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<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
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<journal-title>PLOS ONE</journal-title>
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<issn pub-type="epub">1932-6203</issn>
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<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
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<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0272460</article-id>
<article-id pub-id-type="publisher-id">PONE-D-22-07400</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Mathematical and statistical techniques</subject><subj-group><subject>Statistical methods</subject><subj-group><subject>Metaanalysis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Mathematics</subject><subj-group><subject>Statistics</subject><subj-group><subject>Statistical methods</subject><subj-group><subject>Metaanalysis</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Clinical medicine</subject><subj-group><subject>Signs and symptoms</subject><subj-group><subject>Fatigue</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Neuroscience</subject><subj-group><subject>Cognitive science</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Attention</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Attention</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Cognitive psychology</subject><subj-group><subject>Attention</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Emotions</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Emotions</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Relaxation (psychology)</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Relaxation (psychology)</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Economics</subject><subj-group><subject>Labor economics</subject><subj-group><subject>Employment</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Science policy</subject><subj-group><subject>Research integrity</subject><subj-group><subject>Publication ethics</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Database and informatics methods</subject><subj-group><subject>Database searching</subject></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>"Give me a break!" A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance</article-title>
<alt-title alt-title-type="running-head">Efficacy of micro-breaks</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-4949-7292</contrib-id>
<name name-style="western">
<surname>Albulescu</surname>
<given-names>Patricia</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"/>
</contrib>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-9878-8136</contrib-id>
<name name-style="western">
<surname>Macsinga</surname>
<given-names>Irina</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="corresp" rid="cor001">*</xref>
<xref ref-type="aff" rid="aff001"/>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Rusu</surname>
<given-names>Andrei</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="http://credit.niso.org/contributor-roles/software/">Software</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"/>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Sulea</surname>
<given-names>Coralia</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"/>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Bodnaru</surname>
<given-names>Alexandra</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"/>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-8101-1753</contrib-id>
<name name-style="western">
<surname>Tulbure</surname>
<given-names>Bogdan Tudor</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"/>
</contrib>
</contrib-group>
<aff id="aff001"><addr-line>Department of Psychology, West University of Timișoara, Timișoara, Romania</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Steinborn</surname>
<given-names>Michael B.</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Julius-Maximilians-Universität Würzburg, GERMANY</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">irina.macsinga@e-uvt.ro</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>8</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>17</volume>
<issue>8</issue>
<elocation-id>e0272460</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>3</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>7</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-year>2022</copyright-year>
<copyright-holder>Albulescu et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0272460"/>
<abstract>
<p>Recovery activities during short breaks taken between work tasks are solutions for preventing the impairing effects of accumulated strain. No wonder then that a growing body of scientific literature from various perspectives emerged on this topic. The present meta-analysis is aimed at estimating the efficacy of micro-breaks in enhancing well-being (vigor and fatigue) and performance, as well as in which conditions and for whom are the micro-breaks most effective. We searched the existent literature on this topic and aggregated the existing data from experimental and quasi-experimental studies. The systematic search revealed 19 records, which resulted in 22 independent study samples (<italic>N</italic> = 2335). Random-effects meta-analyses shown statistically significant but small effects of micro-breaks in boosting vigor (<italic>d</italic> = .36, <italic>p</italic> &lt; .001; <italic>k</italic> = 9, <italic>n</italic> = 913), reducing fatigue (<italic>d</italic> = .35, <italic>p</italic> &lt; .001; <italic>k</italic> = 9, <italic>n</italic> = 803), and a non-significant effect on increasing overall performance (<italic>d</italic> = .16, <italic>p</italic> = .116; <italic>k</italic> = 15, <italic>n</italic> = 1132). Sub-groups analyses on performance types revealed significant effects only for tasks with less cognitive demands. A meta-regression showed that the longer the break, the greater the boost was on performance. Overall, the data support the role of micro-breaks for well-being, while for performance, recovering from highly depleting tasks may need more than 10-minute breaks. Therefore, future studies should focus on this issue.</p>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution>Romanian Ministry of Education and Research</institution>
