ArticleJournal of medical Internet research2025
Measuring Digital Health Literacy in Older Adults: Development and Validation 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 18 papers.
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Who cites it
18 citing papers in PubMed.
- Behavioral Barriers to Digital Health and Conditions of Digital Resilience Among Older Adults: Evidence from China.Behavioral sciences (Basel, Switzerland) · 2026Article
- The future digital outpatient clinic for movement disorders: from technological innovation to ethical and systemic implementation-a position paper.Journal of neural transmission (Vienna, Austria : 1996) · 2026Review
- Explainable Machine Learning for Assessing Digital Health Literacy in Older Adults: Validation and Development of a Two-Stage Model Integrating Performance-Based and Self-Assessed Indicators.JMIR medical informatics · 2026Article
- Adoption, digital health literacy, and patient satisfaction of Ayushman Bharat Digital Mission: an analytical cross-sectional study among outpatient department attendees.BMC health services research · 2026Article
- Blockchain-Based Mobile App for Digital Identification of Older Adults in Rural Peru: Design and Usability Evaluation Study.JMIR rehabilitation and assistive technologies · 2026Article
- Association between social capital, eHealth literacy, and digital health literacy among undergraduate students in China: a multigroup analysis based on gender differences.Frontiers in public health · 2026Article
- Digital Geriatric Medical Care in the Era of Big Data: A Narrative Review and Case Study of a Chinese Aged Care Facility.International journal of general medicine · 2026Review
- The influencing factors and generation path of digital health literacy among adolescents: evidence from 18 provinces in China.Frontiers in public health · 2026Article
- The influence of older adults' digital health literacy on health information protection behavior: a moderated mediation model.Frontiers in public health · 2026Article
- Hypertension management profiles in Chinese adults aged 60 years and older.Frontiers in public health · 2026Observational
- Psychometric of the Ferrer-Urbina multidimensional scale of sexual self concept (MSSSC) in the Iranian population.BMC psychology · 2025Article
- A self-report measure of digital skills needed to use digital health tools among older adults-the Skills Measurement and Readiness Training for Digital Health (SMART Digital Health) Scale.Journal of the American Medical Informatics Association : JAMIA · 2025Article
- Development of the Dietary Practices and Food Safety Literacy Scale for Older Adults.Nutrients · 2025Article
- The negative association between health status and digital health literacy among Chinese youth: a cross-sectional study on Chinese general social survey.Frontiers in public health · 2025Article
- What might influence the elderly willingness to participate in "shared elderly care"? A mixed methods study.Frontiers in medicine · 2025Article
- Piloting a cancer awareness app across six European countries: a pre-post study.Frontiers in public health · 2025Article
- Does digital literacy affect the happiness of rural residents? Evidence from China.Frontiers in psychology · 2025Article
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundNew health care services such as smart health care and digital therapeutics have greatly expanded. To effectively use these services, digital health literacy skills, involving the use of digital devices to explore and understand health information, are important. Older adults, requiring consistent health management highlight the need for enhanced digital health literacy skills. To address this issue, it is imperative to develop methods to assess older adults' digital health literacy levels.
objectiveThis study aimed to develop a tool to measure digital health literacy. To this end, it reviewed existing literature to identify the components of digital health literacy, drafted preliminary items, and developed a scale using a representative sample.
methodsWe conducted a primary survey targeting 600 adults aged 55-75 years and performed an exploratory factor analysis on 74 preliminary items. Items with low factor loadings were removed, and their contents were modified to enhance their validity. Then, we conducted a secondary survey with 400 participants to perform exploratory and confirmatory factor analyses.
resultsA digital health literacy scale consisting of 25 items was developed, comprising 4 subfactors: use of digital devices, understanding health information, use and decision regarding health information, and use intention. The model fit indices indicated excellent structural validity (Tucker-Lewis Index=0.924, comparative fit index=0.916, root-mean-square error of approximation=0.088, standardized root-mean-square residual=0.044). High convergent validity (average variance extracted>0.5) and reliability (composite reliability>0.7) were observed within each factor. Discriminant validity was also confirmed as the square root of the average variance extracted was greater than the correlation coefficients between the factors. This scale demonstrates high reliability and excellent structural validity.
conclusionsThis study is a significant first step toward enhancing digital health literacy among older adults by developing an appropriate tool for measuring digital health literacy. We expect this study to contribute to the future provision of tailored education and treatment based on individual literacy levels.
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