ArticleDigital health
Barriers to older adults' uptake of mobile-based mental health interventions.
Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers, 5 of them syntheses that pooled it.
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The trial behind it
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Who cites it
71 citing papers in PubMed, 5 syntheses or guidelines pooled it, 153 citations in OpenAlex.
- Factors Influencing the Initiation and Continued Engagement of Digital Mental Health Tools Among Adults: Theory of Planned Behavior-Informed Systematic Review.JMIR mental health · 2026Pooled it
- Social Media and eHealth Literacy Among Older Adults: Systematic Literature Review.Journal of medical Internet research · 2025Pooled it
- A scoping review of the feasibility, usability, and efficacy of digital interventions in older adults concerning physical activity and/or exercise.Frontiers in aging · 2025Pooled it
- Barriers and facilitators to the implementation of digital technologies in mental health systems: a qualitative systematic review to inform a policy framework.BMC health services research · 2024Pooled it
- Design of an Integrated Acceptance Framework for Older Users and eHealth: Influential Factor Analysis.Journal of medical Internet research · 2022Pooled it
- Combined Psychoeducational and Exercise Training Intervention to Improve Mental Health and Physical Functioning in Late-Life: A Randomized Controlled Trial.The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry · 2026Trial
- Growth Mindset Intervention's Impact on Positive Response to eHealth for Older Adults With Chronic Disease: Randomized Controlled Trial.JMIR human factors · 2025Trial
- Virtual Group Cognitive Stimulation Therapy for Dementia: Mixed-Methods Feasibility Randomized Controlled Trial.The Gerontologist · 2024Trial
- Teaching and Practicing Cognitive-Behavioral and Mindfulness Skills in a Web-Based Platform among Older Adults through the COVID-19 Pandemic: A Pilot Randomized Controlled Trial.International journal of environmental research and public health · 2021Trial
- Helping Older Veterans Use Mental Health Apps: Qualitative Interviews and Development of a New Program.JMIR formative research · 2026Article
- Beyond tumor biology: nursing interventions for psychological and immune health in cancer patients.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Review
- Exploring Chinese older adults' acceptance of digital mental health interventions: a qualitative study.BMC public health · 2026Article
- A Qualitative Exploration of Post-Injury Challenges and the Potential Role of the PTSD Coach Mobile Application to Improve Recovery Among Acutely Injured Patients.Journal of clinical psychology · 2026Article
- Designing digital mental health interventions for older adults: a scoping review.NPJ digital medicine · 2026Article
- Characteristics of Mobile Health Interventions for Repetitive Negative Thinking: Protocol for a Scoping Review.JMIR research protocols · 2026Article
- User demographics and real-world use of the digital diabetes companion app dibi: a retrospective analysis.Frontiers in digital health · 2026Article
- Capacity to Invest Effort as a Predictor of Preference for Digital Mental Health Interventions Over Psychotherapy: Cross-Sectional Study Using an Ecological Digital Screening Tool.Journal of medical Internet research · 2025Article
- Older adults' perceptions and needs regarding mental health WeChat applet: a qualitative study.BMC psychiatry · 2025Article
- Article
- Acceptance, Drivers, and Barriers to Use of mHealth Apps to Improve Quality of Life in Female Patients Affected by Hypothyroidism: Cross-Sectional Study.JMIR formative research · 2025Article
11 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundTo address increasing demand of mental healthcare treatments for older adults and the need to reduce delivery costs, healthcare providers are turning to mobile applications. The importance of psychological barriers have been highlighted in the uptake of mobile-based mental health interventions and efforts have been made to identify these barriers in order to facilitate initial uptake and acceptance. However, limited research has focused on older adults' awareness of these applications and factors that might be hindering their use.
objectiveThe purpose of this study was to explore the perceived barriers that older adults experience in the uptake of mobile-based mental health interventions.
methodsSemi-structured interviews were conducted with a sample of 10 older adults, 50 years or older (female = 7, mean age = 68 years), who experienced periods of low mood. National Health Service applications were demonstrated to facilitate conversation and explore participants' understanding of mental health and mobile-based mental health interventions. Thematic analysis was used to analyse the interview transcripts.
resultsThe social ecological model was adopted as an organising framework for the thematic analysis which identified six distinct barriers to older adults' uptake of mobile-based mental health interventions: mental electronic-health (e-health) awareness, interaction with technology, discontinuation, 'seeing' facilitates therapeutic alliance, incongruent role of the general practitioner and privacy and confidentiality.
conclusionsOlder adults experience a number of barriers to uptake ranging from the individual level to a macro, organisational level. The practical implications of these barriers are discussed such as the need for increased awareness of mobile-based mental health interventions among older adults.
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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.