ArticleDigital health
Associations between perceived usefulness and willingness to use smart healthcare devices among Chinese older adults: The multiple mediating effect of technology interactivity and technology anxiety.
Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.
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Who cites it
11 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Influencing factors of digital health technology anxiety in the elderly: a systematic review and meta-analysis.Frontiers in psychology · 2025Pooled it
- Older Adults' Continued Use of Smart Healthcare Applications: An Integrated HBM-UTAUT Model with Technology Anxiety.Healthcare (Basel, Switzerland) · 2026Article
- Usability and Technology Acceptance of a Wearable Monitoring System Among Patients with Cardiovascular Diseases: A Cross-Sectional Study.Medicina (Kaunas, Lithuania) · 2026Observational
- Research on the implementation path of digital-intelligent healthcare based on the TAM model from the perspective of high-quality development.BMC health services research · 2026Article
- The Effectiveness and Current Challenges of Home-Based Cardiac Telerehabilitation for Patients with Coronary Artery Disease: A Narrative Review.Journal of multidisciplinary healthcare · 2026Review
- Older adults' adoption of shared service platforms outside long-term care insurance in Japan based on technology acceptance model.Frontiers in public health · 2026Article
- Adoption of Technology in Older Adults in Mexico City: An Approach from the Technology Acceptance Model.Brain sciences · 2025Article
- Exploring Smart Health Wearable Adoption Among Singaporean Older Adults Based on Self-Determination Theory: Web-Based Survey Study.JMIR aging · 2025Article
- The impact of system interaction quality on learning outcomes in online virtual experiment teaching: the mediating role of extraneous cognitive load.Frontiers in psychology · 2025Article
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Authors and funding
3 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Objective: This study aims to explore the mediating roles of technological interactivity and technological anxiety in the relationship between perceived usefulness and the willingness to use a smart health device to provide insight into the decision-making process of older adults in relation to the adoption of smart devices. Methods: A cross-sectional survey was conducted in Jiangsu, China involving 552 older adults. The study utilized structural equation modeling (SEM) to analyze the relationship between the independent variable 'perceived usefulness' and the dependent variable 'willingness to use.' It also examined the multiple mediating effects of technological interactivity and technological anxiety between the independent and dependent variables. Results: The results indicate that the direct effect of perceived usefulness on willingness to use was insignificant. However, technological interactivity completely mediated the relationship between perceived usefulness and willingness to use. Additionally, technological interactivity and technological anxiety were found to have a serial mediating effect on the impact of perceived usefulness on willingness to use smart healthcare devices. Conclusions: These findings suggest that increasing older adults' intention to use smart healthcare devices requires not only raising awareness of their usefulness, but also addressing technological anxiety and enhancing the interactivity of these devices to improve the overall user experience.
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