Evidence map›Paper›PMID 41368170›Full record

ArticleFrontiers in psychology2025

The influence of fitness celebrity livestream on women's exercise behavior intention: a moderated mediation model.

Jianfeng He, Zijun Yao, Yuwen Shangguan, Huan Li

Abstract read
In one paragraph

Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–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

1 citing paper in PubMed.

  1. 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.

Jianfeng HeWushu College, Chengdu Sports University, Chengdu, China.
Zijun YaoSocial Science Research on the Sport and Exercise, Loughborough University, Loughborough, United Kingdom.
Yuwen ShangguanDepartment of Exercise Physiology, Kunsan National University, Jeollabuk-do, Republic of Korea.
Huan LiDepartment of Articular Orthopaedics, The First People's Hospital of Changzhou, The Third Affiliated Hospital of Soochow University, Changzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Utilizing the S-O-R model as a guide, this research delved into how celebrity characteristics and media content characteristics impact women's behavioral intentions. The study zeroed in on the role of body satisfaction as a moderator in the relationship between social presence and women's exercise behavioral intentions. The aim is to reveal the intrinsic mechanism of the influence of fitness stars' live streaming on women's exercise behavior intention and to provide theoretical support to enhance women's exercise intention, improve physical health, and help the implementation of the national health strategy. This study provides important theoretical support for the implementation of the national health strategy. Methods: A cross-sectional questionnaire survey was administered to a convenience sample of 382 female participants. Data analysis was performed using SPSS and AMOS; reliability analysis was first conducted to assess measurement consistency, followed by confirmatory factor analysis to validate the measurement model. Common method bias was then assessed using Harman's single-factor test. Finally, both regression analysis and structural equation modeling were employed to test the hypothesized relationships in the theoretical framework. Results: Social presence mediated the relationship between celebrity characteristics: expertise ( Conclusion: This study provides key theoretical and practical contributions by validating social presence as a mediator and body satisfaction as a moderator in the relationship between live-streaming stimuli and women's behavioral intentions.

Indexed as

body satisfactioncelebrity livestreamexercise behavioral intentionssocial presencewomen

Identifiers

PMID41368170
PMCPMC12683361

What OpenQuestion holds

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Registered trials

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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.