ArticleJMIR aging2025
Determinants of Telehealth Adoption Among Older Adults: Cross-Sectional Survey Study.
Article in JMIR aging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Trust Barriers and Vulnerabilities in Older Adults' Telemedicine Adoption: Scoping Review.Interactive journal of medical research · 2026Review
- Healthcare consumers' acceptance and use of digital health technology in LMICs and the role of self-efficacy and facilitating conditions: a systematic review and meta-analysis.The Lancet regional health. Western Pacific · 2026Article
- Internet Health Care Service Use Behavioral Pattern Among Older Adults and the Role of the Technology Acceptance and Social Ecological Theory Model: Cross-Sectional Survey.Journal of medical Internet research · 2026Article
- Factors influencing the intention to use telemedicine services among older adults in China.Scientific reports · 2025Article
- "What Good Is That?"-Perspectives of Using Telehealth to Discuss Serious Illness with Urban-Dwelling Low-Income Older Adults in Assisted Living.Journal of urban health : bulletin of the New York Academy of Medicine · 2025Article
- Investigating Nurses' Competencies for Development of "Internet + Nursing Service": A Cross-Sectional Study.Nursing open · 2025Observational
- Optimizing equipment requirements and configuration rules for elderly home treatment environments: a rough set analysis framework.Frontiers in medicine · 2025Article
- Use of artificial intelligence and health-related life satisfaction among older adults: A structural equation modeling study.Digital healthArticle
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe aging population and the accompanying rise in chronic diseases have intensified the need to study the adoption of telehealth services. However, the success of telehealth services depends not only on their ease and usefulness but also on addressing broader concerns. Despite being a substantial user group in traditional health services, older adults may encounter barriers to adopting telehealth services. Increasing the adoption of telehealth among the older adult population is crucial for enhancing their access to care and managing the challenges of aging effectively.
objectiveWe aimed to explore factors influencing the adoption of telehealth services among older adults in Malaysia, going beyond the conventional framework by incorporating transition cost and subjective well-being as additional constructs.
methodsA cross-sectional survey was conducted among 119 adults aged ≥60 years in Malaysia, using 39 survey items adapted from existing studies. Data analysis was performed using partial least squares structural equation modeling, with both the measurement model and structural model being evaluated. To determine the predictive relevance of the model, PLSpredict was applied. In addition, importance-performance map analysis was conducted to further expand on the structural model results by assessing the performance of each variable.
resultsOf the 119 participants, 52 (43.7%) were women and 67 (56.3%) were men. The study found that subjective well-being (β=0.448; P<.001) was the most significant factor, followed by attitude (β=0.242; P<.001), transition cost (β=-0.163; P<.001), and perceived usefulness (β=0.100, P=.02) in influencing telehealth service intention. Furthermore, perceived ease of use (β=0.271; P<.001), availability (β=0.323; P<.001), subjective well-being (β=0.261; P<.001), and trust (β=0.156, P=.004) positively influenced perceived usefulness, while inertia (β=0.024, P=.22) did not. In addition, availability (β=0.420; P<.001) and subjective well-being (β=0.260; P<.001) were positively related to perceived ease of use, with inertia (β=-0.246; P<.001) having a negative impact. The importance-performance map analysis results showed that subjective well-being (importance=0.532) was the most crucial factor for older adult users, while availability (importance=70.735) had the highest performance in telehealth services.
conclusionsThis research underscores the importance of catering to the subjective well-being of older adults and optimizing the availability of telehealth services to encourage adoption, ultimately advancing health care accessibility and quality for this vulnerable demographic.
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