ReviewFrontiers in sports and active living2025
The rise of unmanned gyms: innovation, spatiotemporal characteristics, and the future of urban fitness.
Review in Frontiers in sports and active living, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
With the acceleration of urbanization and the growing awareness of health, traditional gyms face challenges related to space, time, and operational costs, particularly in meeting the fragmented fitness needs of urban residents. Unmanned gyms, integrating advanced technologies such as the Internet of Things (IoT) and Artificial Intelligence (AI), provide flexible, personalized fitness solutions available 24/7, addressing the increasing fitness demands of modern urban populations. Moreover, through innovative business models such as dynamic pricing, data monetization, and value-added services, unmanned gyms optimize their revenue structures and enhance user experiences. However, despite their significant growth potential, unmanned gyms still face challenges in terms of technology, ethics, and regulation. This paper reviews the current development of unmanned gyms, their spatiotemporal characteristics, and future trends. Future research should focus on the sustainability of technologies, user engagement, and the improvement of regulatory frameworks to foster the healthy growth of the unmanned gym industry.
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.