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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2025.1729495</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Neurological mechanisms of mental fatigue in cognitive flexibility in soccer players: an event-related potential study based on N2 components</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Gong</surname>
<given-names>Chen</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2837086"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yifan</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3135455"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ding</surname>
<given-names>Xuejian</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2848231"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
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</contrib-group>
<aff id="aff1"><label>1</label><institution>College of Physical Education, Northeast Electric Power University</institution>, <city>Jilin</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Brain Science Institute, Jilin Medical University</institution>, <city>Jilin</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Xuejian Ding, <email xlink:href="mailto:1412808245@qq.com">1412808245@qq.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-05">
<day>05</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>19</volume>
<elocation-id>1729495</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>17</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Gong, Zhao, Wang and Ding.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Gong, Zhao, Wang and Ding</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-05">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objectives</title>
<p>Mental fatigue frequently occurs in team sports characterised by high cognitive demands and can adversely affect athletes&#x2019; decision-making and executive functions. This study examines the impact of mental fatigue on cognitive flexibility in soccer players, employing event-related potentials (ERP) to elucidate the underlying neural mechanisms.</p>
</sec>
<sec>
<title>Method</title>
<p>Eighteen football players from the China University Football Association (CUFA) participated in the study. The research utilised the Stroop task to induce mental fatigue and the More-odd switching task to evaluate cognitive flexibility, with measurement indicators comprising accuracy rate (ACC), reaction time (RT), and N2 component amplitude. The experimental design adhered to a repeated measures protocol, incorporating 2 (time: pre-fatigue/post-fatigue)&#x202F;&#x00D7;&#x202F;2 (task type: conversion/non-conversion)&#x202F;&#x00D7;&#x202F;4 (electrode positions: Fz, Cz, Pz, F3) factors. Statistical analyses of behavioural data were conducted using non-parametric tests, while ERP data were examined through repeated measures ANOVA.</p>
</sec>
<sec>
<title>Results</title>
<p>Mental fatigue significantly impaired athletes&#x2019; accuracy in the More-odd switching task, evidenced by decreased performance in both conversion and non-conversion conditions (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), alongside prolonged reaction times (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Event-related potential (ERP) analysis demonstrated a marked reduction in the amplitudes of the N2 component post-intervention, with notable differences across electrode sites (<italic>F</italic>&#x202F;=&#x202F;3.192, <italic>p</italic>&#x202F;=&#x202F;0.031). These findings suggest a restriction in cognitive control resources within the frontal and parietal regions.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This study illustrates that experimentally induced mental fatigue has a significant detrimental impact on the cognitive performance of football players, leading to slower reaction times and decreased neural electrophysiological indicators (specifically, a reduction in N2 wave amplitude), indicating a decline in conflict monitoring ability. An integrated examination of both behavioural and neurophysiological data indicates that the adverse effects of mental fatigue are likely due to the depletion of general cognitive control resources that rely on the prefrontal cortex, rather than targeting particular cognitive functions. These results offer initial insights into the cognitive and neurological alterations in fatigued athletes. While the study did not explore interventions, the findings lay the groundwork for the development of tailored cognitive training programmes and fatigue management strategies, along with potential evaluation criteria. Notably, the N2 wave amplitude serves as a key metric for assessing cognitive resource levels in football players.</p>
</sec>
</abstract>
<kwd-group>
<kwd>mental fatigue</kwd>
<kwd>soccer players</kwd>
<kwd>cognitive flexibility</kwd>
<kwd>event-related potential</kwd>
<kwd>neurological mechanisms</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that no financial support was received for the research and/or publication of this article.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="12"/>
<word-count count="8473"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Decision Neuroscience</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Mental fatigue is defined as a psychobiological state resulting from prolonged and intense cognitive demands (<xref ref-type="bibr" rid="ref4">Boksem and Tops, 2008</xref>). It is characterised by subjective sensations of &#x201C;fatigue&#x201D; and &#x201C;lack of energy&#x201D; (<xref ref-type="bibr" rid="ref47">Rozand and Lepers, 2017</xref>). This condition is prevalent in team sports that require significant cognitive engagement and operate within unpredictable environments (<xref ref-type="bibr" rid="ref72">Yuan et al., 2023</xref>). Research indicates that mental fatigue adversely affects both physical and tactical performance in soccer players (<xref ref-type="bibr" rid="ref6">Coutinho et al., 2017</xref>). The cognitive challenges inherent in team sports such as soccer are particularly formidable (<xref ref-type="bibr" rid="ref13">Faubert and Sidebottom, 2012</xref>). For example, during matches, the movements of both teammates and opponents are unpredictable, and the trajectory of the ball cannot be anticipated; distractions may necessitate changes in direction, while the movements of others can obstruct the path of the incoming ball (<xref ref-type="bibr" rid="ref56">Smith et al., 2018</xref>). These overwhelming streams of information hinder decision-making capabilities and ultimately impact athletic performance (<xref ref-type="bibr" rid="ref52">Skala and Zemkov&#x00E1;, 2022</xref>). Consequently, athletes must sustain a high level of cognitive flexibility throughout the duration of the match (<xref ref-type="bibr" rid="ref62">Sun et al., 2021</xref>).</p>
<p>The essence of football resides in the intense confrontations and counterattacks between opposing teams and their players, as both sides endeavour to outmanoeuvre one another. Beyond the physical demands inherent to the sport, players consistently encounter the challenge of being marked by opponents. In such high-pressure scenarios, they must make decisions that benefit their team (<xref ref-type="bibr" rid="ref65">Trecroci et al., 2020</xref>). Given the multifaceted performance requirements in modern football, cognition may be the pivotal factor in achieving and sustaining peak performance (<xref ref-type="bibr" rid="ref27">Kn&#x00F6;bel and Lautenbach, 2023</xref>). With the evolution of modern football, advanced tactical concepts such as high pressing and structured defence have emerged, imposing extreme demands on players&#x2019; physical endurance (<xref ref-type="bibr" rid="ref48">Sally, 2014</xref>). Consequently, the time and space available to players on the field have significantly diminished (<xref ref-type="bibr" rid="ref69">Vestberg et al., 2020</xref>). In this context, executive functions&#x2014;namely inhibition, cognitive flexibility, and working memory&#x2014;are regarded as essential for effective and goal-oriented behaviour (<xref ref-type="bibr" rid="ref10">Diamond, 2013</xref>).</p>
<p>Recent studies have highlighted an increasing interest in the relationship between mental fatigue and football performance, particularly its effects on physical conditioning (<xref ref-type="bibr" rid="ref55">Smith et al., 2015</xref>; <xref ref-type="bibr" rid="ref7">Coutinho et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Filipas et al., 2020</xref>), technical skills (<xref ref-type="bibr" rid="ref54">Smith et al., 2016</xref>), tactical execution (<xref ref-type="bibr" rid="ref30">Kunrath et al., 2020</xref>), cognitive functions (<xref ref-type="bibr" rid="ref20">Hans-Erik and Daniel, 2019</xref>), and training methodologies (<xref ref-type="bibr" rid="ref2">Bian et al., 2022</xref>). For example, mental fatigue significantly influences players&#x2019; offensive and defensive techniques, notably diminishing both the frequency and success rate of tackles (<xref ref-type="bibr" rid="ref61">Sun et al., 2022</xref>). Another investigation revealed that, although mental fatigue does not compromise athletes&#x2019; maximal strength, explosive power, or anaerobic capacity (<xref ref-type="bibr" rid="ref66">Van Cutsem et al., 2017</xref>), its interaction with motivation during endurance training can affect performance (<xref ref-type="bibr" rid="ref8">Dantzer et al., 2014</xref>). Moreover, mental fatigue exacerbates the sensation of &#x201C;I cannot do it&#x201D; by activating inhibitory neural systems in the brain. Cognitive research concerning football players has largely concentrated on developing assessment tools (<xref ref-type="bibr" rid="ref24">Kane et al., 2007</xref>) and analysing athletes&#x2019; inhibitory contro (<xref ref-type="bibr" rid="ref59">Soylu et al., 2022</xref>), decision-making abilities (<xref ref-type="bibr" rid="ref17">Fortes et al., 2020</xref>), working memory (<xref ref-type="bibr" rid="ref73">Zhou, 2021</xref>), and visual skills (<xref ref-type="bibr" rid="ref28">Kn&#x00F6;llner et al., 2022</xref>). However, further investigation is warranted to understand how mental fatigue impacts cognitive flexibility. Cognitive flexibility refers to the ability to consciously adjust cognitive strategies in response to environmental changes, enabling individuals to adapt to new situations and solve novel problems. Essentially, it involves switching between different cognitive rules, reflecting an individual&#x2019;s capacity for mental transformation and inhibitory control (<xref ref-type="bibr" rid="ref74">Z&#x00FC;hlsdorff et al., 2023</xref>).</p>
<p>The Wisconsin Card Sorting Test (WCST) and the task-switching paradigm are currently prevalent methods for assessing cognitive flexibility (<xref ref-type="bibr" rid="ref51">Schmitter-Edgecombe and Langill, 2006</xref>; <xref ref-type="bibr" rid="ref42">Nyhus and Barcel&#x00F3;, 2009</xref>). Nevertheless, these approaches predominantly concentrate on behavioural data from athletes, with limited investigation into the underlying neural mechanisms. Prior research has demonstrated a correlation between working memory, cognitive flexibility, and goal-scoring performance throughout a player&#x2019;s season. This relationship remains significant even when controlling for intelligence, height, and age in partial correlation analyses (<xref ref-type="bibr" rid="ref70">Wallace and Norton, 2014</xref>). Studies suggest that high executive function can serve as a predictor of football success among young players. While earlier investigations have explored the influence of cognitive functions in elite versus novice athletes and across various age groups through EEG mapping, no research has yet validated the mechanisms by which mental fatigue impacts cognitive flexibility in football players, particularly from the perspective of the More-odd shifting task (<xref ref-type="bibr" rid="ref11">Dong et al., 2022</xref>). EEG spectral measurements offer a comprehensive overview of rhythmic brain activity, whereas event-related potentials (ERP) are temporally confined to specific events or stimuli, enabling a more precise examination of the neural processes that underpin cognitive functions (<xref ref-type="bibr" rid="ref58">Sokhadze et al., 2017</xref>).</p>
<p>Classical event-related potential (ERP) components encompass P1, N1, P2, N2, and P3. The early ERP components, namely P1, N1, and P2, are regarded as exogenous factors predominantly influenced by the physical properties of stimuli (<xref ref-type="bibr" rid="ref33">Luck and Kappenman, 2012</xref>). In contrast, the later-emerging components, such as N2 and P3, are considered endogenous factors closely linked to individual cognitive processes, including attention, decision-making, and memory updating (<xref ref-type="bibr" rid="ref16">Folstein and Van Petten, 2008</xref>). The N2 component, which appears prior to P3, is characterised by a negative wave occurring approximately 200 milliseconds after stimulus onset, reflecting the brain&#x2019;s initial processing of stimuli (<xref ref-type="bibr" rid="ref12">Fan et al., 2023</xref>). Research suggests that goal-directed behaviour relies on control mechanisms associated with the prefrontal cortex, and task-switching processes can be employed to investigate cognitive flexibility mechanisms (<xref ref-type="bibr" rid="ref47">Rozand and Lepers, 2017</xref>). In the context of EEG methodologies, switching mechanisms are represented by the N2 and P3 ERP components; during task switching, the N2 ERP component indicates mechanisms involved in resolving conflicts between simultaneously active stimulus&#x2013;response mappings (<xref ref-type="bibr" rid="ref18">Gehring et al., 2003</xref>). Other studies have reported increased N2 amplitudes following prolonged tasks (<xref ref-type="bibr" rid="ref3">Boksem et al., 2005</xref>; <xref ref-type="bibr" rid="ref36">M&#x00F6;ckel et al., 2015</xref>). Additionally, research focusing on elderly individuals and patients has demonstrated that heightened N2 amplitudes signify increased energy costs associated with cognitive control, suggesting that patients utilise more resources in response selection (<xref ref-type="bibr" rid="ref46">Pinal et al., 2015</xref>).</p>
