ArticleJMIR mHealth and uHealth2022
Wearing the Future-Wearables to Empower Users to Take Greater Responsibility for Their Health and Care: Scoping Review.
Article in JMIR mHealth and uHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 112 papers, 3 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
112 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Meta-analyses of randomized controlled trials assessing the effect of digital tools on step count and moderate-to-vigorous physical activity in healthy children and adolescents.Frontiers in digital health · 2026Pooled it
- Associations between number of steps and health outcomes in children and adolescents: a systematic review and meta-analysis.BMC public health · 2024Pooled it
- Gait assessment using wearable technologies in neurological disorders: a rapid umbrella.Neurodegenerative disease managementPooled it
- Wearable Intervention for Alcohol Use Risk and Sleep in Young Adults: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Mapping Movement Behaviors and Mental Health Among Frontline Workers: Scoping Review.JMIR public health and surveillance · 2026Article
- A scoping review of integrated blink analysis technologies for ocular surface diseases.Eye (London, England) · 2026Review
- Integrating Consumer-Grade Wearable Devices and Patient-Generated Health Data into Clinical Care: Perspectives from Healthcare Professionals at a Learning Health System.Journal of general internal medicine · 2026Article
- AI Health Services and Health Satisfaction Across Socioeconomic Groups in South Korea: National Cross-Sectional Study Using an Instrumental Variable Approach.Journal of medical Internet research · 2026Article
- Rationale and Design of Traditional and Adaptive Calorie Restriction and Time-Restricted Eating Interventions Used in the Dietary Approaches to Longevity and Health (DiAL Health) Pilot Trial.Current developments in nutrition · 2026Article
- Unaddressed implications of the FDA's 2026 guidance on wellness devices.Nature biomedical engineering · 2026Article
- Representing Chronic Pain Experiences Through Manual and AI-Driven Vignettes From Video Blog Data With Member Checking: Participatory Design Study.JMIR formative research · 2026Article
- Effectiveness of internet based cardiac rehabilitation program for management of patients with chronic heart disease: a systematic review and meta-analysis of randomized controlled trials.Irish journal of medical science · 2026Article
- Integration of Federated Learning and Blockchain in Health Care: Tutorial on Medical Data, Architectures, Privacy, Security, and Regulatory Compliance.Journal of medical Internet research · 2026Article
- Wearable technologies in clinical trials for drug development: trends and emerging opportunities.Nature reviews. Drug discovery · 2026Review
- A new method for augmenting short time series, with application to pain events in sickle cell disease.PLoS computational biology · 2026Article
- Young adults' perceptions and experiences in using mobile apps and wearables for health: a qualitative study with public involvement.BMC public health · 2026Article
- Examination of Relationships Between 24-Hour Movement Behaviors and Mental Health Outcomes in Frontline Workers: Protocol for a Scoping Review.JMIR research protocols · 2026Article
- Association Between Wearable Device Adoption and Health-Related Lifestyle Behaviors: Retrospective Cohort Study.Journal of medical Internet research · 2026Article
- Wearable devices and cardiovascular health: revolutionizing remote monitoring and disease prevention.European heart journal · 2026Review
- Lived Experiences of Older Adults Using Wearables With Real-Time Feedback: Phenomenological Study.JMIR mHealth and uHealth · 2026Article
52 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
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundWearables refer to devices that are worn by individuals. In the health care field, wearables may assist with individual monitoring and diagnosis. In fact, the potential for wearable technology to assist with health care has received recognition from health systems around the world, including a place in the strategic Long Term Plan shared by the National Health Service in England. However, wearables are not limited to specialist medical devices used by patients. Leading technology companies, including Apple, have been exploring the capabilities of wearable health technology for health-conscious consumers. Despite advancements in wearable health technology, research is yet to be conducted on wearables and empowerment.
objectiveThis study aimed to identify, summarize, and synthesize knowledge on how wearable health technology can empower individuals to take greater responsibility for their health and care.
methodsThis study was a scoping review with thematic analysis and narrative synthesis. Relevant guidance, such as the Arksey and O'Malley framework, was followed. In addition to searching gray literature, we searched MEDLINE, EMBASE, PsycINFO, HMIC, and Cochrane Library. Studies were included based on the following selection criteria: publication in English, publication in Europe or the United States, focus on wearables, relevance to the research, and the availability of the full text.
resultsAfter identifying 1585 unique records and excluding papers based on the selection criteria, 20 studies were included in the review. On analysis of these 20 studies, 3 main themes emerged: the potential barriers to using wearables, the role of providers and the benefits to providers from promoting the use of wearables, and how wearables can drive behavior change.
conclusionsConsiderable literature findings suggest that wearables can empower individuals by assisting with diagnosis, behavior change, and self-monitoring. However, greater adoption of wearables and engagement with wearable devices depend on various factors, including promotion and support from providers to encourage uptake; increased short-term investment to upskill staff, especially in the area of data analysis; and overcoming the barriers to use, particularly by improving device accuracy. Acting on these suggestions will require investment and constructive input from key stakeholders, namely users, health care professionals, and designers of the technology. As advancements in technology to make wearables viable health care devices have only come about recently, further studies will be important for measuring the effectiveness of wearables in empowering individuals. The investigation of user outcomes through large-scale studies would also be beneficial. Nevertheless, a significant challenge will be in the publication of research to keep pace with rapid developments related to wearable health technology.
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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.