Evidence map›Paper›PMID 41271953›Full record

ArticleScientific reports2025

The impact of physical activity on innovative behavior: a moderated mediation model.

Mengfen Liu, Jiawei Chen, Guangyao Zhu, Junke Wang, Zeng Zhou

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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

5 authors.

Mengfen Liu *Hunan Mechanical & Electrical Polytechnic, Changsha City, 410000, Hunan Province, China.
Jiawei Chen *Hunan Mechanical & Electrical Polytechnic, Changsha City, 410000, Hunan Province, China.
Guangyao ZhuHunan Mechanical & Electrical Polytechnic, Changsha City, 410000, Hunan Province, China.
Junke WangSouthwest Medical University School of Physical Education, Luzhou City, 646000, Sichuan Province, China. 18190020290@163.com.
Zeng ZhouDepartment of Physical Education, Central South University, Changsha City, 410083, Hunan Province, China.

Funding

Ministry of Education Humanities and Social Science Youth Project "Number Intelligence Empowering College Students Physical Health Wisdom System Construction and Empirical Tracking Research" (23YJC890059)The project of Bashu Sports Culture Research Center of Sports Culture Research Base of State General Administration of Sports "Evaluation and Countermeasures of Sports Intangible Cultural Heritage inheritance in Tuojiang River Basin" (24BSB10)
6 · The paper itself

Abstract

In contemporary educational practices, the innovative behavior of secondary school students is frequently inhibited by exam pressure, limiting opportunities for generating and implementing innovative ideas. Activating innovative potential through non-cognitive skill interventions during secondary school has become a crucial factor in cultivating innovative talent for higher education. This study aims to explore the impact of physical activity on the innovative behavior of middle school students. It constructs a theoretical model using Self-Determination Theory (SDT) as the core framework, with body image state as a mediator and perceived school climate as a moderator. Using the Physical Activity Scale, Body Image State Scale, Perceived School Climate Scale, and Innovative Behavior Scale, a survey was conducted with 1,643 middle school students, and hypotheses were tested through SPSS 26.0 and the PROCESS macro. (1) Physical activity significantly positively predicts innovative behavior; (2) Body image state mediates the relationship between physical activity and innovative behavior; (3) Perceived school climate moderates the relationship between physical activity and innovative behavior, with a strengthening moderation effect. Physical activity promotes innovative behavior by enhancing body image state, and supportive school resources and inclusive interpersonal environments strengthen this process. This study provides theoretical support and an operational model for integrating "physical education + innovation development" in secondary schools.

Indexed as

Body image stateInnovative behaviourPerceived school climatePhysical activitySecondary school students

Identifiers

PMID41271953
PMCPMC12639113

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.