ArticleJMIR formative research2019
The Role of Age, Education, and Digital Health Literacy in the Usability of Internet-Based Cognitive Behavioral Therapy for Chronic Pain: Mixed Methods Study.
Article in JMIR formative research, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Efficacy of Technology-Based Interventions on the Reduction of Loneliness: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Advancing equity in routine-care internet-delivered cognitive behaviour therapy: Representativeness, outcomes, engagement, and satisfaction.Internet interventions · 2026Article
- Age-differentiated impacts of digital health literacy and anxiety syndrome on hypochondriasis during the COVID-19 pandemic in South Korea: a cross-sectional study.Journal of Korean biological nursing science · 2025Article
- Sociodemographics and Digital Health Literacy in Using Wearables for Health Promotion and Disease Prevention: Cross-Sectional Nationwide Survey in Germany.Journal of prevention (2022) · 2025Article
- Pharmaceutical Analysis of Inpatient Prescriptions: Systematic Observation of Hospital Pharmacists' Practices in the Early User-Centered Design Phase.JMIR human factors · 2025Article
- Understanding Multi-Level Factors Impacting Digital Health Literacy in the Deep South of the United States.International journal of environmental research and public health · 2024Article
- Expanding a Behavioral View on Digital Health Access: Drivers and Strategies to Promote Equity.Journal of medical Internet research · 2024Article
- Technology-Enabled Senior Living: A Preliminary Report on Stakeholder Perspectives.Healthcare (Basel, Switzerland) · 2024Article
- Digital Health Equity and Tailored Health Care Service for People With Disability: User-Centered Design and Usability Study.Journal of medical Internet research · 2023Article
- Predicting and Empowering Health for Generation Z by Comparing Health Information Seeking and Digital Health Literacy: Cross-Sectional Questionnaire Study.Journal of medical Internet research · 2023Article
- Digital literacy as a new determinant of health: A scoping review.PLOS digital health · 2023Article
- The effects of a mobile-based multi-domain intervention on cognitive function among older adults.Preventive medicine reports · 2023Article
- Perceptions of a Digital Mental Health Platform Among Participants With Depressive Disorder, Anxiety Disorder, and Other Clinically Diagnosed Mental Disorders in Singapore: Usability and Acceptability Study.JMIR human factors · 2023Article
- Evaluation of Usability and User Experience of Oncodoc 's M-Health Application for Early Detection of Cancer.Asian Pacific journal of cancer prevention : APJCP · 2022Article
- Digital Health Literacy: Bibliometric Analysis.Journal of medical Internet research · 2022Article
- Behavioral Patterns of Supply and Demand Sides of Health Services for the Elderly in Sustainable Digital Transformation: A Mixed Methods Study.International journal of environmental research and public health · 2022Article
- Current status and influencing factors of digital health literacy among community-dwelling older adults in Southwest China: a cross-sectional study.BMC public health · 2022Article
- The relationship between patients' income and education and their access to pharmacological chronic pain management: A scoping review.Canadian journal of pain = Revue canadienne de la douleur · 2022Article
- How smart senior care can achieve value co-creation: Evidence from China.Frontiers in public health · 2022Article
- Effects of User Characteristics on the Usability of a Home-Connected Medical Device (Smart Angel) for Ambulatory Monitoring: Usability Study.JMIR human factors · 2021Article
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundInternet-based cognitive behavior therapy (iCBT) can be effective in mental and somatic health care. Research on the feasibility of internet interventions in clinical practice is, however, still scarce. Studies with a focus on the patient regarding usability of interventions and digital health literacy skills are especially lacking.
objectiveThe goal of this study was to assess the usability of an iCBT for chronic pain, Master Your Pain, and the relationship between its usability outcomes and the factors age, educational level, and digital health literacy skills. The aims were to determine what changes were needed in the program for sufficient usability and which individual characteristics were related to the usability of the program.
methodsPatients were recruited from two mental health care practices. A mixed methods approach was used in this study. A qualitative observational study comprising performance tasks in the iCBT program was used to test usability. A quantitative questionnaire was used to measure possible related constructs. Usability was operationalized as the number of tasks that could be completed and the type and number of problems that occurred while doing so. Performance tasks were set up to measure 6 digital skills: (1) operating the computer and internet browser, (2) navigation and orientation, (3) using search strategies, (4) evaluating relevance of content, (5) adding personal content, and (6) protecting and respecting privacy. Participants were asked to think aloud while performing the tasks, and screen activities and webcam recordings were captured. The qualitative observational data was coded using inductive analysis by two independent researchers. Correlational analyses were performed to test how usability relates to sociodemographics and digital health literacy.
resultsA total of 32 patients participated, with a mean age of 49.9 years and 84% (27/32) being female. All performance tasks except one (fill in a diary registration) could be completed independently by more than 50% of the participants. On operational, navigation, and search levels, participants struggled most with logging in, logging out, and finding specific parts of the intervention. Half of the sample experienced problems evaluating the relevance and adding content to the program to some extent. Usability correlated moderately negatively with age and moderately positively with digital health literacy skills but not with educational level.
conclusionsThe results provide insight into what is essential for proper usability regarding the design of an iCBT program considering variations in age, educational level, and digital health literacy. Furthermore, the results provide insight into what type of support is needed by patients to properly use the intervention. Tailoring support among the needs of certain age groups or skill levels could be beneficial and could range from no extra support (only online feedback, as intended) to practical support (an additional usability introduction session) to blended care (combined face-to-face sessions throughout the therapy).
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