ReviewHealthcare (Basel, Switzerland)2021
Influencing Factors of Acceptance and Use Behavior of Mobile Health Application Users: Systematic Review.
Review in Healthcare (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 68 papers, 5 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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
68 citing papers in PubMed, 5 syntheses or guidelines pooled it, 153 citations in OpenAlex.
- Evaluating the Effectiveness of Mobile Apps on Medication Adherence for Chronic Conditions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- The Role of Mobile Apps in Obesity Management: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Evaluation of Patient-Facing Mobile Apps to Support Physiotherapy Care: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Factors Influencing Adherence to mHealth Apps for Prevention or Management of Noncommunicable Diseases: Systematic Review.Journal of medical Internet research · 2022Pooled it
- Middle-aged and older adults' acceptance of mobile nutrition and fitness apps: A systematic mixed studies review.PloS one · 2022Pooled it
- Efficacy of an app-based multimodal lifestyle intervention on body weight in persons with obesity: results from a randomized controlled trial.International journal of obesity (2005) · 2024Trial
- Factors Influencing Telehealth Service Use and Health Outcomes in Patients Undergoing Continuous Ambulatory Peritoneal Dialysis: Cross-Sectional Study.Journal of medical Internet research · 2023Trial
- Evaluating the Impact of an mHealth Platform for Managing Acute Postoperative Dental Pain: Randomized Controlled Trial.JMIR mHealth and uHealth · 2023Trial
- Establishing a usability cut-point for the health information technology usability evaluation scale (Health-ITUES).International journal of medical informatics · 2022Trial
- Impact of mobile health interventions for mental health literacy: A systematic review and meta-analysis of randomized controlled trials.PLOS digital health · 2026Article
- Observational
- Sleep in the age of technology: the use of sleep apps and perceived impact on sleep and sleep habits.Frontiers in psychology · 2026Article
- Article
- Unraveling the Factors Associated With Digital Health Intervention Uptake: Cross-Sectional Study.JMIR mHealth and uHealth · 2025Article
- Article
- Adherence-based experiences with a personalized self-care program for type 2 diabetes in South Korea: a mixed-methods study.Journal of Korean biological nursing science · 2025Article
- Health apps: a cross-sectional study exploring patient motivations and usage implications.BMC public health · 2025Article
- Mobile Health Adoption in High-Risk Pregnancies Using Cluster Analysis of Biopsychosocial Outcomes: Observational Longitudinal Cohort Study.JMIR human factors · 2025Observational
- Mobile Admission Process and Administrative Turnaround Time for Hospitalization of Outpatients: A Retrospective Study.Applied clinical informatics · 2025Article
- Health Consumers' Use and Perceptions of Health Information from Generative Artificial Intelligence Chatbots: A Scoping Review.Applied clinical informatics · 2025Article
8 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Purpose/Significance: Mobile health applications provide a convenient way for users to obtain health information and services. Studying the factors that influence users' acceptance and use of mobile health applications (apps or Apps) will help to improve users' actual usage behavior. Method/Process: Based on the literature review method and using the Web of Science core database as the data source, this paper summarizes the relevant research results regarding the influencing factors of the acceptance and use behavior of mobile health application users and makes a systematic review of the influencing factors from the perspectives of the individual, society, and application (app or App) design. Result/Conclusion: In terms of the individual dimension, the users' behavior is influenced by demographic characteristics and motivations. Social attributes, source credibility, and legal issues all affect user behavior in the social dimension. In the application design dimension, functionality, perceived ease of use and usefulness, security, and cost are the main factors. At the end of the paper, suggestions are given to improve the users' acceptability of mobile health applications and improve their use behavior.
Indexed as
Identifiers
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.