<p>Building upon existing ERP literature concerning cognitive control and task switching (<xref ref-type="bibr" rid="ref65">Trecroci et al., 2020</xref>), this study selected four electrode sites&#x2014;Fz, Cz, Pz, and F3&#x2014;for analysis. Firstly, Fz and Cz are situated in the precentral scalp region, representing the most prominent areas for conflict-related N2 components, which effectively reflect conflict monitoring activity in the anterior cingulate cortex (ACC) (<xref ref-type="bibr" rid="ref16">Folstein and Van Petten, 2008</xref>). Secondly, the F3 site is located above the dorsal anterior frontal lobe (DLPFC), a region closely linked to task set reconfiguration and executive control, thereby facilitating a deeper exploration of the specific neural mechanisms underlying cognitive flexibility (<xref ref-type="bibr" rid="ref63">Th&#x00F6;nes et al., 2018</xref>). Finally, the Pz site records activity from the parietal cortex, serving dual purposes: confirming the anterior distribution characteristics of N2 components and preparing for subsequent stimulus evaluation analysis (<xref ref-type="bibr" rid="ref26">Kieffaber and Hetrick, 2005</xref>). In this study, we not only focused on the N2 components associated with conflict monitoring recorded by midline electrodes (Fz, Cz, Pz), but also specifically established the F3 electrode in the left prefrontal cortex. The F3 electrode, located at the standard position of the international 10&#x2013;20 system, is widely recognised for its ability to effectively reflect the neural activity of the underlying left dorsolateral prefrontal cortex (<xref ref-type="bibr" rid="ref44">Ota et al., 2019</xref>).</p>
<p>Mental fatigue, as a critical factor influencing cognitive flexibility, necessitates a thorough examination of its relationship with cognitive performance. Comprehending this connection is vital for devising targeted interventions aimed at enhancing athletes&#x2019; capacity to manage complex situations and improve their cognitive adaptability. Consequently, this study synthesises existing evidence regarding the impact of mental fatigue on cognitive flexibility in soccer players, while also investigating the neural mechanisms that underpin this relationship.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Participants</title>
<p>An <italic>a priori</italic> power analysis was conducted using G&#x002A;Power software (version 3.1) (<xref ref-type="bibr" rid="ref14">Faul et al., 2009</xref>). The analysis selected the <italic>t</italic>-test for means: difference between two dependent means (matched pairs)model to evaluate differences in ERP components before and after the mental fatigue intervention. Based on findings from established literature (<xref ref-type="bibr" rid="ref3">Boksem et al., 2005</xref>), which consistently report large to very large effects of mental fatigue on ERP components such as P3 and N2 (with reported Cohen&#x2019;s d&#x202F;&#x003E;&#x202F;0.8) (<xref ref-type="bibr" rid="ref25">Kato et al., 2009</xref>), a conservatively large effect size (d&#x202F;=&#x202F;0.8) was set for this study. For a two-tailed test with an alpha level of 0.05 and a statistical power of 80%, the analysis indicated a required sample size of <italic>N</italic>&#x202F;=&#x202F;15 participants. Accounting for potential data loss due to signal artefacts (approximately 10%) and the specific characteristics of the participant population, a total of <italic>N</italic>&#x202F;=&#x202F;18 soccer players were recruited. The final sample had a mean age of 20.5&#x202F;&#x00B1;&#x202F;1.2&#x202F;years and a mean training experience of 8.5&#x202F;&#x00B1;&#x202F;2.5&#x202F;years. All participants were right-handed.</p>
<p>The inclusion criteria were as follows: (1) No use of insomnia medications or similar drugs; (2) Participants had to be professional football players; (3) No history of concussions; and (4) No significant differences were found in the two rounds of International Physical Activity Questionnaire (IPAQ) assessments. Exclusion criteria included: (1) History of chronic or major illnesses; (2) Sports-related injuries or fractures within the past 3&#x202F;years; and (3) Participation in high-intensity activities (e.g., basketball, running, skiing) within 48&#x202F;h prior to testing. All participants signed written informed consent forms. This study was approved by the Ethics Committee of Northeast Electric Power University (No. 2024-1-822).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Procedure</title>
<p>This experiment utilised a mixed experimental design comprising 2 (time: pre-fatigue, post-fatigue)&#x202F;&#x00D7;&#x202F;2 (task type: switching tasks, non-switching tasks)&#x202F;&#x00D7;&#x202F;electrode positions (FZ, CZ, PZ, F3). The behavioural task results were analysed using accuracy rate and reaction time as dependent variables, with time functioning as a group-level variable. Behavioural measurements were obtained through the More-odd shifting task, where accuracy rate (ACC) and reaction time (RT) served as key metrics. Electroencephalographic measurements employed event-related potentials (ERP), with a specific focus on the amplitude of the N2 component. All procedures were executed using E-prime 3. software, and cognitive flexibility was assessed via the More-odd switching task. The intervention experiment was conducted employing the Stroop paradigm for stimulus induction. The Stroop and More-odd conversion tasks employed in this study are classic paradigms for measuring cognitive control and task-switching, with their reliability and validity well-established in extensive neuroscience and psychology research (<xref ref-type="bibr" rid="ref60">Stroop, 1935</xref>; <xref ref-type="bibr" rid="ref35">Miyake et al., 2000</xref>; <xref ref-type="bibr" rid="ref50">Schmit and Brisswalter, 2018</xref>). Notably, these tasks have been successfully applied to cognitive assessments in athletes and ERP studies (<xref ref-type="bibr" rid="ref68">Verburgh et al., 2014</xref>; <xref ref-type="bibr" rid="ref61">Sun et al., 2022</xref>), demonstrating their validity in similar experimental contexts.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Measures</title>
<p>As shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>, all participants completed the Cognitive Flexibility Scale (CFS) test prior to the experiment to assess their baseline executive function levels45. The Cognitive Flexibility Scale (CFI), originally developed by <xref ref-type="bibr" rid="ref9">Dennis and Vander Wal (2010)</xref>, was later adapted into a Chinese version by <xref ref-type="bibr" rid="ref71">Wang et al. (2016)</xref>. This 20-item scale measures two dimensions (substitution and control), with example items such as &#x201C;I am good at analysing and evaluating various situations.&#x201D; The scale demonstrated a Cronbach&#x2019;s alpha coefficient of 0.847. Results indicated that all participants maintained normal executive function levels, with no significant differences observed between groups (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). This finding effectively ruled out baseline differences from influencing experimental outcomes. Subsequently, a 30-min Stroop task (<xref ref-type="bibr" rid="ref46">Pinal et al., 2015</xref>) was administered to induce mental fatigue. After confirming participants&#x2019; fatigue status through subjective assessment, a modified odd-even switching task was employed to evaluate cognitive flexibility.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Schematic diagram of the experimental procedure and experimental paradigm.</p>
</caption>
<graphic xlink:href="fnins-19-1729495-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart detailing a cognitive task experiment. Left side: "Stroop" task (30 minutes), followed by VAS and more-odd switching task: Part 1 (16 trials), Part 2 (16 trials), Part 3 (32 trials). Middle: Bar charts show accuracy and reaction time decrease. Line graph shows N2 component. Right side: Brain illustration with red prefrontal cortex. Text: Mental fatigue affects cognitive control (prefrontal resources) and cognitive flexibility.</alt-text>
</graphic>
</fig>
<sec id="sec6">
<label>2.3.1</label>
<title>Mental fatigue task</title>
<p>Prior research has established the Stroop task as a reliable experimental model for inducing mental fatigue (<xref ref-type="bibr" rid="ref34">Meymandi et al., 2023</xref>). Participants engage in a cognitively demanding process that necessitates the suppression of automatic responses, which progressively results in mental fatigue. The 30-min duration employed in this study was adapted from effective mental fatigue induction methods utilised in similar previous studies (<xref ref-type="bibr" rid="ref40">Niu et al., 2024</xref>). In accordance with <xref ref-type="bibr" rid="ref5">Catala et al. (2021)</xref>, the implementation of our Stroop task adhered to the principles outlined below (as detailed in <xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Difference test of Visual Analog Scale (VAS) scores before and after Stroop task.</p>
</caption>
<graphic xlink:href="fnins-19-1729495-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating a sequence with a fixation cross, followed by the word "RED" in red, "BLUE" in green, and "GREEN" in blue, each displayed for 1000 milliseconds. To the right, a key with "RED" labeled 'T' for true and "BLUE" labeled 'F' for false.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec7">
<label>2.3.2</label>
<title>Subjective mental fatigue evaluation</title>
<p>Participants&#x2019; subjective levels of mental fatigue were evaluated using the Visual Analog Scale (VAS), a specific instrument developed for measuring mental fatigue, as noted in previous research (<xref ref-type="bibr" rid="ref53">Smith et al., 2019</xref>). The VAS consists of a 100-millimetre line with endpoints designated as mm (&#x201C;no mental fatigue&#x201D;) and 100&#x202F;mm (&#x201C;maximum mental fatigue&#x201D;). Participants indicated their perceived levels of fatigue by marking points along this scale.</p>
<p>Participants were instructed to assess their mental fatigue using a 10-point scale, with the left end denoting &#x201C;no mental fatigue&#x201D; and the right end signifying &#x201C;complete mental exhaustion.&#x201D; They indicated their subjective experiences along this continuum. The Visual Analog Scale (VAS) was employed on two occasions: first as a baseline measure, and subsequently, one minute after the completion of the Stroop task. A score greater than 50 was deemed indicative of considerable mental fatigue, as established in the study by <xref ref-type="bibr" rid="ref34">Meymandi et al. (2023)</xref>.</p>
</sec>
<sec id="sec8">
<label>2.3.3</label>
<title>More-odd switching task</title>
<p>The formal experiment for the odd-number switching task consists of three distinct phases. Phase One requires participants to view a green number, assess its parity, and subsequently press the corresponding key: &#x201C;F&#x201D; for odd numbers and &#x201C;J&#x201D; for even numbers. In Phase Two, participants will observe a red number, evaluate its magnitude, and then press &#x201C;F&#x201D; for values less than 5 or &#x201C;J&#x201D; for those greater than 5. This phase functions as a non-switching trial. Phase Three integrates both previous phases into a combined switch trial (<xref ref-type="bibr" rid="ref21">Hillman et al., 2006</xref>). The design and procedure of the odd-number switching task are depicted in <xref ref-type="fig" rid="fig3">Figure 3</xref>. After implementing the preprocessing pipeline described above, we quantified the number of valid trials retained for each participant to ensure the reliability of the ERP averaging process. For the Stroop task, an average of 102 valid trials per participant (range: 88 to 114 trials) were retained, resulting in an average trial retention rate of 85%. For the More-odd shifting task, an average of 128 valid trials per participant (range: 110 to 142 trials) were retained, with an average retention rate of 80%. The minimum number of trials retained for any participant in any condition exceeded 40, which is well above the commonly accepted threshold of 30 trials for obtaining stable ERP components (<xref ref-type="bibr" rid="ref43">Olvet and Hajcak, 2009</xref>), thereby ensuring the robustness of our subsequent ERP analyses.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Heat map of the correlation between mental fatigue and cognitive flexibility.</p>
</caption>
<graphic xlink:href="fnins-19-1729495-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Sequence of numbers on a black background with alternating colors. Numbers two, eight, three, and two are in red. Numbers seven and one are in green. Below is the label "More-odd switching" with a right-pointing arrow.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec9">
<label>2.3.4</label>
<title>EEG recording, preprocessing and ERP</title>
<p>Electroencephalogram (EEG) data were collected using a 32-channel head-mounted device (Emotiv FLEX EEG system, developed by Emotiv Systems, operating at 128&#x202F;Hz), in accordance with the international 10&#x2013;10 system guidelines. Prior to the study, participants underwent a standardised scalp cleansing procedure to minimise sebum interference and reduce electrode impedance. Electrolyte gel was applied to each electrode position to ensure optimal contact between the electrodes and the scalp, thereby maintaining impedance levels below 10 k&#x03A9;. EEG recordings were obtained at a sampling rate of 500&#x202F;Hz, with online filtering configured to 0.1&#x2013;0.100&#x202F;Hz. The configuration of the electrode channels is depicted in <xref ref-type="fig" rid="fig4">Figure 4</xref>.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Histogram of test results for accuracy and reaction time in the More-odd shifting task before and after mental fatigue (BMF: before mental fatigue; AMF: after mental fatigue).</p>
