Evidence map›Paper›PMID 39687522›Full record

ArticleDigital health

Influence of social media fitness influencers' credibility on users' physical activity intentions.

Lidong Wang, Xiuhong Li, Donghai Wang, Jianyong Zhu

Abstract read
In one paragraph

Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. The Impact of Social Media on Public Health and Education: Mechanisms, Vulnerabilities, and Policy Implications.European journal of investigation in health, psychology and education · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Lidong WangSchool of Physical Education, Nanjing University of Posts and Telecommunications, Nanjing, China.ORCID https://orcid.org/0000-0003-0944-9464
Xiuhong LiDepartment of Physical Education, Harbin Institute of Technology, Weihai, China.
Donghai WangSchool of Physical Education, Nanjing University of Posts and Telecommunications, Nanjing, China.
Jianyong ZhuSchool of Physical Education, Nanjing University of Posts and Telecommunications, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study explores how trustworthiness, expertise, and attractiveness of fitness influencers affect Chinese users' attitudes, subjective norms, perceived behavioral control, and intentions to engage in fitness activities on social media. By integrating the Theory of Planned Behavior with source credibility theory, this research examines the effectiveness of digital health communication in China, offering a novel approach. Methods: Data were collected through a cross-sectional survey using convenience sampling, targeting 339 active fitness video viewers on DouYin, China's premier short video platform. The survey was administered via the professional online platform Sojump.com. Participants, active followers of various fitness influencers, engaged with diverse types and durations of fitness videos. Confirmatory factor analysis and structural equation modeling validated the measurement and structural models, rigorously examining the hypothesized relationships within the study. Results: Trustworthiness and expertise of influencers significantly influenced users' attitudes and perceived behavioral control, crucially affecting their intentions to engage in fitness activities. Unlike trustworthiness and expertise, attractiveness had no significant impact on subjective norms. Gender did not moderate these effects, indicating a consistent influencer impact across male and female users. Conclusions: This research underscores the critical role of credible fitness influencers in enhancing engagement with health-promotive behaviors on social media. It emphasizes that authenticity and reliability are more influential than attractiveness in promoting health behaviors. This study advances our understanding of effective health communication on social media and offers practical insights for leveraging influencer credibility in public health campaigns.

Indexed as

physical activity intentionsSocial media fitness influencerssource credibilitytheory of planned behavior

Identifiers

PMID39687522
PMCPMC11648026

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.