Evidence map›Paper›PMID 42183534›Full record

ArticleFrontiers in psychology2026

Psychological and physiological moderators of perceived exertion in aerobics: a repeated-measures study.

Xiaoxue Gao, Jincheng Zhao, Tongkai Zhao, Yong-Gwan Song, Yuyao Zhi, Xinyi He

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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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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

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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Xiaoxue GaoPukyong National University, Busan, Republic of Korea.
Jincheng ZhaoXinjiang University of Science and Technology, Korla, China.
Tongkai ZhaoParty School of the CPC Yanjin County Committee, Xinxiang, Henan, China.
Yong-Gwan SongPukyong National University, Busan, Republic of Korea.
Yuyao ZhiXinjiang University of Science and Technology, Korla, China.
Xinyi HeChengdu Sport University, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: Perceived exertion is a central marker of exercise intensity, yet individuals differ substantially in how hard a standardized workload feels. This study examined whether anthropometric, physiological, and psychological characteristics moderate the association between achieved heart rate reserve (HRR) and perceived exertion during standardized step-aerobics. Methods: A total of 126 young adults (18-35 years; 63 females, 63 males) completed three step-aerobics sessions targeted to light, moderate, and vigorous intensities (40%, 60%, and 75%-80% HRR). Heart rate and rating of perceived exertion (RPE; Borg 6-20) were recorded every 3 min, yielding 1,134 repeated observations. Baseline assessments included anthropometry, bioimpedance-derived body composition, Cooper-test-estimated cardiorespiratory fitness, and psychological questionnaires assessing exercise self-efficacy, BIS/BAS, trait anxiety, interoceptive sensibility (MAIA-2), intensity preference, and intensity tolerance. Repeated-measures generalized estimating equation models tested prespecified HRR × moderator interactions, and exploratory models examined session-specific MAIA-2 effects and the HRR × MAIA-2 × sex interaction. Results: Perceived exertion increased strongly with HRR overall (B = 0.167, 95% CI [0.157, 0.176], standardized Conclusion: When step-aerobics is standardized by relative internal load, achieved HRR is the dominant determinant of perceived exertion. Physiological status contributes little additional moderation, whereas interoceptive sensibility showed only limited exploratory evidence of a small association with lower perceived exertion at moderate intensity.

Indexed as

aerobicsperceived effortphysical exercisephysical fitnesspsychological traits

Identifiers

PMID42183534
PMCPMC13189887

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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.