Evidence map›Paper›PMID 41924065›Full record

ArticleFrontiers in psychology2026

Academic stress and mental fatigue predict subjective but not objective internal load in adolescent soccer players-a prospective cohort study.

Rick Nijland, Tynke Toering, Andreas Ivarsson, Johan de Jong, Koen A P M Lemmink

Abstract read
In one paragraph

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.

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

5 authors.

Rick NijlandCentre of Expertise Healthy Ageing, Sports Science, Healthy Lifestyle, Sports and Physical Activity, Hanze University of Applied Sciences, Groningen, Netherlands.
Tynke ToeringCentre of Expertise Healthy Ageing, Sports Science, Healthy Lifestyle, Sports and Physical Activity, Hanze University of Applied Sciences, Groningen, Netherlands.
Andreas IvarssonSchool of Health and Welfare, Halmstad University, Halmstad, Sweden.
Johan de JongCentre of Expertise Healthy Ageing, Sports Science, Healthy Lifestyle, Sports and Physical Activity, Hanze University of Applied Sciences, Groningen, Netherlands.
Koen A P M LemminkDepartment of Human Movement Sciences, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Adolescent soccer players aspiring to reach the elite level are usually involved in a dual career. Moreover, they experience rapid physical and psychological development with unique social environments. Non-training stressors, such as educational responsibilities, can induce stress and mental fatigue, potentially negatively affecting training load. The relationship between non-training stressors and training load has received little investigation. Therefore, this study aimed to investigate the relationship between academic stress, mental fatigue and training load; specifically, the extent to which academic stress and mental fatigue predict internal load. Methods: Using a prospective cohort study design, 35 players from an Under-16 and Under-18 youth academy team were monitored daily for half a season. Measures for mental fatigue, academic stress, external load and internal load were collected before, during or after on-field training sessions. Using multilevel modelling, academic stress, mental fatigue and external load indicators served as independent variables to predict the rating of perceived exertion and the heart-rate-derived training impulse (TRIMP). Results: Final multilevel models indicated that academic stress and mental fatigue were positively associated with rating of perceived exertion, but academic stress and mental fatigue did not predict TRIMP after controlling for external load indicators. Conclusion: We conclude that academic stress and mental fatigue could lead to unwanted alterations in the rating of perceived exertion. Coaches should therefore remain alert to deviations from normal scores and relatively high levels of academic stress or mental fatigue. Given the multifaceted nature of non-training stressors, a holistic monitoring approach is recommended.

Indexed as

academic stressadolescentsmental fatiguenon-training stresssoccertraining load

Identifiers

PMID41924065
PMCPMC13035501

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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.