ArticleDigital health
Association between fitness technology use and physical activity mediated by communication behaviors on social media.
Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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
4 citing papers in PubMed.
- The past, present and future use of technology-enabled physical activity interventions in clinical and non-clinical populations: a bibliometric trend analysis across four decades.Frontiers in digital health · 2026Review
- Ladders to better health? Identifying the cognitive pathways and barriers to value attainment in wearable health device usage.Digital healthArticle
- Article
- Leveraging mobile fitness apps for healthier lifestyles: How affordances drive sustained engagement.Digital healthArticle
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.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: Fitness technologies, such as smartphone applications and wearable tracking devices, have gained widespread popularity. This study had two main objectives: 1) to examine whether fitness technology use is associated with increased physical activity (PA) levels and 2) to investigate whether communication behaviors on social media mediated the association between fitness technology use and PA. Methods: Data were from the U.S. Health Information National Trends Survey 2022 ( Results: Controlling for demographic and other known influences on PA, the findings revealed that users of fitness technology reported higher levels of both moderate PA ( Conclusion: The results underscored the potential of fitness technologies in enhancing PA levels through promoting communication behaviors on social media.
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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.