</caption>
<graphic xlink:href="fnins-19-1729495-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram of a 10-20 EEG electrode placement system, showing electrode positions on a circular layout. Electrodes are marked with labels like Fp1, Fz, Cz, and Pz. F3, Fz, Cz, and Pz are highlighted with red boxes.</alt-text>
</graphic>
</fig>
<p>The EEG data underwent a series of preprocessing steps aimed at enhancing signal quality (<xref ref-type="bibr" rid="ref40">Niu et al., 2024</xref>). This preprocessing was conducted using the EEGLab toolbox within the Matlab 2023b environment. The processing workflow is outlined as follows: Initially, the raw data were subjected to bandpass filtering within the range of 0.1&#x2013;0.40&#x202F;Hz. During data acquisition, the reference electrode was positioned at FCz. In the preprocessing phase, the data were re-referenced to the average values of the bilateral mastoid electrodes (TP9/TP10) as the offline reference. Subsequently, all data were combined and analysed using independent component analysis (ICA) to identify and eliminate artefact components associated with blinking, eye movements, and electromyographic activity, thereby reconstructing clean EEG data.</p>
<list list-type="simple">
<list-item>
<p>(1) Behavioural Data: The behavioural data were merged and preprocessed using E-Merge. Instances of trials with erroneous responses were excluded, followed by the removal of abnormal trials in which reaction times were either shorter than 100&#x202F;ms or longer than 200&#x202F;ms within correct trials. Statistical analyses of behavioural metrics, specifically accuracy rate and reaction time, were conducted using SPSS 26. software, with a significance level set at <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.05.</p>
</list-item>
<list-item>
<p>(2) EEG Data: Recording and Analysis EEG data were collected using the Emotiv FLEX system and subsequently analysed offline within the Matlab 2023b environment. The preprocessing workflow commenced with re-referencing the data to a whole-brain average reference. This was followed by the application of band-pass filtering within the range of 0.1 to 30&#x202F;Hz. Independent Component Analysis (ICA) was employed to semi-automatically identify and remove eye movement artefacts. Brainwave epochs were recorded from 200&#x202F;ms prior to stimulus presentation to 800&#x202F;ms following it, with baseline calibration conducted using the period from 200&#x202F;ms before to ms prior to the stimuli. Trials deemed invalid, characterised by amplitudes exceeding &#x00B1;100&#x202F;&#x03BC;V, were automatically excluded.</p>
</list-item>
</list>
<p>Drawing upon the overall average T-wave waveform and referencing previous literature (<xref ref-type="bibr" rid="ref29">Kopp et al., 1996</xref>), the analysis time window for N2 components in the More-odd shifting task was established as 150&#x2013;200&#x202F;ms (<xref ref-type="bibr" rid="ref57">Smith et al., 2016</xref>). The average amplitudes from four electrode sites (Fz, Cz, Pz, F3) within this time window were extracted and subjected to statistical analysis using SPSS 26. For the Stroop task, we compared pre-and post-intervention differences in &#x201C;congruent reaction time&#x201D;, &#x201C;incongruent reaction time&#x201D;, and &#x201C;Stroop interference effect (incongruent-congruent)&#x201D; between mental fatigue groups. As all differences followed a normal distribution (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05), we conducted paired <italic>t</italic>-tests for analysis.</p>
<p>For the More-odd conversion task, we compared mental fatigue intervention effects on conversion cost (conversion trial reaction time minus repetition trial reaction time) and average accuracy. The conversion cost data showed non-normal distribution (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), so we used Wilcoxon&#x2019;s sign-rank test&#x2014;a nonparametric test&#x2014;for analysis. All tests were conducted with a <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 significance threshold.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<label>3</label>
<title>Results</title>
<sec id="sec11">
<label>3.1</label>
<title>Nonparametric test results for the More-odd shifting task under neural fatigue intervention</title>
<p>As shown in <xref ref-type="table" rid="tab1">Table 1</xref>, the accuracy rates of conversion and non-conversion responses (<italic>p</italic>&#x202F;=&#x202F;0.013, <italic>p</italic>&#x202F;=&#x202F;0.032) and response times (<italic>p</italic>&#x202F;=&#x202F;0.026, <italic>p</italic>&#x202F;=&#x202F;0.100, <italic>p</italic>&#x202F;=&#x202F;0.026, <italic>p</italic>&#x202F;=&#x202F;0.026) before and after mental fatigue did not follow a normal distribution. Therefore, the rank sum test was applied. As shown in <xref ref-type="table" rid="tab2">Table 2</xref>, the rank-sum test revealed statistically significant differences in the accuracy and reaction time of conversion and non-conversion responses before and after mental fatigue. Specifically, the conversion response accuracy (Z&#x202F;=&#x202F;&#x2212;2.1, <italic>p</italic>&#x202F;=&#x202F;0.036) and reaction time (Z&#x202F;=&#x202F;&#x2212;1.9, <italic>p</italic>&#x202F;=&#x202F;0.048) showed statistically significant differences, while the non-conversion response accuracy (Z&#x202F;=&#x202F;&#x2212;3.8, <italic>p</italic>&#x202F;=&#x202F;0.015) and reaction time (Z&#x202F;=&#x202F;&#x2212;4.2, <italic>p</italic>&#x202F;=&#x202F;0.028) also demonstrated statistically significant differences.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Normality test for the More-odd shifting task.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top">Time</th>
<th align="left" valign="top">Type of test</th>
<th align="center" valign="top">Statistic</th>
<th align="center" valign="top">
<italic>df</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="4">Accuracy</td>
<td align="left" valign="middle" rowspan="2">Pre-mental fatigue</td>
<td align="left" valign="top">Switch</td>
<td align="center" valign="top">0.152</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.013</td>
</tr>
<tr>
<td align="left" valign="top">Non-switch</td>
<td align="center" valign="top">0.342</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.018</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Post-mental fatigue</td>
<td align="left" valign="top">Switch</td>
<td align="center" valign="top">0.391</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.032</td>
</tr>
<tr>
<td align="left" valign="top">Non-switch</td>
<td align="center" valign="top">0.511</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.000</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Reaction Time</td>
<td align="left" valign="middle" rowspan="2">Pre-mental fatigue</td>
<td align="left" valign="top">Switch</td>
<td align="center" valign="top">0.923</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.026</td>
</tr>
<tr>
<td align="left" valign="top">Non-switch</td>
<td align="center" valign="top">0.882</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Post-mental fatigue</td>
<td align="left" valign="top">Switch</td>
<td align="center" valign="top">0.944</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.100</td>
</tr>
<tr>
<td align="left" valign="top">Non-switch</td>
<td align="center" valign="top">0.923</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">0.026</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Wilcoxon signed-rank test for the More-odd shifting task.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th rowspan="2"/>
<th align="center" valign="top">Pre-mental fatigue</th>
<th align="center" valign="top">Post-mental fatigue</th>
<th align="center" valign="top" colspan="2">Statistics</th>
</tr>
<tr>
<th align="center" valign="top" colspan="2">M (p25, p75)</th>
<th align="center" valign="middle">
<italic>Z</italic>
</th>
<th align="center" valign="middle">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Accuracy</td>
<td align="left" valign="top">Switch</td>
<td align="center" valign="middle">90% (85, 94%)</td>
<td align="center" valign="top">87% (82, 91%)</td>
<td align="center" valign="middle">&#x2212;2.21</td>
<td align="center" valign="middle">0.036&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Non-switch</td>
<td align="center" valign="middle">95% (92, 98%)</td>
<td align="center" valign="top">93% (89, 96%)</td>
<td align="center" valign="middle">&#x2212;1.90</td>
<td align="center" valign="middle">0.048&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Reaction time</td>
<td align="left" valign="top">Switch</td>
<td align="center" valign="middle">810 (720, 950)</td>
<td align="center" valign="middle">890 (770, 1,050)</td>
<td align="center" valign="middle">&#x2212;3.80</td>
<td align="center" valign="middle">0.015&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Non-switch</td>
<td align="center" valign="middle">680 (600, 790)</td>
<td align="center" valign="middle">750 (650, 880)</td>
<td align="center" valign="middle">&#x2212;4.20</td>
<td align="center" valign="middle">0.028&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;indicates <italic>p</italic> &#x003C; 0.05.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.2</label>
<title>Results of difference test before and after mental fatigue</title>
<p><xref ref-type="fig" rid="fig5">Figure 5</xref> illustrates that the paired-sample <italic>t</italic>-test identified a significant difference in Visual Analog Scale (VAS) scores before and after the Stroop task (<italic>t</italic>&#x202F;=&#x202F;&#x2212;13.436, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The pre-task average VAS score was 24.667&#x202F;&#x00B1;&#x202F;9.726, while the post-task average score was 64.166&#x202F;&#x00B1;&#x202F;10.798, indicating that the 30-min Stroop task effectively induced mental fatigue in participants.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Changes in potential waveforms and topographic maps at each electrode site before and after mental fatigue.</p>
</caption>
<graphic xlink:href="fnins-19-1729495-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Bar chart showing degree of fatigue percentage for normal and fatigue states. The blue bar represents the normal state with lower fatigue, averaging around 30 percent. The red bar represents the fatigue state with higher fatigue, averaging around 80 percent. Error bars and individual data points are shown for each state.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec13">
<label>3.3</label>
<title>Results of correlation analysis between mental fatigue and cognitive flexibility in football players</title>
<p>Illustrates a notable negative correlation between mental fatigue, measured at electrode points Fz, Cz, Pz, and F3, and cognitive flexibility, assessed at the same electrode points (r&#x202F;=&#x202F;&#x2212;0.781, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). This finding suggests that as participants&#x2019; levels of mental fatigue increase, their cognitive flexibility decreases.</p>
</sec>
<sec id="sec14">
<label>3.4</label>
<title>Results of the correct rate of More-odd shifting task under mental fatigue intervention</title>
<p><xref ref-type="table" rid="tab3">Table 3</xref> illustrate that, in conversion tasks, the correct response rate for the More-odd shifting task prior to the mental fatigue intervention was (0.96&#x202F;&#x00B1;&#x202F;0.17)%, whereas subsequent to the intervention, it decreased to (0.78&#x202F;&#x00B1;&#x202F;0.42)%. In non-conversion tasks, the correct response rate before the intervention was (0.97&#x202F;&#x00B1;&#x202F;0.16)%, which subsequently dropped to (0.89&#x202F;&#x00B1;&#x202F;0.31)%. These results indicate that participants exhibited a decline in the correct response rate for the More-odd shifting task following mental fatigue, thereby suggesting a reduction in conversion ability within this cognitive domain. The repeated measures ANOVA results revealed a significant main effect of time [<italic>F</italic>(1, 17)&#x202F;=&#x202F;2.953, <italic>p</italic>&#x202F;=&#x202F;0.012, &#x03B7;<sup>2</sup>p&#x202F;=&#x202F;0.148], while the main effect of trial type was not significant [<italic>F</italic>(1, 17)&#x202F;=&#x202F;0.660, <italic>p</italic>&#x202F;=&#x202F;0.418, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.037]. Additionally, the time &#x00D7; trial type interaction was not significant [<italic>F</italic>(1, 17)&#x202F;=&#x202F;0.165, <italic>p</italic>&#x202F;=&#x202F;0.685, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.010].</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>ANOVA of repeated measurements of accuracy under the More-odd shift task.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="center" valign="top">Before mental fatigue</th>
<th align="center" valign="top">After mental fatigue</th>
<th align="center" valign="top" colspan="3">Repeat the F-test</th>
</tr>
<tr>
<th align="center" valign="top">M&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">M&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">
<italic>&#x03B7;<sup>2</sup>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Switch</td>
<td align="center" valign="top">0.96&#x202F;&#x00B1;&#x202F;0.17</td>
<td align="center" valign="top">0.78&#x202F;&#x00B1;&#x202F;0.42</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">NO-switch</td>
<td align="center" valign="top">0.97&#x202F;&#x00B1;&#x202F;0.16</td>
<td align="center" valign="top">0.89&#x202F;&#x00B1;&#x202F;0.31</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Time</td>
<td/>
<td/>
<td align="center" valign="top">2.953</td>
<td align="center" valign="top">0.012</td>
<td align="center" valign="top">0.148</td>
</tr>
<tr>
<td align="left" valign="top">Type of test</td>
<td/>
<td/>
