ArticleJMIR mHealth and uHealth2016
Tracking Health Data Is Not Enough: A Qualitative Exploration of the Role of Healthcare Partnerships and mHealth Technology to Promote Physical Activity and to Sustain Behavior Change.
Article in JMIR mHealth and uHealth, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 4 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
48 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Patient and Public Willingness to Share Personal Health Data for Third-Party or Secondary Uses: Systematic Review.Journal of medical Internet research · 2024Pooled it
- Usage of Mobile Applications or Mobile Health Technology to Improve Diet Quality in Adults.Nutrients · 2022Pooled it
- Promoting Physical Activity and Weight Loss With mHealth Interventions Among Workers: Systematic Review and Meta-analysis of Randomized Controlled Trials.JMIR mHealth and uHealth · 2022Pooled it
- Experiences of mobile health in promoting physical activity: A qualitative systematic review and meta-ethnography.PloS one · 2018Pooled it
- Efficacy of an mHealth Behavior Change Intervention for Promoting Physical Activity in the Workplace: Randomized Controlled Trial.Journal of medical Internet research · 2023Trial
- One Drop App With an Activity Tracker for Adults With Type 1 Diabetes: Randomized Controlled Trial.JMIR mHealth and uHealth · 2020Trial
- Nurse Coaching and Mobile Health Compared With Usual Care to Improve Diabetes Self-Efficacy for Persons With Type 2 Diabetes: Randomized Controlled Trial.JMIR mHealth and uHealth · 2020Trial
- Brief Report: Active Ingredients for Adherence to a Tracker-Based Physical Activity Intervention in Older Adults.Journal of applied gerontology : the official journal of the Southern Gerontological Society · 2019Trial
- More than A1C: Types of success among adults with type-2 diabetes participating in a technology-enabled nurse coaching intervention.Patient education and counseling · 2019Trial
- Gender-related and Age-related Disparities in Prevalence of the Cardiovascular-Kidney-Metabolic Syndrome Among US Adults From 1999-2020: An Analysis of the NHANES Survey.Kidney medicine · 2026Article
- Digital engagement and physical activity patterns across Chinese populations: a secondary analysis of national survey data.Frontiers in public health · 2026Article
- Exploring Social Media Posts on Lifestyle Behaviors: Sentiment and Content Analysis.JMIR infodemiology · 2025Article
- Article
- Successes and lessons learned from a mobile health behavior intervention to reduce pain and improve health in older adults with obesity and chronic pain: a qualitative study.Frontiers in pain research (Lausanne, Switzerland) · 2024Article
- Article
- Identifying Design Opportunities for Adaptive mHealth Interventions That Target General Well-Being: Interview Study With Informal Care Partners.JMIR formative research · 2023Article
- A RE-AIM Evaluation of a Visualization-Based Electronic Patient-Reported Outcome System.Applied clinical informatics · 2023Article
- Engagement and Outcomes Associated with Contextual Annotation Features of a Digital Health Solution.Journal of diabetes science and technology · 2022Article
- A Theory-Informed, Personalized mHealth Intervention for Adolescents (Mobile App for Physical Activity): Development and Pilot Study.JMIR formative research · 2022Article
- Features and Components Preferred by Adolescents in Smartphone Apps for the Promotion of Physical Activity: Focus Group Study.JMIR human factors · 2022Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
backgroundDespite the recent explosion of the mobile health (mHealth) industry and consumer acquisition of mHealth tools such as wearable sensors and applications (apps), limited information is known about how this technology can sustain health behavior change and be integrated into health care.
objectiveThe objective of the study was to understand potential users' views of mHealth technology, the role this technology may have in promoting individual activity goals aimed at improving health, and the value of integrating mHealth technology with traditional health care.
methodsFour focus groups were conducted with adults interested in sharing their views on how mHealth technology could support wellness programs and improve health. Participants (n=30) were enrolled from an employee population at an academic health institution. Qualitative thematic analysis was used to code transcripts and identify overarching themes.
resultsOur findings suggest that tracking health data alone may result in heightened awareness of daily activity, yet may not be sufficient to sustain use of mHealth technology and apps, which often have low reuse rates. Participants suggested that context, meaning, and health care partnerships need to be incorporated to engage and retain users. In addition to these findings, drivers for mHealth technology previously identified in the literature, including integration and control of health data were confirmed in this study.
conclusionsThis study explores ways that mHealth technologies may be used to not only track data, but to encourage sustained engagement to achieve individual health goals. Implications of these findings include recommendations for mHealth technology design and health care partnership models to sustain motivation and engagement, allowing individuals to achieve meaningful behavior change.
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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.