps on improving medication adherence (OR = 2.371, SMD = 0.279). The subgroup analysis results revealed greater effectiveness of interventions using interactive strategies (OR = 2.652, SMD = 0.283), advanced reminders (OR = 1.849, SMD = 0.455), data-sharing (OR = 2.404, SMD = 0.346), and pill dispensers (OR = 2.453). The current study found that mobile interventions had significant effects on improving medication adherence. Subgroup analysis showed that the roles of stakeholders in health providers' interactions with patients and developers' understanding of patients and disease characteristics are critical. Future studies should incorporate advanced technology reflecting acceptability and the needs of the target population.
Indexed as
Identifiers
39821698What Socratic 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 Socratic graph.