Evidence map›Paper›PMID 42467181›Full record

ArticleSports medicine - open2026

Temporal Robustness of Mental Fatigue Susceptibility: A One-Year Follow-up Study.

Jelle Habay, Y Laurisa Arenales Arauz, Chao Bian, Kevin De Pauw, Nathalie Pattyn, Bart Roelands, Jeroen Van Cutsem

Registry-linked trialAbstract read
In one paragraph

Article in Sports medicine - open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05576935 (The Individual Response of Healthy Individuals to Mental Fatigue), which is not on this 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.

NCT05576935 nacompletednot on this map

The Individual Response of Healthy Individuals to Mental Fatigue: a Randomized Crossover Trial Investigating the Influence of Internal Factors in the Effects of Mental Fatigue on Human Performance

TypeinterventionalSponsorVrije Universiteit BrusselRan2022 to 2024Enrolled142ConditionsMental FatigueArmsStroop task, Documentary
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

7 authors.

Jelle HabayHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium.ORCID https://orcid.org/0000-0001-9802-8367
Y Laurisa Arenales ArauzHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium.ORCID http://orcid.org/0000-0003-2637-3510
Chao BianHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium.ORCID http://orcid.org/0000-0002-0451-7459
Kevin De PauwHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium.ORCID http://orcid.org/0000-0002-6901-7199
Nathalie PattynHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium.ORCID http://orcid.org/0000-0002-2690-5479
Bart RoelandsHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium. bart.roelands@vub.be.ORCID http://orcid.org/0000-0002-2808-044X
Jeroen Van CutsemHuman Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium.ORCID http://orcid.org/0000-0001-6122-7629

Funding

Fonds Wetenschappelijk Onderzoek 11J6323NRoyal Higher Institute for Defense HFM 24-04
6 · The paper itself

Abstract

backgroundPrior research has shown that mental fatigue, induced by prolonged cognitive loads, negatively impacts subjective and behavioral variables. A currently unanswered question is whether the susceptibility to mental fatigue (i.e., how much mental fatigue a person experiences and how much it affects performance) can be classified as a state or a trait characteristic, or combination of both. Therefore, a follow-up measurement of a large-scale experimental study was conducted to assess the temporal robustness of mental fatigue susceptibility.

methodsTwenty-five participants (10♀; 31 ± 8 y) finished a familiarization, intervention (Stroop task) and control (documentary) trial on two separate occasions (i.e., baseline and follow-up) approximately one year apart. Subjective (i.e., subjective feeling of mental fatigue (MVAS) and the rating of perceived exertion (RPE)) and behavioral (i.e., GoNoGo task reaction time and distance covered during a cycling time trial) outcomes were selected for further analysis. Temporal robustness was analyzed by comparing mixed linear models between baseline and follow-up, and performing intraclass correlation coefficients (ICC) on the condition differences between baseline and follow-up.

resultsThe influence of the Stroop task on the time trial performance revealed fair temporal robustness (ICC = 0.448, p = 0.011), while also showing a diminishing effect of mental fatigue in follow-up compared to baseline. The influence of mental fatigue on RPE values was significant at baseline (β = 2.85, p = 0.022), and showed a trend towards significance at follow-up (β = 2.22, p = 0.058). GoNoGo reaction time showed limited consistency between baseline and follow-up, while there was a small significant correlation after the intervention/control task for the MVAS (ICC = 0.336, p = 0.047). There were no other significant correlations between condition differences.

conclusionsOur findings favor a state-like interpretation of mental fatigue susceptibility. The results highlight the importance of RPE in driving the negative influence of mental fatigue on physical performance, while also confirming the discrepancy in subjective and behavioral quantification of mental fatigue. Future research is necessary to further investigate this phenomenon, ideally focusing on the additional influence of external features such as weather and occupational cognitive demands on mental fatigue susceptibility. Trial registration Clinicaltrials.gov, NCT05576935, registered 1st of July 2022, https://clinicaltrials.gov/study/NCT05576935?term=NCT05576935&rank=1.

Indexed as

Cognitive performanceFollow-upIndividual featuresIndividual responseMental fatiguePhysical performanceRating of perceived exertionStateTrait

Identifiers

PMID42467181
PMCPMC13379546

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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.