Evidence map›Paper›PMID 42523611›Full record

SynthesisFrontiers in psychology2026

Research advances in exercise and cognitive fatigue: a bibliometric analysis and thematic strategic evolution analysis.

Yeting Zhang, Jiangxi Yang, Huangyan Li, Huan Ma

Abstract readSystematic Review
In one paragraph

Synthesis 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.

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

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.

Yeting ZhangCollege of Aviation Physical Education, Civil Aviation Flight University of China, Guanghan, China.
Jiangxi YangCollege of Aviation Physical Education, Civil Aviation Flight University of China, Guanghan, China.
Huangyan LiCollege of Aviation Physical Education, Civil Aviation Flight University of China, Guanghan, China.
Huan MaCollege of Education Science, Sichuan Normal University, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cognitive fatigue (CF), characterized by decrements in executive function and heightened subjective exhaustion resulting from prolonged cognitive exertion, has emerged as a critical determinant of athletic performance and psychophysiological wellbeing. Despite the exponential growth in research output, systematic quantitative analyses of the intellectual structure, evolutionary trajectory, and emerging frontiers within this domain remain scarce. Methods: Drawing upon the Web of Science Core Collection and Scopus databases, this study retrieved publications addressing exercise and cognitive fatigue from 1998 to 2025 using the search strategy: TS = ("physical activity" OR exercise OR sport*) AND TS = ("mental fatigue" OR "cognitive fatigue" OR "mental fog" OR "cognitive weariness*" OR "cognitive exhaustion*"). Following systematic screening, 820 articles were included for bibliometric analysis utilizing Bibliometrix and VOSviewer. Results: Publication output rose modestly (1.84% annually), peaking in 2025 ( Conclusion: This study traces an evolution from pathological fatigue measurement to executive function precision assessment. Bibliometric indicators reveal growing emphasis on cognitive effort as a motor modulator, with co-occurrence patterns identifying dual clusters around subjective perception and performance parameters. Whether this bibliographic convergence reflects validated physiological mechanisms or emerging theoretical hypotheses requires further primary experimental investigation. This analysis provides a complementary, field-level perspective that complements, rather than replaces, primary experimental research.

Indexed as

bibliometricscognitive fatigueexecutive functionknowledge mappingsport performance

Identifiers

PMID42523611
PMCPMC13407266

What OpenQuestion holds

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LicenceCC BY
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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.