Evidence map›Paper›PMID 42063962›Full record

ArticleFrontiers in nutrition2026

The relationship between restrained eating and physical activity among female university students: a cross-lagged study.

Chang Hu, Wenying Huang, Yan Liu

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

3 authors.

Chang Hu *School of Physical Education, Jiangxi Normal University, Nanchang, China.
Wenying Huang *School of Physical Education, Jiangxi Normal University, Nanchang, China.
Yan LiuSchool of Physical Education, Jiangxi Normal University, Nanchang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Restrained eating (RE) is common among female university students and is closely related to weight management and other health-related behaviors. Physical activity (PA), another key health behavior in this population, may both influence and be influenced by RE. However, existing evidence is predominantly cross-sectional, limiting understanding of their reciprocal longitudinal relationship. Objective: This study aimed to examine the bidirectional longitudinal associations between RE and PA among female university students and to test the longitudinal measurement invariance of both constructs across three waves. Methods: A three-wave longitudinal study was conducted among 813 female university students aged 18-22 years, with assessments administered at 3-month intervals over a 6-month period. RE was assessed using the Restraint subscale of the Dutch Eating Behavior Questionnaire (DEBQ), and PA was measured using the Physical Activity Rating Scale-3 (PARS-3). Descriptive statistics and Pearson correlation analyses were first conducted. Longitudinal measurement invariance of RE and PA was then examined across the three waves at the configural, metric, and scalar levels. Finally, cross-lagged panel models (CLPMs) were estimated within a structural equation modeling framework to test the bidirectional longitudinal associations between RE and PA. Results: Both RE and PA demonstrated acceptable longitudinal measurement invariance across the three waves and significant autoregressive stability over time. Cross-lagged analyses revealed significant bidirectional positive associations. Specifically, RE positively predicted subsequent PA from T1 to T2 ( Conclusion: RE and PA exhibited stable reciprocal longitudinal associations among female university students. These findings suggest that dietary restraint and physical activity may function as mutually reinforcing health-related behaviors in the context of weight and body-shape management. Future interventions should address both behaviors simultaneously to promote healthier and more sustainable behavioral regulation.

Indexed as

cross-lagged panel modelfemale university studentslongitudinal studyphysical activityrestrained eating

Identifiers

PMID42063962
PMCPMC13124600

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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.