ArticleInternational journal of nursing sciences2020
Continuous use of fitness apps and shaping factors among college students: A mixed-method investigation.
Article in International journal of nursing sciences, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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
15 citing papers in PubMed.
- Drivers of Continued Fitness Short Video Usage: An Integrated Model of Technology Acceptance and Health Beliefs.Behavioral sciences (Basel, Switzerland) · 2026Article
- Associations of accelerometer-measured physical activity, sedentary behaviour and different types of smartphone apps usage among university students: a 7-day tracking study.BMC public health · 2025Article
- Survival analysis for predicting fitness app user churn.mHealth · 2025Article
- Perceived ease of use, perceived enjoyment, and continuance intention as predictors of medical students' well-being in hybrid learning: an extended TAM approach.Frontiers in psychology · 2025Article
- Barriers and facilitators to engaging with a digital self-management programme for painful distal upper limb musculoskeletal disorders: A qualitative exploratory study.Health expectations : an international journal of public participation in health care and health policy · 2024Article
- Comprehensive analysis of college students' autonomous fitness behavior-a narrative review.Frontiers in sports and active living · 2024Review
- Continuous usage intention of mobile health services: model construction and validation.BMC health services research · 2023Article
- Motivation crowding effects on the intention for continued use of gamified fitness apps: a mixed-methods approach.Frontiers in psychology · 2023Article
- Importance-performance analysis in fitness apps. A study from the viewpoint of gender and age.Frontiers in public health · 2023Article
- Identifying major impact factors affecting the continuance intention of mHealth: a systematic review and multi-subgroup meta-analysis.NPJ digital medicine · 2022Review
- The Barriers and Facilitators to the Use of Lifestyle Apps: A Systematic Review of Qualitative Studies.European journal of investigation in health, psychology and education · 2022Review
- Influencing Factors of College Students' Use of Sports Apps in Mandatory Situations: Based on UTAUT and SDT.BioMed research international · 2022Article
- Medicine together with humanities and media: An MHM model to move forward for health communication studies.International journal of nursing sciences · 2020Article
- Article
- Intrinsic motivations in health and fitness app engagement: A mediation model of entertainment.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
objectiveThis current study pursued an exploration of the psychological mechanism that determines college students' continuance intention to use fitness apps.
methodsThis current study adopted a mixed methods research that composed two distinct phases. Study 1 was quantitative research that helped to identify determinants of Chinese college students' continuance intention to use. A self-reported questionnaire was completed by 379 college students to ascertain their user experience. Study 2 was qualitative research. A semi-structured interview was conducted with a sample of 10 college students. Study 2 can be seen as a follow-up study and it pursued an in-depth understanding on how college students use fitness apps in the everyday life and their views towards study 1's major findings.
resultsThe results revealed that five factors (confirmed usefulness, confirmed ease of use, satisfaction, fitness achievement and social connection) were found to significantly and positively affect college students' continuous intention to use fitness apps. Entertainment did not show obvious impact. In the interview, college students reported that even if they don't obtain entertainment from fitness apps, they will still push themselves to use them, because they have a very specific goal when using fitness apps, which is to achieve health and fitness.
conclusionThese findings indicated that successful fitness apps should make users feel convenient to use and indeed improves the fitness user's efficiency. Besides, people are more eager to get the information with strong credibility with the negligible effort. This implies more efforts should be made to design apps that can provide high-quality services. Moreover, if apps designers can pay more attention to protecting the personal information and data, it will inspire more people to use social connection functions.
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.