Evidence map›Paper›PMID 41750199›Full record

ArticleBrain sciences2026

Perceptual Decision Advantages in Open-Skill Athletes Emerge near the Threshold of Awareness: Behavioral, Computational, and Electrophysiological Evidence.

Xudong Liu, Shiying Gao, Yanglan Yu, Anmin Li

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Article in Brain sciences, 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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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Xudong LiuSchool of Psychology, Shanghai University of Sport, Shanghai 200438, China.
Shiying GaoSchool of Psychology, Shanghai University of Sport, Shanghai 200438, China.
Yanglan YuSchool of Psychology, Shanghai University of Sport, Shanghai 200438, China.ORCID 0000-0002-2641-8654
Anmin LiSchool of Psychology, Shanghai University of Sport, Shanghai 200438, China.

Funding

the National Natural Science Foundation of China 31971023
6 · The paper itself

Abstract

BACKGROUND/

objectivesPerceptual awareness and decision formation unfold gradually as sensory evidence increases. Near the threshold of awareness, small differences in neural processing efficiency can be amplified into marked behavioral variability. Open-skill athletes are trained to make rapid decisions under dynamic and uncertain conditions, yet it remains unclear whether their perceptual advantage reflects enhanced early sensory sensitivity or more efficient late-stage evidence accumulation. This study aimed to identify the processing stage at which open-skill sports expertise exerts its influence.

methodsTwenty-five open-skill athletes and twenty-three non-athlete controls completed a visual orientation discrimination task with eight graded levels of stimulus visibility, ranging from subliminal to clearly visible. Behavioral performance was analyzed together with hierarchical drift-diffusion modeling to estimate latent decision parameters. Event-related potentials (ERPs) were recorded using a 64-channel EEG system during an active decision task and a passive viewing task, focusing on early (N2, P2) and late (P3) components. ERP-behavior correlations were examined across visibility levels.

resultsNo group differences were observed at the lowest visibility levels. Group differences emerged selectively at intermediate to high visibility levels, where athletes showed higher accuracy and a tendency toward faster responses. Drift-diffusion modeling revealed that this advantage was driven by higher drift rates in athletes, with no group differences in non-decision time, boundary separation, or starting point. Early ERP components (N2, P2) were strongly modulated by stimulus visibility but showed no consistent group differences. In contrast, the P3 component exhibited earlier and more pronounced differentiation across visibility levels in athletes. In the passive viewing task, group differences were substantially reduced. ERP-behavior analyses showed stronger and earlier P3-behavior coupling in athletes.

conclusionsOpen-skill sports expertise selectively optimizes late-stage evidence accumulation and its translation into behavior, rather than enhancing unconscious or early sensory processing.

Indexed as

drift-diffusion modelevent-related potentials (ERP)evidence accumulationnear-threshold perceptionopen-skill athletesperceptual decision-making

Identifiers

PMID41750199
PMCPMC12939444

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LicenceCC BY
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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 Socratic graph.