Evidence map›Paper›PMID 42577226›Full record

ArticleFrontiers in psychology2026

Effects of mental fatigue on basketball decision-making and visual search behavior.

Mingyuan Li, Yaqi Zhang, Zihao Zheng

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
–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

3 authors.

Mingyuan LiDepartment of Military and Physical Education, Jiangxi Institute of Fashion Technology, Nanchang, China.
Yaqi ZhangCollege of Physical Education, Anhui Normal University Huajin Campus, Wuhu, Anhui, China.
Zihao ZhengSchool of Management, Anhui University, Hefei, Anhui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study investigated the effects of mental fatigue on basketball decision-making performance and visual search behavior, with particular emphasis on whether these effects vary as a function of skill level. Methods: A 3 (skill level: high-skill, intermediate, novice) × 2 (fatigue status: fatigued, non-fatigued) between-subjects factorial design was employed. Sixty male university students (mean age ≈ 20.2 years) were classified according to basketball skill level as high-skill, intermediate, or novice. Participants completed basketball decision-making tasks based on game footage, in which they were required to decide whether to shoot, pass, or drive while their eye movements were recorded. Mental fatigue was induced prior to testing through a demanding cognitive task. The primary eye-tracking measures were fixation count, mean fixation duration, and saccade count. In addition, scanpaths and heatmaps were examined to provide qualitative insights into visual-search behavior. Quantitative data were analyzed using separate two-way analyses of variance (ANOVAs). Results: High-skill players demonstrated faster and more accurate responses than intermediate- and novice-skill participants. They also exhibited shorter fixation durations and fewer saccades, a pattern that may be consistent with more selective and economical visual search. Mental fatigue slowed reaction times overall; however, this effect was most pronounced among novice participants, whereas high-skill players appeared comparatively less affected. Saccade count decreased under fatigue, whereas mean fixation duration remained unchanged, suggesting that fatigue-related effects may have been more evident in gaze-shifting measures than in the fixation-based measure assessed here. Conclusion: Skill level plays a critical role in shaping both decision-making performance and visual-search behavior in basketball. Although mental fatigue may constrain aspects of visual exploration, more skilled players appeared better able to maintain performance under the present task conditions. These findings suggest that expertise may be associated with reduced vulnerability to fatigue-related performance decline under mentally fatiguing conditions.

Indexed as

basketballdecision-makingeye-trackingmental fatigueskill levelvisual search

Identifiers

PMID42577226
PMCPMC13453791

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.