</funding-source>
<award-id>PN-III-P1-1.1-TE-2019-2032</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Rusu</surname>
<given-names>Andrei</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>The work of A. R. was supported by a grant of the Romanian Ministry of Education and Research, CNCS - UEFISCDI, project number PN-III-P1-1.1-TE-2019-2032, within PNCDI III.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<page-count count="27"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the article and its <xref ref-type="sec" rid="sec027">Supporting Information</xref> files.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p>In an "always-on" culture encouraged by the Fourth Industrial Revolution [<xref ref-type="bibr" rid="pone.0272460.ref001">1</xref>], it is essential to find a balance between being effective at work and having optimal well-being. Recent reports highlight the "human energy crisis" many employees face today [<xref ref-type="bibr" rid="pone.0272460.ref002">2</xref>, <xref ref-type="bibr" rid="pone.0272460.ref003">3</xref>]. Heavy workloads and long hours impede their capacity and energy renewal [<xref ref-type="bibr" rid="pone.0272460.ref004">4</xref>]. Accordingly, scholars from different areas, from organizational psychology or ergonomics to experimental psychology, have been paying attention to mechanisms related to recovery from effort in both employees and students [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>]. Therefore, a growing body of literature focuses on momentary recovery and energy management strategies during working time [<xref ref-type="bibr" rid="pone.0272460.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0272460.ref007">7</xref>].</p>
<p>Energy, as well as effort, is required in achieving work-related tasks and objectives. Work demands can deplete psychological resources [<xref ref-type="bibr" rid="pone.0272460.ref008">8</xref>], having a strong correlation with exhaustion [<xref ref-type="bibr" rid="pone.0272460.ref009">9</xref>] and fatigue [<xref ref-type="bibr" rid="pone.0272460.ref010">10</xref>]. After expending energy over a while, a process of recovery or replenishment is needed [<xref ref-type="bibr" rid="pone.0272460.ref011">11</xref>]. Individuals have several possibilities to recover and build new resources, and during more extended periods of free time, such as evenings [<xref ref-type="bibr" rid="pone.0272460.ref012">12</xref>], weekends [<xref ref-type="bibr" rid="pone.0272460.ref013">13</xref>], or vacations and sabbaticals [<xref ref-type="bibr" rid="pone.0272460.ref014">14</xref>]. Importantly, recovery happens also at shorter intervals during formal working hours, such as lunch breaks [<xref ref-type="bibr" rid="pone.0272460.ref015">15</xref>], scheduled breaks [<xref ref-type="bibr" rid="pone.0272460.ref016">16</xref>], or micro-breaks [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>].</p>
<p>The concept of micro-breaks originates in the ergonomics literature, defined as scheduled rests that individuals take to prevent the onset or progression of physical symptoms, such as musculoskeletal pain or discomfort [<xref ref-type="bibr" rid="pone.0272460.ref018">18</xref>]. In the organizational literature, this concept was introduced as a brief resource-replenishing strategy, taken informally between work tasks [<xref ref-type="bibr" rid="pone.0272460.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0272460.ref020">20</xref>]. Besides micro-breaks [<xref ref-type="bibr" rid="pone.0272460.ref021">21</xref>], several other terms are widely used to refer to short internal recovery, such as work breaks [<xref ref-type="bibr" rid="pone.0272460.ref022">22</xref>], rest breaks [<xref ref-type="bibr" rid="pone.0272460.ref016">16</xref>], energy management strategies [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>], recovery behaviors [<xref ref-type="bibr" rid="pone.0272460.ref023">23</xref>], restorative activities [<xref ref-type="bibr" rid="pone.0272460.ref024">24</xref>], and mini-breaks [<xref ref-type="bibr" rid="pone.0272460.ref025">25</xref>]. Micro-breaks are beneficial for the worker’s well-being and job performance [<xref ref-type="bibr" rid="pone.0272460.