Evidence map›Paper›PMID 42433494›Full record

ArticleFrontiers in psychology2026

The relationship between perfectionism, neuroticism, and exercise addiction risk: a latent profile analysis and the mediating role of social physique anxiety.

Junhao Weng, Chen Tang, Linbo Sha

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

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Junhao WengSchool of Physical Education, Henan University, Kaifeng, China.
Chen TangSchool of Physical Education, Henan University, Kaifeng, China.
Linbo ShaSchool of Physical Education, Henan University, Kaifeng, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Exercise addiction (EA) is an emerging public health concern among university students, yet limited attention has been paid to heterogeneity in personality-related risk profiles. This study aimed to identify latent profiles based on perfectionism and neuroticism and to examine whether social physique anxiety (SPA) statistically mediates the association between these profiles and EA. Methods: Between April and May 2025, this study surveyed 481 university students using the Frost Multidimensional Perfectionism Scale (FMPS), the NEO Five-Factor Inventory-Neuroticism Subscale (NEO-FFI-N), the Social Physique Anxiety Scale (SPAS), and the Exercise Addiction Inventory (EAI). Data from 481 participants were processed using SPSS 26.0. Latent profile analysis was conducted using Mplus 8.0, and mediation analysis was performed using the PROCESS 4.1 macro. Results: Latent profile analysis identified three perfectionism-neuroticism profiles: low (32.64%), moderate (57.38%), and high (9.98%). Compared with the low perfectionism-neuroticism profile, both the moderate and high profiles were associated with higher EAI scores. The mediation analysis was consistent with a partial statistical mediating role of SPA in these associations. For the moderate profile, the total effect on EAI scores was 0.78 (SE = 0.10, 95% CI [0.59, 0.97]), the direct effect was 0.54 (SE = 0.10, 95% CI [0.35, 0.73]), and the indirect effect through SPA was 0.24 (SE = 0.04, 95% CI [0.16, 0.34]). For the high profile, the total effect on EAI scores was 1.60 (SE = 0.16, 95% CI [1.28, 1.92]), the direct effect was 1.18 (SE = 0.16, 95% CI [0.86, 1.50]), and the indirect effect through SPA was 0.43 (SE = 0.08, 95% CI [0.28, 0.60]). Conclusion: University students with high-risk personality traits showed higher EAI scores, partly through elevated SPA. This psycho-behavioral association highlights the need to move beyond a purely behavior-focused perspective and adopt a more integrated approach that considers both personality traits and social evaluative sensitivity. Enhancing identification and intervention mechanisms for at-risk individuals may help promote more stable and sustainable patterns of physical activity among university populations.

Indexed as

exercise addictionlatent profile analysisneuroticismperfectionismsocial physical anxiety

Identifiers

PMID42433494
PMCPMC13350270

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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.