<td align="center" valign="top">0.660</td>
<td align="center" valign="top">0.418</td>
<td align="center" valign="top">0.037</td>
</tr>
<tr>
<td align="left" valign="top">Time &#x00D7; type of test</td>
<td/>
<td/>
<td align="center" valign="top">0.165</td>
<td align="center" valign="top">0.685</td>
<td align="center" valign="top">0.010</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec15">
<label>3.5</label>
<title>Reaction time results of More-odd shifting task under mental fatigue intervention</title>
<p><xref ref-type="table" rid="tab4">Table 4</xref> illustrate that during conversion trials, the reaction time for the More-odd shifting task was (1017.069&#x202F;&#x00B1;&#x202F;426.924/ms) prior to the mental fatigue intervention, whereas it increased to (1158.098&#x202F;&#x00B1;&#x202F;494.587/ms) following the intervention. In non-conversion trials, the response time remained at (811.608&#x202F;&#x00B1;&#x202F;377.291/ms) pre-intervention but rose to (911.670&#x202F;&#x00B1;&#x202F;419.075/ms) post-intervention. Analysis of variance (ANOVA) results indicated significant main effects of time [<italic>F</italic>(1, 17)&#x202F;=&#x202F;5.638, <italic>p</italic>&#x202F;=&#x202F;0.030, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.249] and trial type [<italic>F</italic>(1, 17)&#x202F;=&#x202F;3.998, <italic>p</italic>&#x202F;=&#x202F;0.042, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.0190]. while no significant interaction was observed between time and trial type [<italic>F</italic>(1, 17)&#x202F;=&#x202F;3.746, <italic>p</italic>&#x202F;=&#x202F;0.070, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.181].</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>ANOVA of repeated measures of reaction time under the More-odd shifting task.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="center" valign="top">Before mental fatigue (ms)</th>
<th align="center" valign="top">After mental fatigue (ms)</th>
<th align="center" valign="top" colspan="3">Repeat the F-test</th>
</tr>
<tr>
<th align="center" valign="top">M&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">M&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">
<italic>&#x03B7;<sup>2</sup>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Switch</td>
<td align="center" valign="top">1017.06&#x202F;&#x00B1;&#x202F;426.92</td>
<td align="center" valign="top">1158.0&#x202F;&#x00B1;&#x202F;494.58</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">NO-switch</td>
<td align="center" valign="top">811.60&#x202F;&#x00B1;&#x202F;377.29</td>
<td align="center" valign="top">911.67&#x202F;&#x00B1;&#x202F;419.07</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Time</td>
<td/>
<td/>
<td align="center" valign="top">5.638</td>
<td align="center" valign="top">0.030</td>
<td align="center" valign="top">0.249</td>
</tr>
<tr>
<td align="left" valign="top">Type of test</td>
<td/>
<td/>
<td align="center" valign="top">3.988</td>
<td align="center" valign="top">0.042</td>
<td align="center" valign="top">0.190</td>
</tr>
<tr>
<td align="left" valign="top">Time &#x00D7; type of test</td>
<td/>
<td/>
<td align="center" valign="top">3.746</td>
<td align="center" valign="top">0.070</td>
<td align="center" valign="top">0.181</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec16">
<label>3.6</label>
<title>Electroencephalographic measurements of the More-odd shifting task under cerebral fatigue intervention</title>
<p>To examine the alterations in cognitive flexibility preceding and following mental fatigue, we utilised the latency of the N2 component from the More-odd shifting task as the dependent variable. The amplitude of the event-related potential N2 component was assessed through repeated measurements of differences (RMD) employing a two-way ANOVA design that incorporated three factors: time (mental fatigue before versus after), trial type (transition trials versus non-transition trials), and electrode positions (FZ, CZ, PZ, F3).</p>
<p>The examination of <xref ref-type="table" rid="tab5">Tables 5</xref>, <xref ref-type="table" rid="tab6">6</xref> reveals that mental fatigue (time factor) and brain regions (electrode point factor) exert a significant influence on the N2 latency period, while the task type and its interactions with other factors do not show significant effects. The main effect of time was significant [<italic>F</italic>(1, 17)&#x202F;=&#x202F;8.401, <italic>p</italic>&#x202F;=&#x202F;0.010, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.331], revealing considerable variations in N2 amplitude across different time intervals. Similarly, the main effect of electrode point was significant [<italic>F</italic>(3, 51)&#x202F;=&#x202F;3.192, <italic>p</italic>&#x202F;=&#x202F;0.031, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.158], indicating notable differences in N2 latency across various brain regions (different electrode recording points). The interaction effect between time and electrode point was also significant [<italic>F</italic>(3, 51)&#x202F;=&#x202F;2.854, <italic>p</italic>&#x202F;=&#x202F;0.041, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.144], suggesting that the influence of mental fatigue on N2 latency differs among brain regions. In contrast, the main effect of task type was not significant [<italic>F</italic>(1, 17)&#x202F;=&#x202F;0.662, <italic>p</italic>&#x202F;=&#x202F;0.423, <italic>&#x03B7;<sup>2</sup>p</italic>&#x202F;=&#x202F;0.037], implying that, after controlling for fatigue and time factors, different types of odd-even conversion tasks did not yield significant differences in N2 latency. All interactions involving task type were non-significant: time &#x00D7; task type (<italic>p</italic>&#x202F;=&#x202F;0.572), electrode point &#x00D7; task type (<italic>p</italic>&#x202F;=&#x202F;0.415), and the third-order interaction electrode point &#x00D7; time &#x00D7; task type (<italic>p</italic>&#x202F;=&#x202F;0.529) showed no significant effects. This suggests that the manner in which mental fatigue influences N2 latency is consistent across various task types, indicating that task type does not moderate the relationship between fatigue and brain responses.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Latency of N2 component under mental fatigue intervention in More-odd shift task.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="center" valign="top" colspan="2">Before mental fatigue (M&#x202F;&#x00B1;&#x202F;SD)</th>
<th align="center" valign="top" colspan="2">After mental fatigue (M&#x202F;&#x00B1;&#x202F;SD)</th>
</tr>
<tr>
<th align="center" valign="top">Switch</th>
<th align="center" valign="top">NO-switch</th>
<th align="center" valign="top">Switch</th>
<th align="center" valign="top">NO-switch</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">CZ</td>
<td align="center" valign="top">13.360&#x202F;&#x00B1;&#x202F;1.034</td>
<td align="center" valign="top">12.699&#x202F;&#x00B1;&#x202F;0.801</td>
<td align="center" valign="top">3.104&#x202F;&#x00B1;&#x202F;3.654</td>
<td align="center" valign="top">2.515&#x202F;&#x00B1;&#x202F;5.843</td>
</tr>
<tr>
<td align="left" valign="top">FZ</td>
<td align="center" valign="top">14.055&#x202F;&#x00B1;&#x202F;1.073</td>
<td align="center" valign="top">13.902&#x202F;&#x00B1;&#x202F;1.861</td>
<td align="center" valign="top">4.444&#x202F;&#x00B1;&#x202F;3.461</td>
<td align="center" valign="top">3.834&#x202F;&#x00B1;&#x202F;5.025</td>
</tr>
<tr>
<td align="left" valign="top">PZ</td>
<td align="center" valign="top">18.346&#x202F;&#x00B1;&#x202F;1.487</td>
<td align="center" valign="top">18.542&#x202F;&#x00B1;&#x202F;2.680</td>
<td align="center" valign="top">6.133&#x202F;&#x00B1;&#x202F;1.773</td>
<td align="center" valign="top">5.199&#x202F;&#x00B1;&#x202F;1.407</td>
</tr>
<tr>
<td align="left" valign="top">F3</td>
<td align="center" valign="top">23.744&#x202F;&#x00B1;&#x202F;0.742</td>
<td align="center" valign="top">24.642&#x202F;&#x00B1;&#x202F;1.460</td>
<td align="center" valign="top">16.766&#x202F;&#x00B1;&#x202F;3.433</td>
<td align="center" valign="top">17.018&#x202F;&#x00B1;&#x202F;4.169</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Repeated measures ANOVA of N2 component latency under More odd shift tasks.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">df</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>P</italic>
</th>
<th align="center" valign="top">
<italic>&#x03B7;<sup>2</sup>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Electrode points</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">3.192</td>
<td align="center" valign="top">0.031</td>
<td align="center" valign="top">0.158</td>
</tr>
<tr>
<td align="left" valign="top">Time</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">8.401</td>
<td align="center" valign="top">0.010</td>
<td align="center" valign="top">0.331</td>
</tr>
<tr>
<td align="left" valign="top">Type of test</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.662</td>
<td align="center" valign="top">0.423</td>
<td align="center" valign="top">0.037</td>
</tr>
<tr>
<td align="left" valign="top">Time &#x00D7; type of test</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.324</td>
<td align="center" valign="top">0.572</td>
<td align="center" valign="top">0.018</td>
</tr>
<tr>
<td align="left" valign="top">Time&#x00D7; electrode points</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">2.854</td>
<td align="center" valign="top">0.041</td>
<td align="center" valign="top">0.144</td>
</tr>
<tr>
<td align="left" valign="top">Electrode points &#x00D7; test type</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0.951</td>
<td align="center" valign="top">0.415</td>
<td align="center" valign="top">0.053</td>
</tr>
<tr>
<td align="left" valign="top">Electrode points &#x00D7; time &#x00D7; test type</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0.753</td>
<td align="center" valign="top">0.529</td>
<td align="center" valign="top">0.042</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<label>4</label>
<title>Discussion</title>
<p>This study provides robust evidence that a 30-min Stroop task effectively induces mental fatigue in soccer players, as demonstrated by significant subjective reports, prolonged reaction times, and decreased accuracy. Notably, our neurophysiological data reveal that this behavioural impairment is underpinned by a specific neural mechanism: a marked reduction in N2 amplitude and an increased latency during the More-odd shifting task (<xref ref-type="bibr" rid="ref31">Liu et al., 2025</xref>), particularly observable at the Cz electrode site. The synthesis of these behavioural and electrophysiological findings allows us to propose a coherent model: mental fatigue compromises athletic cognitive performance primarily by depleting the neural resources essential for early conflict monitoring and cognitive control (<xref ref-type="bibr" rid="ref41">Norman and Bobrow, 1975</xref>), as indicated by the diminished N2 component, which directly leads to slower and less accurate responses.</p>
<p>A Coherent Neuro-Behavioural Model of Fatigue-Induced Impairment The observed decline in behavioural performance aligns with the well-established concept of finite attentional resources (<xref ref-type="bibr" rid="ref19">Hancock and Desmond, 2001</xref>). Our study extends this principle by identifying a plausible neural correlate. The N2 component, generated in the anterior cingulate cortex (ACC) and dorsolateral prefrontal cortex (DLPFC), is a well-established neural marker of conflict detection and cognitive control (<xref ref-type="bibr" rid="ref16">Folstein and Van Petten, 2008</xref>; <xref ref-type="bibr" rid="ref39">Nieuwenhuis et al., 2003</xref>). The significant reduction in N2 amplitude following fatigue indicates a less efficient neural response in these key prefrontal regions (<xref ref-type="bibr" rid="ref45">Petruo et al., 2018</xref>). This means that the soccer players&#x2019; brains became less adept at rapidly detecting and signalling the cognitive conflict inherent in the task-switching paradigm. This &#x201C;neural inefficiency&#x201D; at the early stage of information processing (~200&#x2013;300&#x202F;ms) forces subsequent cognitive processes to operate on a degraded signal, ultimately manifesting as the delayed reaction times and increased errors we recorded. Therefore, the N2 attenuation is not merely an parallel observation; it is the mechanistic link that explains why behaviour deteriorates under fatigue&#x2014;the core computational machinery for cognitive control is compromised (<xref ref-type="bibr" rid="ref49">Sarter et al., 2006</xref>).</p>
<p>A critical analysis of the existing literature and the theoretical implications of our study reveal a significant discovery. We found a consistent reduction in N2 amplitude during both switch and non-switch trials, suggesting that mental fatigue impacts a broad cognitive control mechanism rather than just the switching process. This observation provides empirical backing for the Limited Cognitive Control Theory (<xref ref-type="bibr" rid="ref22">Hockey, 2013</xref>; <xref ref-type="bibr" rid="ref1">Baumeister et al., 1998</xref>), which posits that prolonged cognitive exertion depletes a central pool of cognitive resources (<xref ref-type="bibr" rid="ref23">Ishii et al., 2014</xref>).</p>
<p>When placed in the wider context of existing literature, our findings demonstrate both similarities and differences that enrich the field. The discovery of compromised cognitive adaptability under fatigue corresponds with various studies in sports (<xref ref-type="bibr" rid="ref56">Smith et al., 2018</xref>; <xref ref-type="bibr" rid="ref58">Sokhadze et al., 2017</xref>). Nonetheless, the particular decrease in N2 amplitude we have identified offers a more intricate viewpoint. Previous research has indicated an increase in N2 among non-athletes or in different fatigue scenarios, suggesting heightened neural exertion (<xref ref-type="bibr" rid="ref32">Lorist et al., 2005</xref>). In contrast, our distinct reduction in N2 may be elucidated by participant characteristics and task specificity. Elite footballers, accustomed to streamlined and automatic cognitive processes, may operate near their neural capacity thresholds. Consequently, when fatigue diminishes their resources, their capacity for neural compensation may be rapidly depleted, resulting in a reduced neural reaction rather than the heightened effort seen in other groups. This highlights that the neural effects of fatigue are not uniform but are shaped by individual diversities and task requirements (<xref ref-type="bibr" rid="ref64">Tran et al., 2020</xref>).</p>
