ArticleBehavioral sciences (Basel, Switzerland)2022
Antecedents for Older Adults' Intention to Use Smart Health Wearable Devices-Technology Anxiety as a Moderator.
Article in Behavioral sciences (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 3 of them syntheses that pooled it.
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Who cites it
30 citing papers in PubMed, 3 syntheses or guidelines pooled it, 78 citations in OpenAlex.
- Adoption of Internet of Things in Health Care: Weighted and Meta-Analytical Review of Theoretical Frameworks and Predictors.Journal of medical Internet research · 2026Pooled it
- Factors Influencing Health Care Technology Acceptance in Older Adults Based on the Technology Acceptance Model and the Unified Theory of Acceptance and Use of Technology: Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Research on elderly users' intentions to accept wearable devices based on the improved UTAUT model.Frontiers in public health · 2022Pooled 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
- Article
- The role of digital literacy among older adults in the continuance intention toward smart care service platforms: survey study.BMC geriatrics · 2026Article
- Attitudes Toward Digital Meal Assistance Services Among Older Adults in China: Cross-Sectional Survey.JMIR aging · 2026Article
- Intelligent living environments and older adults' health outcomes: roles of social support and self-efficacy.BMC public health · 2026Article
- Analyzing Smart Healthcare Adoption in Remote-Island Primary Care Clinics: A Hybrid MDM-AHP Study from Kinmen Island.Healthcare (Basel, Switzerland) · 2026Article
- An innovative data mining-driven optimisation modelling approach based on TAM for the design of elderly-centric ICT products.Scientific reports · 2026Article
- Mathematics teachers' AI literacy, anxiety, and perceptions of AI integration in mathematics education: a mixed-methods study.BMC psychology · 2025Article
- Psychological Barriers and Perceptual Drivers of Sensor-Based Smart Health Technology Adoption.Sensors (Basel, Switzerland) · 2025Article
- Seniors' attitudes and intention toward IoT enabled healthcare devices in emerging economies.Scientific reports · 2025Article
- Exploring Smart Health Wearable Adoption Among Singaporean Older Adults Based on Self-Determination Theory: Web-Based Survey Study.JMIR aging · 2025Article
- Usage Trends and Data Sharing Practices of Healthcare Wearable Devices Among US Adults: Cross-Sectional Study.Journal of medical Internet research · 2025Article
- Article
- Examining the influence of deterrent and enhancement factors on QR-code mobile payment continuance intention: insights from PLS-SEM and IPMA analysis.Frontiers in big data · 2025Article
- Understanding older people's intentions to use smart elderly care applications in China: an extension of the UTAUT2 model.Frontiers in public health · 2025Article
- The impact of informatization development on healthcare services in China.Scientific reports · 2024Article
Corrections and comments
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Authors and funding
3 authors at 3 institutions in 1 country.
Funding
Abstract
The increase in the demands for surveillance of chronic diseases, long-term care, and self-health management has allowed mobile smart health wearable devices to become products with greater business potential in past years. Wearable devices being able to be worn for long periods are the most suitable for 24-h weatherproof monitoring. Nevertheless, most technological products are not developed specifically for older adults. Older adults might be apprehensive and fearful about the use of technological equipment and might appear "technologically anxious", so it was wondered whether older adults could smoothly operate and comfortably use smart wearable device products, and how "technological anxiety" would affect their behavior and attitude towards using these devices. The variables of "technology readiness", "technological interactivity", "perceived usefulness", "perceived ease of use", "attitude", and "intention to use" are therefore discussed in this study. Taking "technological anxiety" as the moderating variable to develop the questionnaire scale, the quantitative research with structural equation model is applied to discuss the older adults' intention to use smart health wearable devices. The questionnaire was distributed to older adults' community care centers, senior centers, and senior learning centers in Taiwan, and to an older adults' group above the age of 60 with experience in using smart bracelets. A total of 200 questionnaires were distributed, and 183 were retrieved, with 166 valid copies. The research results reveal that users with higher technology readiness, and older adult users with higher technological interactivity, present a higher perceived ease of use and perceived usefulness. Technological anxiety would affect users' attitude and further influence the intention to use. The research results could help understand older adults' needs for using smart health wearable devices.
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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.