Evidence map›Paper›PMID 42851376›Full record

ArticleFrontiers in public health2026

BMI moderates the association between physical fitness and spherical equivalent in Chinese college students: a cross-sectional study.

Jiahuan He, Feng Li, Fengjie Gu, Yonghua Wang

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Jiahuan He *School of Medical Humanities and Management, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Feng Li *Department of Sport Science, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Fengjie GuSchool of Medical Humanities and Management, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Yonghua WangSchool of Medical Humanities and Management, Wenzhou Medical University, Wenzhou, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Myopia has become a global public health crisis, with young adults representing a priority population for prevention. While physical fitness is recognized as a protective factor, whether this protection is uniformly distributed across different BMI subgroups remains unclear. This study examined the moderating role of BMI in the relationship between physical fitness and spherical equivalent (SE) among Chinese university students. Methods: A cross-sectional study was conducted with 300 college students (100 normal weight, 100 overweight, 100 obese) from Zhejiang Province, China. Physical fitness and SE were measured using standardized protocols. Multiple linear regression, adjusted for sex, was performed to test the moderating effect of BMI. Results: Physical fitness was independently associated with SE (Model 1: Conclusion: Physical fitness protects against myopia in college students, but this benefit is significantly diminished among those with higher BMI, revealing heterogeneity in intervention effectiveness across weight subgroups. From a public health perspective, this finding suggests that universal physical activity promotion alone may not confer equitable vision benefits across all BMI groups. Stratified intervention strategies-combining weight management with structured exercise for overweight/obese subgroups-are warranted to ensure equitable outcomes in population-level myopia prevention.

Indexed as

Body Mass IndexMyopiaPhysical FitnessStudentsAdolescentChinaCross-Sectional StudiesFemaleHumansMaleUniversitiesYoung Adultbody mass indexeffect modificationhealth disparitiesmyopiaphysical fitnessspherical equivalent

Identifiers

PMID42851376
PMCPMC13646059

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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.