ArticleJMIR mHealth and uHealth2021
Influences on the Uptake of Health and Well-being Apps and Curated App Portals: Think-Aloud and Interview Study.
Article in JMIR mHealth and uHealth, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it, 36 citations in OpenAlex.
- Smartphone Apps for Cardiovascular and Mental Health Care: Digital Cross-Sectional Analysis.JMIR mHealth and uHealth · 2025Pooled it
- Prevention and treatment of social anxiety disorder in adolescents: mixed method randomised controlled trial of the guided online intervention SOPHIE.Scientific reports · 2025Trial
- Management of dementia risk factors by memory clinic patients and professionals: Pilot study of the BreinZorg (BrainCare) online platform.Journal of Alzheimer's disease : JAD · 2026Article
- Trust and Use of Recommendations for Health Apps Among European Residents: Cross-Sectional Survey.JMIR mHealth and uHealth · 2026Observational
- Factors Influencing Engagement in a Digital Substance Use Prevention Program: Qualitative Study Using the Capability, Opportunity, Motivation Model and Theoretical Domains Framework.JMIR mHealth and uHealth · 2025Article
- Study on the "digital divide" in the continuous utilization of Internet medical services for older adults: Combination with PLS-SEM and fsQCA analysis approach.International journal for equity in health · 2025Article
- Eliciting Preferences for the Uptake of Smoking Cessation Apps: Discrete Choice Experiment.Journal of medical Internet research · 2025Article
- Evaluating mobile apps for sun protection: content analysis and user preferences in a two-part study.Health psychology and behavioral medicine · 2025Article
- Evaluating the Impact of a Dutch Sexual Health Intervention for Adolescents: Think-Aloud and Semistructured Interview Study.JMIR formative research · 2024Article
- Web-Based Tool Designed to Encourage Supplemental Nutrition Assistance Program Use in Urban College Students: Usability Testing Study.JMIR formative research · 2024Article
- Feasibility and Acceptability of a Health App Platform Providing Individuals With a Budget to Purchase Preselected Apps to Work on Their Health and Well-Being: Quantitative Evaluation Study.JMIR formative research · 2024Article
- A Health App Platform Providing a Budget to Purchase Preselected Apps as an Innovative Way to Support Public Health: Qualitative Study With End Users and Other Stakeholders.JMIR formative research · 2023Article
- Exploring how informed mental health app selection may impact user engagement and satisfaction.PLOS digital health · 2023Article
- Current challenges for evaluating mobile health applications.Journal of the American Medical Informatics Association : JAMIA · 2023Article
- Assessing the Dynamics of the Mental Health Apple and Android App Marketplaces.Journal of technology in behavioral science · 2023Article
- "I feel like it is asking if he is a stalker … but I also feel like it is asking if he cares": exploring young South African women and men's perceptions of the Sexual Relationship Power Scale.BMC public health · 2022Article
- Process and Information Needs When Searching for and Selecting Apps for Smoking Cessation: Qualitative Study Using Contextual Inquiry.JMIR human factors · 2022Article
- Impact of social influence on users' continuance intention toward sports and fitness applications.Frontiers in public health · 2022Article
- Perceptions of Factors Influencing Engagement With Health and Well-being Apps in the United Kingdom: Qualitative Interview Study.JMIR mHealth and uHealth · 2021Article
- Understanding Uptake of Digital Health Products: Methodology Tutorial for a Discrete Choice Experiment Using the Bayesian Efficient Design.Journal of medical Internet research · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundHealth and well-being smartphone apps can provide a cost-effective solution to addressing unhealthy behaviors. The selection of these apps tends to occur in commercial app stores, where thousands of health apps are available. Their uptake is often influenced by popularity indicators. However, these indicators are not necessarily associated with app effectiveness or evidence-based content. Alternative routes to app selection are increasingly available, such as via curated app portals, but little is known about people's experiences of them.
objectiveThe aim of this study is to explore how people select health apps on the internet and their views on curated app portals.
methodsA total of 18 UK-based adults were recruited through social media and asked during an in-person meeting to verbalize their thoughts while searching for a health or well-being app on the internet on a platform of their choice. The search was then repeated on 2 curated health app portals: the National Health Service Apps Library and the Public Health England One You App portal. This was followed by semistructured interviews. Data were analyzed using framework analysis, informed by the Capability, Opportunity, Motivation-Behavior model and the Theoretical Domains Framework.
resultsSearching for health and well-being apps on the internet was described as a minefield. App uptake appeared to be influenced by participants' capabilities such as app literacy skills and health and app awareness, and opportunities including the availability of apps, app esthetics, the price of an app, and social influences. Motivation factors that seemed to affect the uptake were perceived competence, time efficiency, perceived utility and accuracy of an app, transparency about data protection, commitment and social identity, and a wide range of emotions. Social influences and the perceived utility of an app were highlighted as particularly important. Participants were not previously aware of curated portals but found the concept appealing. Curated health app portals appeared to engender trust and alleviate data protection concerns. Although apps listed on these were perceived as more trustworthy, their presentation was considered disappointing. This disappointment seemed to stem from the functionality of the portals, lack of user guidance, and lack of tailored content to an individual's needs.
conclusionsThe uptake of health and well-being apps appears to be primarily affected by social influences and the perceived utility of an app. App uptake via curated health app portals perceived as credible may mitigate concerns related to data protection and accuracy, but their implementation must better meet user needs and expectations.
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What OpenQuestion holds
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.