ArticleFrontiers in public health2022
Modeling the Intention and Adoption of Wearable Fitness Devices: A Study Using SEM-PLS Analysis.
Article in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 2 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
12 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Patient Acceptance and Barriers to IoT Usage in Health Care: Systematic Literature Review.JMIR mHealth and uHealth · 2026Pooled it
- Research on elderly users' intentions to accept wearable devices based on the improved UTAUT model.Frontiers in public health · 2022Pooled it
- Your words, your conviction: The parallel mediation role of eWOM in the relationship between product involvement and purchase intention of smartwatches.BMC psychology · 2026Article
- Track more, drop less: dual dimensions of usefulness and configurational pathways to sport wearable usage intention for digital public health.Frontiers in public health · 2026Article
- Article
- Article
- Willingness to use smart fetal heart rate monitoring devices among pregnant women: an extension of the technology acceptance model.Frontiers in psychology · 2024Article
- Workout with a Smartwatch: A Cross-Sectional Study of the Effects of Smartwatch Attributes on Flow Experience and Exercise Intentions Depending on Exercise Involvement.Healthcare (Basel, Switzerland) · 2023Article
- Relationship chains of subhealth physical examination indicators: a cross-sectional study using the PLS-SEM approach.Scientific reports · 2023Article
- Web-Based Patient Recommender Systems for Preventive Care: Protocol for Empirical Research Propositions.JMIR research protocols · 2023Article
- Article
- Identifying factors shaping the behavioural intention of Nepalese youths to adopt digital health tools.Healthcare technology lettersArticle
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.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wearable fitness devices (WFDs) are prevalent personal technology that empowers the users' management and supervision of their personal health. The current study explored the impact of health consciousness, health motivation, perceived cost, compatibility, usefulness, and perceived technology accuracy with the intention to use the WFDs. Furthermore, the users' conspicuous consumption and intention promote the usage of WFDs. A cross-sectional and quantitative research design was utilized for the current study, followed by data collection through social media and a final analysis with 1,071 samples data. The data analysis was accomplished with the partial least square regression structural equation modeling. The findings of this study revealed that the users' level of health consciousness, perceived compatibility, usefulness, perceived cost, and technology accuracy significantly influenced the intention to use WFDs. However, the conspicuous consumption and intention indicated the support for the usage behavior of the WFDs. This behavior significantly moderated the relationship between the intention and usage behavior for the WFDs. This study contributed to the theoretical realm for prompting the intention to use the WFDs with personal protection motivation that depicts the coping strategy and technology level attributes that form the intention to use WFDs. The WFDs manufacturers should therefore focus on developing WFDs features that harness usage behavior among the adults. Developing the personal responsibility to reduce the burden of the healthcare system and taking care of personal health could promote the usage of the WFDs.
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.