<p>It is crucial to translate these findings into practical applications to bridge the theory-practise gap. Our research suggests that cognitive performance, a key factor in soccer success, is vulnerable to mental fatigue (<xref ref-type="bibr" rid="ref57">Smith et al., 2016</xref>). Therefore, practitioners should consider the following strategies: Firstly, coaches should manage cognitive load during training sessions similar to physical load periodization. Sessions with high tactical and cognitive demands should be followed by sufficient recovery or lighter cognitive activities to prevent cumulative fatigue that could impede learning and decision-making (<xref ref-type="bibr" rid="ref50">Schmit and Brisswalter, 2018</xref>). Secondly, athletes should avoid mentally fatiguing activities (prolonged studying, intense video gaming, stressful work) in the 24 to 48&#x202F;h before a competition to maintain the sharp cognitive control needed during the game. Additionally, athletes could benefit from &#x201C;cognitive reset&#x201D; techniques such as brief breathing exercises or temporarily shifting focus during halftime or breaks to replenish cognitive resources and potentially improve performance in the second half (<xref ref-type="bibr" rid="ref37">N&#x00E9;d&#x00E9;lec et al., 2015</xref>). Lastly, training programmes should include specific exercises to enhance cognitive endurance and efficiency under fatigue, strengthening compromised neural systems (as indicated by the N2) (<xref ref-type="bibr" rid="ref38">N&#x00E9;d&#x00E9;lec et al., 2013</xref>; <xref ref-type="bibr" rid="ref67">Van der Linden et al., 2003</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec18">
<label>5</label>
<title>Conclusion</title>
<p>This study illustrates that experimentally induced mental fatigue has a significant detrimental impact on the cognitive performance of football players, leading to slower reaction times and decreased neural electrophysiological indicators (specifically, a reduction in N2 wave amplitude), indicating a decline in conflict monitoring ability. An integrated examination of both behavioural and neurophysiological data indicates that the adverse effects of mental fatigue are likely due to the depletion of general cognitive control resources that rely on the prefrontal cortex, rather than targeting particular cognitive functions. These results offer initial insights into the cognitive and neurological alterations in fatigued athletes. While the study did not explore interventions, the findings lay the groundwork for the development of tailored cognitive training programmes and fatigue management strategies, along with potential evaluation criteria. Notably, the N2 wave amplitude serves as a key metric for assessing cognitive resource levels in football players.</p>
<sec id="sec19">
<label>5.1</label>
<title>Limitations and future prospects</title>
<p>A key limitation of this study is the use of a single-group pre-post design without a control group that performed neutral tasks while undergoing identical measurements. Although we have minimised potential confounding factors through experimental design, this limitation may still compromise the internal validity of the results. Future research should incorporate well-designed control groups to more rigorously isolate the specific neurophysiological effects of mental fatigue, while further exploring the potential impacts of different types of control tasks.</p>
<p>Although this study preliminarily revealed the negative impact of mental fatigue on cognitive flexibility of soccer players by combining behavioural and neurophysiological indicators, there are still some limitations: small sample size: this study only included 18 college soccer players, and the limited sample size may affect the stability of statistical inference and the extrapolation of results.</p>
<p>High homogeneity of participants: All participants were from the same college football association (CUFA), with similar training background and competitive level, which limited the applicability of the research conclusions to athletes at different levels.</p>
<p>Single way of inducing fatigue: only Stroop task was used to induce mental fatigue, without football-specific cognitive tasks or real game situation, which has limited support for ecological validity.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec20">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec21">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Ethics Committee of the School of Physical Education, Northeast Electric Power University. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>CG: Methodology, Writing &#x2013; original draft, Conceptualization, Investigation, Formal analysis. JZ: Writing &#x2013; review &#x0026; editing, Supervision. YW: Writing &#x2013; original draft, Software, Methodology. XD: Supervision, Writing &#x2013; review &#x0026; editing, Investigation.</p>
</sec>
<sec sec-type="COI-statement" id="sec23">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec99">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec24">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Baumeister</surname><given-names>R. F.</given-names></name> <name><surname>Bratslavsky</surname><given-names>E.</given-names></name> <name><surname>Muraven</surname><given-names>M.</given-names></name> <name><surname>Tice</surname><given-names>D. M.</given-names></name></person-group> (<year>1998</year>). <article-title>Ego depletion: is the active self a limited resource?</article-title> <source>J. Pers. Soc. Psychol.</source> <volume>74</volume>, <fpage>1252</fpage>&#x2013;<lpage>1265</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0022-3514.74.5.1252</pub-id>, <pub-id pub-id-type="pmid">9599441</pub-id></mixed-citation></ref>
<ref id="ref2"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bian</surname><given-names>C.</given-names></name> <name><surname>Ali</surname><given-names>A.</given-names></name> <name><surname>Nassis</surname><given-names>G. P.</given-names></name> <name><surname>Li</surname><given-names>Y.</given-names></name></person-group> (<year>2022</year>). <article-title>Repeated interval Loughborough soccer passing tests: an ecologically valid motor task to induce mental fatigue in soccer</article-title>. <source>Front. Physiol.</source> <volume>12</volume>:<fpage>803528</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fphys.2021.803528</pub-id>, <pub-id pub-id-type="pmid">35126183</pub-id></mixed-citation></ref>
<ref id="ref3"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Boksem</surname><given-names>M. A.</given-names></name> <name><surname>Meijman</surname><given-names>T. F.</given-names></name> <name><surname>Lorist</surname><given-names>M. M.</given-names></name></person-group> (<year>2005</year>). <article-title>Effects of mental fatigue on attention: an ERP study</article-title>. <source>Cogn. Brain Res.</source> <volume>25</volume>, <fpage>107</fpage>&#x2013;<lpage>116</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cogbrainres.2005.04.011</pub-id>, <pub-id pub-id-type="pmid">15913965</pub-id></mixed-citation></ref>
<ref id="ref4"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Boksem</surname><given-names>M. A.</given-names></name> <name><surname>Tops</surname><given-names>M.</given-names></name></person-group> (<year>2008</year>). <article-title>Mental fatigue: costs and benefits</article-title>. <source>Brain Res. Rev.</source> <volume>59</volume>, <fpage>125</fpage>&#x2013;<lpage>139</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.brainresrev.2008.07.001</pub-id>, <pub-id pub-id-type="pmid">18652844</pub-id></mixed-citation></ref>
<ref id="ref5"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Catala</surname><given-names>P.</given-names></name> <name><surname>Gutierrez</surname><given-names>L.</given-names></name> <name><surname>&#x00C9;cija</surname><given-names>C.</given-names></name> <name><surname>Serrano Del Moral</surname><given-names>&#x00C1;.</given-names></name> <name><surname>Pe&#x00F1;acoba</surname><given-names>C.</given-names></name></person-group> (<year>2021</year>). <article-title>Do cognitive abilities influence physical and mental fatigue in patients with chronic pain after walking according to a clinical guideline for physical exercise?</article-title> <source>Int. J. Environ. Res. Public Health</source> <volume>18</volume>:<fpage>13148</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph182413148</pub-id>, <pub-id pub-id-type="pmid">34948758</pub-id></mixed-citation></ref>
<ref id="ref6"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Coutinho</surname><given-names>D.</given-names></name> <name><surname>Gon&#x00E7;alves</surname><given-names>B.</given-names></name> <name><surname>Travassos</surname><given-names>B.</given-names></name> <name><surname>Wong</surname><given-names>D. P.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name> <name><surname>Sampaio</surname><given-names>J. E.</given-names></name></person-group> (<year>2017</year>). <article-title>Mental fatigue and spatial references impair soccer players' physical and tactical performances</article-title>. <source>Front. Psychol.</source> <volume>8</volume>:<fpage>283443</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2017.01645</pub-id></mixed-citation></ref>
<ref id="ref7"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Coutinho</surname><given-names>D.</given-names></name> <name><surname>Gon&#x00E7;alves</surname><given-names>B.</given-names></name> <name><surname>Wong</surname><given-names>D. P.</given-names></name> <name><surname>Travassos</surname><given-names>B.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name> <name><surname>Sampaio</surname><given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Exploring the effects of mental and muscular fatigue in soccer players&#x2019; performance</article-title>. <source>Hum. Mov. Sci.</source> <volume>58</volume>, <fpage>287</fpage>&#x2013;<lpage>296</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.humov.2018.03.004</pub-id>, <pub-id pub-id-type="pmid">29549745</pub-id></mixed-citation></ref>
<ref id="ref8"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dantzer</surname><given-names>R.</given-names></name> <name><surname>Heijnen</surname><given-names>C. J.</given-names></name> <name><surname>Kavelaars</surname><given-names>A.</given-names></name> <name><surname>Laye</surname><given-names>S.</given-names></name> <name><surname>Capuron</surname><given-names>L.</given-names></name></person-group> (<year>2014</year>). <article-title>The neuroimmune basis of fatigue</article-title>. <source>Trends Neurosci.</source> <volume>37</volume>, <fpage>39</fpage>&#x2013;<lpage>46</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tins.2013.10.003</pub-id>, <pub-id pub-id-type="pmid">24239063</pub-id></mixed-citation></ref>
<ref id="ref9"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dennis</surname><given-names>J. P.</given-names></name> <name><surname>Vander Wal</surname><given-names>J. S.</given-names></name></person-group> (<year>2010</year>). <article-title>The cognitive flexibility inventory: instrument development and estimates of reliability and validity</article-title>. <source>Cogn. Ther. Res.</source> <volume>34</volume>, <fpage>241</fpage>&#x2013;<lpage>253</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10608-009-9276-4</pub-id></mixed-citation></ref>
<ref id="ref10"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Diamond</surname><given-names>A.</given-names></name></person-group> (<year>2013</year>). <article-title>Executive functions</article-title>. <source>Annu. Rev. Psychol.</source> <volume>64</volume>, <fpage>135</fpage>&#x2013;<lpage>168</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-psych-113011-143750</pub-id>, <pub-id pub-id-type="pmid">23020641</pub-id></mixed-citation></ref>
<ref id="ref11"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dong</surname><given-names>Z.</given-names></name> <name><surname>Wang</surname><given-names>P.</given-names></name> <name><surname>Xin</surname><given-names>X.</given-names></name> <name><surname>Li</surname><given-names>S.</given-names></name> <name><surname>Wang</surname><given-names>J.</given-names></name> <name><surname>Zhao</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>The relationship between physical activity and trait anxiety in college students: the mediating role of executive function</article-title>. <source>Front. Hum. Neurosci.</source> <volume>16</volume>:<fpage>1009540</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnhum.2022.1009540</pub-id></mixed-citation></ref>
<ref id="ref12"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fan</surname><given-names>J.</given-names></name> <name><surname>Li</surname><given-names>W.</given-names></name> <name><surname>Lin</surname><given-names>M.</given-names></name> <name><surname>Li</surname><given-names>X.</given-names></name> <name><surname>Deng</surname><given-names>X.</given-names></name></person-group> (<year>2023</year>). <article-title>Effects of mindfulness and fatigue on emotional processing: an event-related potentials study</article-title>. <source>Front. Behav. Neurosci.</source> <volume>17</volume>:<fpage>1175067</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnbeh.2023.1175067</pub-id>, <pub-id pub-id-type="pmid">37304761</pub-id></mixed-citation></ref>
