ArticleBMC medicine2017
eHealth in the future of medications management: personalisation, monitoring and adherence.
Article in BMC medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 62 papers, 8 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
62 citing papers in PubMed, 8 syntheses or guidelines pooled it.
- Rewiring care delivery through Digital Therapeutics (DTx): a machine learning-enhanced assessment and development (M-LEAD) framework.BMC health services research · 2024Pooled it
- Digital health intervention in patients undergoing cardiac rehabilitation: systematic review and meta-analysis.F1000Research · 2024Pooled it
- Effectiveness of eHealth Smoking Cessation Interventions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2023Pooled it
- Pooled it
- Occupational Stress Monitoring Using Biomarkers and Smartwatches: A Systematic Review.Sensors (Basel, Switzerland) · 2022Pooled it
- Practical Considerations of PRN Medicines Management: An Integrative Systematic Review.Frontiers in pharmacology · 2022Pooled it
- Improving Patients' Medication Adherence and Outcomes in Nonhospital Settings Through eHealth: Systematic Review of Randomized Controlled Trials.Journal of medical Internet research · 2020Pooled it
- Medication management support in diabetes: a systematic assessment of diabetes self-management apps.BMC medicine · 2019Pooled it
- Trial
- A Smartphone App to Improve Medication Adherence in Patients With Type 2 Diabetes in Asia: Feasibility Randomized Controlled Trial.JMIR mHealth and uHealth · 2019Trial
- Lifetime Effects of Adherence to Cardiovascular and Diabetes Medications in Spain: A Modelling Study in a Population Cohort of 152,117 Patients.PharmacoEconomics · 2026Article
- Article
- Intelligent information management enables quality-by-design in pharmaceutical production.Scientific reports · 2025Article
- Understanding Treatment Adherence in Chronic Diseases: Challenges, Consequences, and Strategies for Improvement.Journal of clinical medicine · 2025Review
- Digital Cardiovascular Twins, AI Agents, and Sensor Data: A Narrative Review from System Architecture to Proactive Heart Health.Sensors (Basel, Switzerland) · 2025Review
- How to handle polypharmacy in heart failure. A clinical consensus statement of the Heart Failure Association of the ESC.European journal of heart failure · 2025Review
- Mobile Applications in Breast Cancer Postoperative Care: A Scoping Review.Cancer medicine · 2024Article
- Clarifying the Concepts of Personalization and Tailoring of eHealth Technologies: Multimethod Qualitative Study.Journal of medical Internet research · 2024Article
- Validation of the extended e-health literacy scale: structural validity, construct validity and measurement invariance.BMC public health · 2024Article
- Intra- and inter- rater reliability of the face‑to‑face assessment and tele‑assessment of performance-based tests in older adults.European geriatric medicine · 2024Article
2 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
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundGlobally, healthcare systems face major challenges with medicines management and medication adherence. Medication adherence determines medication effectiveness and can be the single most effective intervention for improving health outcomes. In anticipation of growth in eHealth interventions worldwide, we explore the role of eHealth in the patients' medicines management journey in primary care, focusing on personalisation and intelligent monitoring for greater adherence. DISCUSSION: eHealth offers opportunities to transform every step of the patient's medicines management journey. From booking appointments, consultation with a healthcare professional, decision-making, medication dispensing, carer support, information acquisition and monitoring, to learning about medicines and their management in daily life. It has the potential to support personalisation and monitoring and thus lead to better adherence. For some of these dimensions, such as supporting decision-making and providing reminders and prompts, evidence is stronger, but for many others more rigorous research is urgently needed.
conclusionsGiven the potential benefits and barriers to eHealth in medicines management, a fine balance needs to be established between evidence-based integration of technologies and constructive experimentation that could lead to a game-changing breakthrough. A concerted, transdisciplinary approach adapted to different contexts, including low- and middle-income contries is required to realise the benefits of eHealth at scale.
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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.