ArticleJournal of medical Internet research2025
The Chain Mediation Role of Self-Efficacy, Health Literacy, and Physical Exercise in the Relationship Between Internet Use and Older Adults' Health: Cross-Sectional Questionnaire Study.
Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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13 citing papers in PubMed.
- Generative AI Engagement and Perceived Nutrition-Oriented Feeding Practices Among Urban Indonesian Mothers: Mixed Methods Study.JMIR pediatrics and parenting · 2026Article
- Digital Divide Among U.S. Adults with and without Cancer: Prevalence and Associated Factors.Journal of cancer education : the official journal of the American Association for Cancer Education · 2026Article
- Associations of General Self-Efficacy and Digital Health Literacy with Self-Management and Intention to Use Digital Health Services Among Adults Aged 50 Years and Older with Chronic Disease: A Cross-Sectional Study.International journal of environmental research and public health · 2026Article
- Psychological Competences Mediating the Adoption of Health Behaviors in Adults Through Internet, Social Media and Online Games: A Systematic Review.Behavioral sciences (Basel, Switzerland) · 2026Review
- Research on the influence of psychological fatigue of short track speed skaters on sports motivation.Frontiers in psychology · 2026Article
- The impact of digital literacy on health behaviors among middle-aged and older adults: the mediating roles of proactive health awareness and social capital.Frontiers in public health · 2026Article
- Social media use and depression among middle-aged and older Chinese adults: mediating roles of health literacy and perceived social support.Frontiers in public health · 2026Article
- The relationship between social capital, self-efficacy, and health-related quality of life in rural empty-nest older adults with chronic diseases: a latent profile and mediation analysis.Frontiers in public health · 2026Article
- Mental health implications in the older adults of internet access in China.Frontiers in public health · 2026Article
- Associations between physical exercise and aging anxiety among older adults: a serial statistical mediation analysis involving self-efficacy and health anxiety.Frontiers in public health · 2026Article
- Article
- Bridging the urban-rural divide: digital literacy as a catalyst for enhancing physical exercise participation in China.Frontiers in public health · 2025Article
- Article
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4 authors.
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Abstract
backgroundWith the widespread use of the internet, the number of older internet users is rapidly increasing. However, the role of individual factors such as self-efficacy, health literacy, and physical exercise in the chain of influence between internet use and the health of older adults is unclear.
objectiveOn the basis of the media effects theory and the health belief model, we aimed to explore the relationship between internet use and self-rated health among Chinese older adults. We also analyzed the mediating roles of self-efficacy, health literacy, and physical exercise and examined how these mediating effects varied by sex, residence, and per capita monthly household income groups. In addition, we investigated the moderating effect of education level.
methodsWe included 1147 participants aged ≥60 years from the 2021 Psychology and Behavior Investigation of Chinese Residents project in this study. Using a combination of multiple linear regression and bootstrap testing, we constructed a chain mediation model and a moderated chain mediation model to examine how internet use affects older adults' health through self-efficacy, health literacy, and physical exercise. In addition, we explored the marginal effects of education level within each mediation pathway.
resultsInternet use significantly improved the self-rated health of older adults (B=2.183; P<.001), and this improvement was exclusively mediated by self-efficacy (B=0.502; P<.001), health literacy (B=5.415; P<.001), and physical exercise (B=3.449; P<.001). These three factors could act as independent mediators or form sequential chain mediation pathways. In heterogeneity analysis, the total indirect effects were more pronounced among female participants (B=1.965; P<.05) and individuals with middle (B=1.971; P<.05) to high (B=2.710; P<.05) income levels. Furthermore, education level moderated the relationships between internet use and self-efficacy (B=0.452; P=.003) and between internet use and self-rated health (B=1.284; P=.01). This suggests that the positive influence of internet use on self-rated health was more pronounced among older adults with higher education.
conclusionsThe findings of this study suggested that internet use can positively influence older adults' self-rated health through the chain mediated effects of self-efficacy, health literacy, and physical exercise. This chain mediated effect was more pronounced among those with higher levels of education. In the future, efforts should be made to promote internet use among older persons by developing age-friendly digital platforms and expanding digital training and health education. Moreover, older persons should be encouraged to participate in volunteer activities to increase their self-efficacy and improve their health.
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