<ref id="ref13"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Faubert</surname><given-names>J.</given-names></name> <name><surname>Sidebottom</surname><given-names>L.</given-names></name></person-group> (<year>2012</year>). <article-title>Perceptual-cognitive training of athletes</article-title>. <source>J. Clin. Sport Psychol.</source> <volume>6</volume>, <fpage>85</fpage>&#x2013;<lpage>102</lpage>. doi: <pub-id pub-id-type="doi">10.1123/jcsp.6.1.85</pub-id></mixed-citation></ref>
<ref id="ref14"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Faul</surname><given-names>F.</given-names></name> <name><surname>Erdfelder</surname><given-names>E.</given-names></name> <name><surname>Buchner</surname><given-names>A.</given-names></name> <name><surname>Lang</surname><given-names>A. G.</given-names></name></person-group> (<year>2009</year>). <article-title>Statistical power analyses using G&#x002A; power 3.1: tests for correlation and regression analyses</article-title>. <source>Behav. Res. Methods</source> <volume>41</volume>, <fpage>1149</fpage>&#x2013;<lpage>1160</lpage>. doi: <pub-id pub-id-type="doi">10.3758/BRM.41.4.1149</pub-id>, <pub-id pub-id-type="pmid">19897823</pub-id></mixed-citation></ref>
<ref id="ref15"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Filipas</surname><given-names>L.</given-names></name> <name><surname>Borghi</surname><given-names>S.</given-names></name> <name><surname>La Torre</surname><given-names>A.</given-names></name> <name><surname>Smith</surname><given-names>M. R.</given-names></name></person-group> (<year>2020</year>). <article-title>Effects of mental fatigue on soccer-specific performance in young players</article-title>. <source>Sci. Med. Footb.</source> <volume>5</volume>, <fpage>150</fpage>&#x2013;<lpage>157</lpage>. doi: <pub-id pub-id-type="doi">10.1080/24733938.2020.1823012</pub-id>, <pub-id pub-id-type="pmid">35077334</pub-id></mixed-citation></ref>
<ref id="ref16"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Folstein</surname><given-names>J. R.</given-names></name> <name><surname>Van Petten</surname><given-names>C.</given-names></name></person-group> (<year>2008</year>). <article-title>Influence of cognitive control and mismatch on the N2 component of the ERP: a review</article-title>. <source>Psychophysiology</source> <volume>45</volume>, <fpage>152</fpage>&#x2013;<lpage>170</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-8986.2007.00602.x</pub-id>, <pub-id pub-id-type="pmid">17850238</pub-id></mixed-citation></ref>
<ref id="ref17"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fortes</surname><given-names>L. S.</given-names></name> <name><surname>De Lima-Junior</surname><given-names>D.</given-names></name> <name><surname>Fiorese</surname><given-names>L.</given-names></name> <name><surname>Nascimento-J&#x00FA;nior</surname><given-names>J. R. A.</given-names></name> <name><surname>Mortatti</surname><given-names>A. L.</given-names></name> <name><surname>Ferreira</surname><given-names>M. E. C.</given-names></name></person-group> (<year>2020</year>). <article-title>The effect of smartphones and playing video games on decision-making in soccer players: a crossover and randomised study</article-title>. <source>J. Sports Sci.</source> <volume>38</volume>, <fpage>552</fpage>&#x2013;<lpage>558</lpage>. doi: <pub-id pub-id-type="doi">10.1080/02640414.2020.1715181</pub-id>, <pub-id pub-id-type="pmid">31941416</pub-id></mixed-citation></ref>
<ref id="ref18"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gehring</surname><given-names>W. J.</given-names></name> <name><surname>Bryck</surname><given-names>R. L.</given-names></name> <name><surname>Jonides</surname><given-names>J.</given-names></name> <name><surname>Albin</surname><given-names>R. L.</given-names></name> <name><surname>Badre</surname><given-names>D.</given-names></name></person-group> (<year>2003</year>). <article-title>The mind's eye, looking inward? In search of executive control in internal attention shifting</article-title>. <source>Psychophysiology</source> <volume>40</volume>, <fpage>572</fpage>&#x2013;<lpage>585</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1469-8986.00059</pub-id>, <pub-id pub-id-type="pmid">14570165</pub-id></mixed-citation></ref>
<ref id="ref19"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Hancock</surname><given-names>P. A.</given-names></name> <name><surname>Desmond</surname><given-names>P. A.</given-names></name></person-group> (<year>2001</year>). <source>Stress, workload, and fatigue</source>. <publisher-name>Lawrence Erlbaum Associates Publishers</publisher-name>. Available online at: <ext-link xlink:href="https://doi.org/10.1002/hfm.1009" ext-link-type="uri">https://doi.org/10.1002/hfm.1009</ext-link> (Accessed June 18, 2024).</mixed-citation></ref>
<ref id="ref20"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hans-Erik</surname><given-names>S.</given-names></name> <name><surname>Daniel</surname><given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>The relationship between cognitive functions and sport-specific motor skills in elite youth soccer players</article-title>. <source>Front. Psychol.</source> <volume>10</volume>:<fpage>817</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2019.00817</pub-id></mixed-citation></ref>
<ref id="ref21"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hillman</surname><given-names>C. H.</given-names></name> <name><surname>Kramer</surname><given-names>A. F.</given-names></name> <name><surname>Belopolsky</surname><given-names>A. V.</given-names></name> <name><surname>Smith</surname><given-names>D. P.</given-names></name></person-group> (<year>2006</year>). <article-title>A cross-sectional examination of age and physical activity on performance and event-related brain potentials in a task switching paradigm</article-title>. <source>Int. J. Psychophysiol.</source> <volume>59</volume>, <fpage>30</fpage>&#x2013;<lpage>39</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ijpsycho.2005.04.009</pub-id>, <pub-id pub-id-type="pmid">16413382</pub-id></mixed-citation></ref>
<ref id="ref22"><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Hockey</surname><given-names>R.</given-names></name></person-group> (<year>2013</year>). <source>The psychology of fatigue: Work, effort and control</source>. <publisher-name>Cambridge University Press</publisher-name>. Available online at: <ext-link xlink:href="https://doi.org/10.1017/CBO9781139015394" ext-link-type="uri">https://doi.org/10.1017/CBO9781139015394</ext-link>.</mixed-citation></ref>
<ref id="ref23"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ishii</surname><given-names>A.</given-names></name> <name><surname>Tanaka</surname><given-names>M.</given-names></name> <name><surname>Watanabe</surname><given-names>Y.</given-names></name></person-group> (<year>2014</year>). <article-title>Neural mechanisms of mental fatigue</article-title>. <source>Rev. Neurosci.</source> <volume>25</volume>, <fpage>469</fpage>&#x2013;<lpage>479</lpage>. doi: <pub-id pub-id-type="doi">10.1515/revneuro-2014-0028</pub-id>, <pub-id pub-id-type="pmid">24926625</pub-id></mixed-citation></ref>
<ref id="ref24"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kane</surname><given-names>M. J.</given-names></name> <name><surname>Conway</surname><given-names>A. R.</given-names></name> <name><surname>Miura</surname><given-names>T. K.</given-names></name> <name><surname>Colflesh</surname><given-names>G. J.</given-names></name></person-group> (<year>2007</year>). <article-title>Working memory, attention control, and the N-back task: a question of construct validity</article-title>. <source>J. Exp. Psychol. Learn. Mem. Cogn.</source> <volume>33</volume>, <fpage>615</fpage>&#x2013;<lpage>622</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0278-7393.33.3.615</pub-id>, <pub-id pub-id-type="pmid">17470009</pub-id></mixed-citation></ref>
<ref id="ref25"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kato</surname><given-names>Y.</given-names></name> <name><surname>Endo</surname><given-names>H.</given-names></name> <name><surname>Kizuka</surname><given-names>T.</given-names></name></person-group> (<year>2009</year>). <article-title>Mental fatigue and impaired response processes: event-related brain potentials in a go/NoGo task</article-title>. <source>Int. J. Psychophysiol.</source> <volume>72</volume>, <fpage>204</fpage>&#x2013;<lpage>211</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ijpsycho.2008.12.008</pub-id>, <pub-id pub-id-type="pmid">19135100</pub-id></mixed-citation></ref>
<ref id="ref26"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kieffaber</surname><given-names>P. D.</given-names></name> <name><surname>Hetrick</surname><given-names>W. P.</given-names></name></person-group> (<year>2005</year>). <article-title>Event-related potential correlates of task switching and switch costs</article-title>. <source>Psychophysiology</source> <volume>42</volume>, <fpage>56</fpage>&#x2013;<lpage>71</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-8986.2005.00262.x</pub-id>, <pub-id pub-id-type="pmid">15720581</pub-id></mixed-citation></ref>
<ref id="ref27"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kn&#x00F6;bel</surname><given-names>S.</given-names></name> <name><surname>Lautenbach</surname><given-names>F.</given-names></name></person-group> (<year>2023</year>). <article-title>An assist for cognitive diagnostics in soccer (part II): development and validation of a task to measure working memory in a soccer-specific setting</article-title>. <source>Front. Psychol.</source> <volume>13</volume>:<fpage>1026017</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2022.1026017</pub-id>, <pub-id pub-id-type="pmid">36817381</pub-id></mixed-citation></ref>
<ref id="ref28"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kn&#x00F6;llner</surname><given-names>A.</given-names></name> <name><surname>Memmert</surname><given-names>D.</given-names></name> <name><surname>von Lehe</surname><given-names>M.</given-names></name> <name><surname>Jungilligens</surname><given-names>J.</given-names></name> <name><surname>Scharfen</surname><given-names>H. E.</given-names></name></person-group> (<year>2022</year>). <article-title>Specific relations of visual skills and executive functions in elite soccer players</article-title>. <source>Front. Psychol.</source> <volume>13</volume>:<fpage>960092</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2022.960092</pub-id>, <pub-id pub-id-type="pmid">36092125</pub-id></mixed-citation></ref>
<ref id="ref29"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kopp</surname><given-names>B.</given-names></name> <name><surname>Rist</surname><given-names>F.</given-names></name> <name><surname>Mattler</surname><given-names>U.</given-names></name></person-group> (<year>1996</year>). <article-title>N200 in the flanker task as a neurobehavioral tool for investigating executive control</article-title>. <source>Psychophysiology</source> <volume>33</volume>, <fpage>282</fpage>&#x2013;<lpage>294</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-8986.1996.tb00425.x</pub-id>, <pub-id pub-id-type="pmid">8936397</pub-id></mixed-citation></ref>
<ref id="ref30"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kunrath</surname><given-names>C. A.</given-names></name> <name><surname>Cardoso</surname><given-names>F. D. S. L.</given-names></name> <name><surname>Calvo</surname><given-names>T. G.</given-names></name> <name><surname>Costa</surname><given-names>I. T. D.</given-names></name></person-group> (<year>2020</year>). <article-title>Mental fatigue in soccer: a systematic review</article-title>. <source>Rev. Bras. Med. Esporte</source> <volume>26</volume>, <fpage>172</fpage>&#x2013;<lpage>178</lpage>. doi: <pub-id pub-id-type="doi">10.1590/1517-869220202602208206</pub-id></mixed-citation></ref>
<ref id="ref31"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname><given-names>Q.</given-names></name> <name><surname>Huang</surname><given-names>R.</given-names></name> <name><surname>Liu</surname><given-names>Z.</given-names></name> <name><surname>Sun</surname><given-names>C.</given-names></name> <name><surname>Qi</surname><given-names>L.</given-names></name> <name><surname>Cicchella</surname><given-names>A.</given-names></name></person-group> (<year>2025</year>). <article-title>The impact of mental fatigue on the accuracy of penalty kicks in college soccer players</article-title>. <source>Sports (Basel)</source> <volume>13</volume>:<fpage>259</fpage>. doi: <pub-id pub-id-type="doi">10.3390/sports13080259</pub-id>, <pub-id pub-id-type="pmid">40863768</pub-id></mixed-citation></ref>
<ref id="ref32"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lorist</surname><given-names>M. M.</given-names></name> <name><surname>Boksem</surname><given-names>M. A.</given-names></name> <name><surname>Ridderinkhof</surname><given-names>K. R.</given-names></name></person-group> (<year>2005</year>). <article-title>Impaired cognitive control and reduced cingulate activity during mental fatigue</article-title>. <source>Brain Res. Cogn. Brain Res.</source> <volume>24</volume>, <fpage>199</fpage>&#x2013;<lpage>205</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cogbrainres.2005.01.018</pub-id>, <pub-id pub-id-type="pmid">15993758</pub-id></mixed-citation></ref>
<ref id="ref33"><mixed-citation publication-type="book"><person-group person-group-type="editor"><name><surname>Luck</surname><given-names>S. J.</given-names></name> <name><surname>Kappenman</surname><given-names>E. S.</given-names></name></person-group> (Eds.) (<year>2012</year>). <source>The Oxford handbook of event-related potential components</source>. New York, USA: <publisher-name>Oxford University Press</publisher-name>.</mixed-citation></ref>
<ref id="ref34"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Meymandi</surname><given-names>N. P.</given-names></name> <name><surname>Sanjari</surname><given-names>M. A.</given-names></name> <name><surname>Farsi</surname><given-names>A.</given-names></name></person-group> (<year>2023</year>). <article-title>The effect of mental and muscular fatigue on the accuracy and kinematics of dart throwing</article-title>. <source>Percept. Mot. Skills</source> <volume>130</volume>, <fpage>808</fpage>&#x2013;<lpage>825</lpage>. doi: <pub-id pub-id-type="doi">10.1177/00315125221146613</pub-id>, <pub-id pub-id-type="pmid">36606603</pub-id></mixed-citation></ref>
<ref id="ref35"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Miyake</surname><given-names>A.</given-names></name> <name><surname>Friedman</surname><given-names>N. P.</given-names></name> <name><surname>Emerson</surname><given-names>M. J.</given-names></name> <name><surname>Witzki</surname><given-names>A. H.</given-names></name> <name><surname>Howerter</surname><given-names>A.</given-names></name> <name><surname>Wager</surname><given-names>T. D.</given-names></name></person-group> (<year>2000</year>). <article-title>The unity and diversity of executive functions and their contributions to complex "frontal lobe" tasks: a latent variable analysis</article-title>. <source>Cogn. Psychol.</source> <volume>41</volume>, <fpage>49</fpage>&#x2013;<lpage>100</lpage>. doi: <pub-id pub-id-type="doi">10.1006/cogp.1999.0734</pub-id>, <pub-id pub-id-type="pmid">10945922</pub-id></mixed-citation></ref>
<ref id="ref36"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>M&#x00F6;ckel</surname><given-names>T.</given-names></name> <name><surname>Beste</surname><given-names>C.</given-names></name> <name><surname>Wascher</surname><given-names>E.</given-names></name></person-group> (<year>2015</year>). <article-title>The effects of time on task in response selection&#x2014;an ERP study of mental fatigue</article-title>. <source>Sci. Rep.</source> <volume>5</volume>:<fpage>10113</fpage>. doi: <pub-id pub-id-type="doi">10.1038/srep10113</pub-id>, <pub-id pub-id-type="pmid">26054837</pub-id></mixed-citation></ref>
<ref id="ref37"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>N&#x00E9;d&#x00E9;lec</surname><given-names>M.</given-names></name> <name><surname>Halson</surname><given-names>S.</given-names></name> <name><surname>Abaidia</surname><given-names>A. E.</given-names></name> <name><surname>Ahmaidi</surname><given-names>S.</given-names></name> <name><surname>Dupont</surname><given-names>G.</given-names></name></person-group> (<year>2015</year>). <article-title>Stress, sleep and recovery in elite soccer: a critical review of the literature</article-title>. <source>Sports Med.</source> <volume>45</volume>, <fpage>1387</fpage>&#x2013;<lpage>1400</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s40279-015-0358-z</pub-id>, <pub-id pub-id-type="pmid">26206724</pub-id></mixed-citation></ref>
<ref id="ref38"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>N&#x00E9;d&#x00E9;lec</surname><given-names>M.</given-names></name> <name><surname>McCall</surname><given-names>A.</given-names></name> <name><surname>Carling</surname><given-names>C.</given-names></name> <name><surname>Legall</surname><given-names>F.</given-names></name> <name><surname>Berthoin</surname><given-names>S.</given-names></name> <name><surname>Dupont</surname><given-names>G.</given-names></name></person-group> (<year>2013</year>). <article-title>Recovery in soccer</article-title>. <source>Sports Med.</source> <volume>43</volume>, <fpage>9</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s40279-012-0002-0</pub-id>, <pub-id pub-id-type="pmid">23315753</pub-id></mixed-citation></ref>
<ref id="ref39"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nieuwenhuis</surname><given-names>S.</given-names></name> <name><surname>Yeung</surname><given-names>N.</given-names></name> <name><surname>Van Den Wildenberg</surname><given-names>W.</given-names></name> <name><surname>Ridderinkhof</surname><given-names>K. R.</given-names></name></person-group> (<year>2003</year>). <article-title>Electrophysiological correlates of anterior cingulate function in a go/no-go task: effects of response conflict and trial type frequency</article-title>. <source>Cogn. Affect. Behav. Neurosci.</source> <volume>3</volume>, <fpage>17</fpage>&#x2013;<lpage>26</lpage>. doi: <pub-id pub-id-type="doi">10.3758/CABN.3.1.17</pub-id>, <pub-id pub-id-type="pmid">12822595</pub-id></mixed-citation></ref>
<ref id="ref40"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Niu</surname><given-names>S.</given-names></name> <name><surname>Guo</surname><given-names>J.</given-names></name> <name><surname>Hanson</surname><given-names>N. J.</given-names></name> <name><surname>Wang</surname><given-names>K.</given-names></name> <name><surname>Chai</surname><given-names>J.</given-names></name> <name><surname>Guo</surname><given-names>F.</given-names></name></person-group> (<year>2024</year>). <article-title>The effects of mental fatigue on fine motor performance in humans and its neural network connectivity mechanism: a dart throwing study</article-title>. <source>Cereb. Cortex</source> <volume>34</volume>:<fpage>bhae085</fpage>. doi: <pub-id pub-id-type="doi">10.1093/cercor/bhae085</pub-id>, <pub-id pub-id-type="pmid">38489786</pub-id></mixed-citation></ref>
<ref id="ref41"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Norman</surname><given-names>D. A.</given-names></name> <name><surname>Bobrow</surname><given-names>D. G.</given-names></name></person-group> (<year>1975</year>). <article-title>On data-limited and resource-limited processes</article-title>. <source>Cogn. Psychol.</source> <volume>7</volume>, <fpage>44</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0010-0285(75)90004-3</pub-id></mixed-citation></ref>
<ref id="ref42"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nyhus</surname><given-names>E.</given-names></name> <name><surname>Barcel&#x00F3;</surname><given-names>F.</given-names></name></person-group> (<year>2009</year>). <article-title>The Wisconsin card sorting test and the cognitive assessment of prefrontal executive functions: a critical update</article-title>. <source>Brain Cogn.</source> <volume>71</volume>, <fpage>437</fpage>&#x2013;<lpage>451</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bandc.2009.03.005</pub-id>, <pub-id pub-id-type="pmid">19375839</pub-id></mixed-citation></ref>
<ref id="ref43"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Olvet</surname><given-names>D. M.</given-names></name> <name><surname>Hajcak</surname><given-names>G.</given-names></name></person-group> (<year>2009</year>). <article-title>The stability of error-related brain activity with increasing trials</article-title>. <source>Psychophysiology</source> <volume>46</volume>, <fpage>957</fpage>&#x2013;<lpage>961</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-8986.2009.00848.x</pub-id>, <pub-id pub-id-type="pmid">19558398</pub-id></mixed-citation></ref>
<ref id="ref44"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ota</surname><given-names>K.</given-names></name> <name><surname>Shinya</surname><given-names>M.</given-names></name> <name><surname>Kudo</surname><given-names>K.</given-names></name></person-group> (<year>2019</year>). <article-title>Transcranial direct current stimulation over dorsolateral prefrontal cortex modulates risk-attitude in motor decision-making</article-title>. <source>Front. Hum. Neurosci.</source> <volume>13</volume>:<fpage>297</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnhum.2019.00297</pub-id>, <pub-id pub-id-type="pmid">31551733</pub-id></mixed-citation></ref>
<ref id="ref45"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Petruo</surname><given-names>V. A.</given-names></name> <name><surname>M&#x00FC;ckschel</surname><given-names>M.</given-names></name> <name><surname>Beste</surname><given-names>C.</given-names></name></person-group> (<year>2018</year>). <article-title>On the role of the prefrontal cortex in fatigue effects on cognitive flexibility-a system neurophysiological approach</article-title>. <source>Sci. Rep.</source> <volume>8</volume>:<fpage>6395</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-018-24834-w</pub-id>, <pub-id pub-id-type="pmid">29686384</pub-id></mixed-citation></ref>
<ref id="ref46"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pinal</surname><given-names>D.</given-names></name> <name><surname>Zurr&#x00F3;n</surname><given-names>M.</given-names></name> <name><surname>D&#x00ED;az</surname><given-names>F.</given-names></name></person-group> (<year>2015</year>). <article-title>Age-related changes in brain activity are specific for high order cognitive processes during successful encoding of information in working memory</article-title>. <source>Front. Aging Neurosci.</source> <volume>7</volume>:<fpage>75</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2015.00075</pub-id>, <pub-id pub-id-type="pmid">26029099</pub-id></mixed-citation></ref>
<ref id="ref47"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rozand</surname><given-names>V.</given-names></name> <name><surname>Lepers</surname><given-names>R.</given-names></name></person-group> (<year>2017</year>). <article-title>Influence de la fatigue mentale sur les performances physiques</article-title>. <source>Mov. Sport Sci. Sci. Mot.</source> <volume>95</volume>, <fpage>3</fpage>&#x2013;<lpage>12.46</lpage>. doi: <pub-id pub-id-type="doi">10.1051/sm/2015045</pub-id></mixed-citation></ref>
<ref id="ref48"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Sally</surname><given-names>D.</given-names></name></person-group> (<year>2014</year>). <source>Numbers game-why everything you know about football is wrong</source>. London, UK: <publisher-name>Penguin Books Limited</publisher-name>.</mixed-citation></ref>
<ref id="ref49"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sarter</surname><given-names>M.</given-names></name> <name><surname>Gehring</surname><given-names>W. J.</given-names></name> <name><surname>Kozak</surname><given-names>R.</given-names></name></person-group> (<year>2006</year>). <article-title>More attention must be paid: the neurobiology of attentional effort</article-title>. <source>Brain Res. Rev.</source> <volume>51</volume>, <fpage>145</fpage>&#x2013;<lpage>160</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.brainresrev.2005.11.002</pub-id>, <pub-id pub-id-type="pmid">16530842</pub-id></mixed-citation></ref>
<ref id="ref50"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schmit</surname><given-names>C.</given-names></name> <name><surname>Brisswalter</surname><given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Executive functioning during prolonged exercise: a fatigue-based neurocognitive perspective</article-title>. <source>Int. Rev. Sport Exerc. Psychol.</source> <volume>13</volume>, <fpage>21</fpage>&#x2013;<lpage>39</lpage>. doi: <pub-id pub-id-type="doi">10.1080/1750984X.2018.1483527</pub-id></mixed-citation></ref>
<ref id="ref51"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schmitter-Edgecombe</surname><given-names>M.</given-names></name> <name><surname>Langill</surname><given-names>M.</given-names></name></person-group> (<year>2006</year>). <article-title>Costs of a predictable switch between simple cognitive tasks following severe closed-head injury</article-title>. <source>Neuropsychology</source> <volume>20</volume>, <fpage>675</fpage>&#x2013;<lpage>684</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0894-4105.20.6.675</pub-id>, <pub-id pub-id-type="pmid">17100512</pub-id></mixed-citation></ref>
<ref id="ref52"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Skala</surname><given-names>F.</given-names></name> <name><surname>Zemkov&#x00E1;</surname><given-names>E.</given-names></name></person-group> (<year>2022</year>). <article-title>Effects of acute fatigue on cognitive performance in team sport players: does it change the way they perform? A scoping review</article-title>. <source>Appl. Sci.</source> <volume>12</volume>:<fpage>1736</fpage>. doi: <pub-id pub-id-type="doi">10.3390/app12031736</pub-id></mixed-citation></ref>
<ref id="ref53"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>M. R.</given-names></name> <name><surname>Chai</surname><given-names>R.</given-names></name> <name><surname>Nguyen</surname><given-names>H. T.</given-names></name> <name><surname>Marcora</surname><given-names>S. M.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name></person-group> (<year>2019</year>). <article-title>Comparing the effects of three cognitive tasks on indicators of mental fatigue</article-title>. <source>J. Psychol.</source> <volume>153</volume>, <fpage>759</fpage>&#x2013;<lpage>783</lpage>. doi: <pub-id pub-id-type="doi">10.1080/00223980.2019.1611530</pub-id>, <pub-id pub-id-type="pmid">31188721</pub-id></mixed-citation></ref>
<ref id="ref54"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>M. R.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name> <name><surname>Merlini</surname><given-names>M.</given-names></name> <name><surname>Deprez</surname><given-names>D.</given-names></name> <name><surname>Lenoir</surname><given-names>M.</given-names></name> <name><surname>Marcora</surname><given-names>S. M.</given-names></name></person-group> (<year>2016</year>). <article-title>Mental fatigue impairs soccer-specific physical and technical performance</article-title>. <source>Med. Sci. Sports Exerc.</source> <volume>48</volume>, <fpage>267</fpage>&#x2013;<lpage>276</lpage>. doi: <pub-id pub-id-type="doi">10.1249/MSS.0000000000000762</pub-id>, <pub-id pub-id-type="pmid">26312616</pub-id></mixed-citation></ref>
<ref id="ref55"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>M. R.</given-names></name> <name><surname>Marcora</surname><given-names>S. M.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name></person-group> (<year>2015</year>). <article-title>Mental fatigue impairs intermittent running performance</article-title>. <source>Med. Sci. Sports Exerc.</source> <volume>47</volume>, <fpage>1682</fpage>&#x2013;<lpage>1690</lpage>. doi: <pub-id pub-id-type="doi">10.1249/MSS.0000000000000592</pub-id>, <pub-id pub-id-type="pmid">25494389</pub-id></mixed-citation></ref>
<ref id="ref56"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>M. R.</given-names></name> <name><surname>Thompson</surname><given-names>C.</given-names></name> <name><surname>Marcora</surname><given-names>S. M.</given-names></name> <name><surname>Skorski</surname><given-names>S.</given-names></name> <name><surname>Meyer</surname><given-names>T.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name></person-group> (<year>2018</year>). <article-title>Mental fatigue and soccer: current knowledge and future directions</article-title>. <source>Sports Med.</source> <volume>48</volume>, <fpage>1525</fpage>&#x2013;<lpage>1532</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s40279-018-0908-2</pub-id>, <pub-id pub-id-type="pmid">29623604</pub-id></mixed-citation></ref>
<ref id="ref57"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>M. R.</given-names></name> <name><surname>Zeuwts</surname><given-names>L.</given-names></name> <name><surname>Lenoir</surname><given-names>M.</given-names></name> <name><surname>Hens</surname><given-names>N.</given-names></name> <name><surname>De Jong</surname><given-names>L. M.</given-names></name> <name><surname>Coutts</surname><given-names>A. J.</given-names></name></person-group> (<year>2016</year>). <article-title>Mental fatigue impairs soccer-specific decision-making skill</article-title>. <source>J. Sports Sci.</source> <volume>34</volume>, <fpage>1297</fpage>&#x2013;<lpage>1304</lpage>. doi: <pub-id pub-id-type="doi">10.1080/02640414.2016.1156241</pub-id>, <pub-id pub-id-type="pmid">26949830</pub-id></mixed-citation></ref>
<ref id="ref58"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sokhadze</surname><given-names>E. M.</given-names></name> <name><surname>Casanova</surname><given-names>M. F.</given-names></name> <name><surname>Casanova</surname><given-names>E. L.</given-names></name> <name><surname>Lamina</surname><given-names>E.</given-names></name> <name><surname>Khachidze</surname><given-names>I.</given-names> <suffix>N.</suffix></name></person-group> (<year>2017</year>). <article-title>Event-related potentials (ERP) in cognitive neuroscience research and applications</article-title>. <source>Neuroregulation</source> <volume>4</volume>, <fpage>14</fpage>&#x2013;<lpage>27</lpage>. doi: <pub-id pub-id-type="doi">10.15540/nr.4.1.14</pub-id></mixed-citation></ref>
<ref id="ref59"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Soylu</surname><given-names>Y.</given-names></name> <name><surname>Ramazanoglu</surname><given-names>F.</given-names></name> <name><surname>Arslan</surname><given-names>E.</given-names></name> <name><surname>Clemente</surname><given-names>F.</given-names></name></person-group> (<year>2022</year>). <article-title>Effects of mental fatigue on the psychophysiological responses, kinematic profiles, and technical performance in different small-sided soccer games</article-title>. <source>Biol. Sport</source> <volume>39</volume>, <fpage>965</fpage>&#x2013;<lpage>972</lpage>. doi: <pub-id pub-id-type="doi">10.5114/biolsport.2022.110746</pub-id>, <pub-id pub-id-type="pmid">36247954</pub-id></mixed-citation></ref>
<ref id="ref60"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Stroop</surname><given-names>J. R.</given-names></name></person-group> (<year>1935</year>). <article-title>Studies of interference in serial verbal reactions</article-title>. <source>J. Exp. Psychol.</source> <volume>18</volume>, <fpage>643</fpage>&#x2013;<lpage>662</lpage>. doi: <pub-id pub-id-type="doi">10.1037/h0054651</pub-id></mixed-citation></ref>
<ref id="ref61"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname><given-names>H.</given-names></name> <name><surname>Soh</surname><given-names>K. G.</given-names></name> <name><surname>Mohammadi</surname><given-names>A.</given-names></name> <name><surname>Wang</surname><given-names>X.</given-names></name> <name><surname>Bin</surname><given-names>Z.</given-names></name> <name><surname>Zhao</surname><given-names>Z.</given-names></name></person-group> (<year>2022</year>). <article-title>Effects of mental fatigue on technical performance in soccer players: a systematic review with a meta-analysis</article-title>. <source>Front. Public Health</source> <volume>10</volume>:<fpage>922630</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpubh.2022.922630</pub-id>, <pub-id pub-id-type="pmid">35937235</pub-id></mixed-citation></ref>
<ref id="ref62"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname><given-names>H.</given-names></name> <name><surname>Soh</surname><given-names>K. G.</given-names></name> <name><surname>Roslan</surname><given-names>S.</given-names></name> <name><surname>Wazir</surname><given-names>M. R. W. N.</given-names></name> <name><surname>Soh</surname><given-names>K. L.</given-names></name></person-group> (<year>2021</year>). <article-title>Does mental fatigue affect skilled performance in athletes? A systematic review</article-title>. <source>PLoS One</source> <volume>16</volume>:<fpage>e0258307</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0258307</pub-id>, <pub-id pub-id-type="pmid">34648555</pub-id></mixed-citation></ref>
<ref id="ref63"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Th&#x00F6;nes</surname><given-names>S.</given-names></name> <name><surname>Falkenstein</surname><given-names>M.</given-names></name> <name><surname>Gajewski</surname><given-names>P. D.</given-names></name></person-group> (<year>2018</year>). <article-title>Multitasking in aging: ERP correlates of dual-task costs in young versus low, intermediate, and high performing older adults</article-title>. <source>Neuropsychologia</source> <volume>119</volume>, <fpage>424</fpage>&#x2013;<lpage>433</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neuropsychologia.2018.09.003</pub-id>, <pub-id pub-id-type="pmid">30218690</pub-id></mixed-citation></ref>
<ref id="ref64"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tran</surname><given-names>Y.</given-names></name> <name><surname>Craig</surname><given-names>A.</given-names></name> <name><surname>Craig</surname><given-names>R.</given-names></name> <name><surname>Chai</surname><given-names>R.</given-names></name> <name><surname>Nguyen</surname><given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>The influence of mental fatigue on brain activity: evidence from a systematic review with meta-analyses</article-title>. <source>Psychophysiology</source> <volume>57</volume>:<fpage>e13554</fpage>. doi: <pub-id pub-id-type="doi">10.1111/psyp.13554</pub-id>, <pub-id pub-id-type="pmid">32108954</pub-id></mixed-citation></ref>
<ref id="ref65"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Trecroci</surname><given-names>A.</given-names></name> <name><surname>Boccolini</surname><given-names>G.</given-names></name> <name><surname>Duca</surname><given-names>M.</given-names></name> <name><surname>Formenti</surname><given-names>D.</given-names></name> <name><surname>Alberti</surname><given-names>G.</given-names></name></person-group> (<year>2020</year>). <article-title>Mental fatigue impairs physical activity, technical and decision-making performance during small-sided games</article-title>. <source>PLoS One</source> <volume>15</volume>, <fpage>e0238461</fpage>&#x2013;<lpage>e0238412</lpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0238461</pub-id>, <pub-id pub-id-type="pmid">32903263</pub-id></mixed-citation></ref>
<ref id="ref66"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Van Cutsem</surname><given-names>J.</given-names></name> <name><surname>De Pauw</surname><given-names>K.</given-names></name> <name><surname>Marcora</surname><given-names>S.</given-names></name> <name><surname>Meeusen</surname><given-names>R.</given-names></name> <name><surname>Roelands</surname><given-names>B.</given-names></name></person-group> (<year>2017</year>). <article-title>A caffeine-maltodextrin mouth rinse counters mental fatigue</article-title>. <source>Psychopharmacology</source> <volume>235</volume>, <fpage>947</fpage>&#x2013;<lpage>958</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00213-017-4809-0</pub-id>, <pub-id pub-id-type="pmid">29247343</pub-id></mixed-citation></ref>
<ref id="ref67"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Van der Linden</surname><given-names>D.</given-names></name> <name><surname>Frese</surname><given-names>M.</given-names></name> <name><surname>Meijman</surname><given-names>T. F.</given-names></name></person-group> (<year>2003</year>). <article-title>Mental fatigue and the control of cognitive processes: effects on perseveration and planning</article-title>. <source>Acta Psychol.</source> <volume>113</volume>, <fpage>45</fpage>&#x2013;<lpage>65</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0001-6918(02)00150-6</pub-id>, <pub-id pub-id-type="pmid">12679043</pub-id></mixed-citation></ref>
<ref id="ref68"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Verburgh</surname><given-names>L.</given-names></name> <name><surname>K&#x00F6;nigs</surname><given-names>M.</given-names></name> <name><surname>Scherder</surname><given-names>E. J.</given-names></name> <name><surname>Oosterlaan</surname><given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>Physical exercise and executive functions in preadolescent children, adolescents and young adults: a meta-analysis</article-title>. <source>Br. J. Sports Med.</source> <volume>48</volume>, <fpage>973</fpage>&#x2013;<lpage>979</lpage>. doi: <pub-id pub-id-type="doi">10.1136/bjsports-2012-091441</pub-id>, <pub-id pub-id-type="pmid">23467962</pub-id></mixed-citation></ref>
<ref id="ref69"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Vestberg</surname><given-names>T.</given-names></name> <name><surname>Jafari</surname><given-names>R.</given-names></name> <name><surname>Almeida</surname><given-names>R.</given-names></name> <name><surname>Maurex</surname><given-names>L.</given-names></name> <name><surname>Ingvar</surname><given-names>M.</given-names></name> <name><surname>Petrovic</surname><given-names>P.</given-names></name></person-group> (<year>2020</year>). <article-title>Level of play and coach-rated game intelligence are related to performance on design fluency in elite soccer players</article-title>. <source>Sci. Rep.</source> <volume>10</volume>:<fpage>9852</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-020-66180-w</pub-id>, <pub-id pub-id-type="pmid">32587269</pub-id></mixed-citation></ref>
<ref id="ref70"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wallace</surname><given-names>J. L.</given-names></name> <name><surname>Norton</surname><given-names>K. I.</given-names></name></person-group> (<year>2014</year>). <article-title>Evolution of world cup soccer final games 1966-2010: game structure, speed and play patterns</article-title>. <source>J. Sci. Med. Sport</source> <volume>17</volume>, <fpage>223</fpage>&#x2013;<lpage>228</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jsams.2013.03.016</pub-id>, <pub-id pub-id-type="pmid">23643671</pub-id></mixed-citation></ref>
<ref id="ref71"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>Y.</given-names></name> <name><surname>Yang</surname><given-names>Y.</given-names></name> <name><surname>Xiao</surname><given-names>W. T.</given-names></name> <name><surname>Su</surname><given-names>Q.</given-names></name></person-group> (<year>2016</year>). <article-title>Validity and reliability of the Chinese version of the cognitive flexibility inventory in a sample of college students</article-title>. <source>J. Ment. Health</source> <volume>30</volume>, <fpage>58</fpage>&#x2013;<lpage>63</lpage>. Available online at: <ext-link xlink:href="https://www.cnki.net/" ext-link-type="uri">https://www.cnki.net/</ext-link></mixed-citation></ref>
<ref id="ref72"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yuan</surname><given-names>R.</given-names></name> <name><surname>Sun</surname><given-names>H.</given-names></name> <name><surname>Soh</surname><given-names>K. G.</given-names></name> <name><surname>Mohammadi</surname><given-names>A.</given-names></name> <name><surname>Toumi</surname><given-names>Z.</given-names></name> <name><surname>Zhang</surname><given-names>Z.</given-names></name></person-group> (<year>2023</year>). <article-title>The effects of mental fatigue on sport-specific motor performance among team sport athletes: a systematic scoping review</article-title>. <source>Front. Psychol.</source> <volume>14</volume>:<fpage>1143618</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2023.1143618</pub-id>, <pub-id pub-id-type="pmid">37113120</pub-id></mixed-citation></ref>
<ref id="ref73"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname><given-names>J.</given-names></name></person-group> (<year>2021</year>). <article-title>Differences on prosaccade task in skilled and less skilled female adolescent soccer players</article-title>. <source>Front. Psychol.</source> <volume>12</volume>:<fpage>711420</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2021.711420</pub-id>, <pub-id pub-id-type="pmid">34721156</pub-id></mixed-citation></ref>
<ref id="ref74"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Z&#x00FC;hlsdorff</surname><given-names>K.</given-names></name> <name><surname>Dalley</surname><given-names>J. W.</given-names></name> <name><surname>Robbins</surname><given-names>T. W.</given-names></name> <name><surname>Morein-Zamir</surname><given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>Cognitive flexibility: neurobehavioral correlates of changing one's mind</article-title>. <source>Cereb. Cortex</source> <volume>33</volume>, <fpage>5436</fpage>&#x2013;<lpage>5446</lpage>. doi: <pub-id pub-id-type="doi">10.1093/cercor/n431</pub-id></mixed-citation></ref>
</ref-list>
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<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1493952/overview">Hanliang Fu</ext-link>, Xi'an University of Architecture and Technology, China</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1529506/overview">Feng Guo</ext-link>, Shenyang Sport University, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2913229/overview">Sheref Mohamed</ext-link>, Assiut University, Egypt</p>
</fn>
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