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0272460.ref026">26</xref>], even if the total work time is reduced because of the breaks [<xref ref-type="bibr" rid="pone.0272460.ref016">16</xref>]. For the purpose of this paper, we adopted a general definition of micro-breaks as short discontinuities in one’s tasks of no longer than 10 minutes [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>, <xref ref-type="bibr" rid="pone.0272460.ref027">27</xref>]. Although a consensus was not reached on the optimal duration of a micro-break, or even on how short a short break is, thus creating a fairly high variability in time-on-break between studies, we rely both on the categorization of recovery time by Sluiter et al. [<xref ref-type="bibr" rid="pone.0272460.ref027">27</xref>], and the qualitative exploration of Bennett et al. [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>]. Specifically, Sluiter et al. [<xref ref-type="bibr" rid="pone.0272460.ref027">27</xref>] used the term "microrecovery" to define what happens in the first minutes after a period of effort exertion, considering short pauses between tasks. Because the next category of recovery time includes a period between 10 minutes and about 1 hour after engaging in work-related tasks, we identified the 10-minutes limit as the maximum amount of time allocated for micro-breaks. Moreover, Bennett et al. [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>] coming across the same issue related to micro-break duration, conducted a series of semi-structured interviews supporting the time-cap of 10 minutes for such breaks. Thus, we selected the term micro-breaks as it best defines the duration (micro; 10 minutes or shorter) and the action (break).</p>
<p>A growing body of literature focused on the recovery after the work-related energies have been exhausted [<xref ref-type="bibr" rid="pone.0272460.ref028">28</xref>–<xref ref-type="bibr" rid="pone.0272460.ref030">30</xref>]. However, the process of recovery that happens during the workday or between work tasks is still insufficiently analyzed, and conclusions on their effects are still not clear. The present meta-analysis addresses these limitations, focusing on the recovery process by including experimental studies investigating the momentary impact of micro-breaks between work tasks on well-being and performance.</p>
<sec id="sec002">
<title>Theoretical underpinnings and outcomes of micro-breaks</title>
<p>We can rely on multiple explanatory theories to understand how micro-breaks act on individual outcomes. From a fundamental standpoint, the cognitive load theory states that the mental capacity in working memory is limited, and if a task requires too much ability, learning will be hindered [<xref ref-type="bibr" rid="pone.0272460.ref031">31</xref>–<xref ref-type="bibr" rid="pone.0272460.ref033">33</xref>]. Individuals have limited cognitive resources; when allocating resources to one task, their availability becomes limited for other jobs [<xref ref-type="bibr" rid="pone.0272460.ref034">34</xref>]. In this explanatory context, micro-breaks can be seen as natural reactions of the cognitive system to a possible cognitive overload that could affect performance.</p>
<p>Narrowing down towards the applied workplace context, the Conservation of Resources theory (COR) [<xref ref-type="bibr" rid="pone.0272460.ref035">35</xref>] and the Effort Recovery Model (ERM) [<xref ref-type="bibr" rid="pone.0272460.ref008">8</xref>] provide the theoretical foundation for the role of recovery in the relationship between work demands, resources, and stress. The general assumption is that employees have a particular supply of personal resources, such as directed attention or mental resilience instrumental for achieving work goals [<xref ref-type="bibr" rid="pone.0272460.ref036">36</xref>]. Recovery is thus necessary, achievable when no demands similar to those related to the task at hand are put on the person [<xref ref-type="bibr" rid="pone.0272460.ref008">8</xref>], or when new resources are built up (e.g., energy, feelings control) [<xref ref-type="bibr" rid="pone.0272460.ref035">35</xref>]. Individuals lacking recovery experiences tend to endure fatigue and to feel negative affect [<xref ref-type="bibr" rid="pone.0272460.ref037">37</xref>], whereas recovered individuals feel more vigorous and engage in helping behaviors [<xref ref-type="bibr" rid="pone.0272460.ref038">38</xref>]. Moreover, the restoration theories such as Attention Restoration Theory (ART) [<xref ref-type="bibr" rid="pone.0272460.ref039">39</xref>] and The Stress Recovery Theory (SRT) [<xref ref-type="bibr" rid="pone.0272460.ref040">40</xref>] are traditionally used to explain the mechanisms through which exposure to nature can improve mental well-being and performance by reducing the impact of stress, mental fatigue, and negative affect [<xref ref-type="bibr" rid="pone.0272460.ref041">41</xref>–<xref ref-type="bibr" rid="pone.0272460.ref043">43</xref>].</p>
<p>In terms of specific outcomes, there are (at least) two individual-level components of well-being relevant for recovery: vigor (a pleasant activation) and fatigue (unpleasant deactivation) [<xref ref-type="bibr" rid="pone.0272460.ref028">28</xref>, <xref ref-type="bibr" rid="pone.0272460.ref044">44</xref>]. Moreover, in COR theory, energy is an intrinsic resource (i.e., vigor) that must be replenished when exhausted [<xref ref-type="bibr" rid="pone.0272460.ref045">45</xref>]. Vigor contributes to the willingness to invest effort into the tasks at hand and persist when difficulties arise [<xref ref-type="bibr" rid="pone.0272460.ref046">46</xref>]. For instance, in one study many of employees reported break activities were negatively associated with increased energy (i.e., vitality) but positively related to fatigue [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>]. Such results suggest that "employees seek out these strategies when they are already fatigued" [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>, p. 34]. The results of a diary approach suggest that break activities positively predict vigor but negatively predict fatigue [<xref ref-type="bibr" rid="pone.0272460.ref021">21</xref>].</p>
<p>Performance represents another key outcome on which micro-breaks are considered to have an impact. It is well known that cognitive (i.e., declarative knowledge, procedural knowledge, and skills) and motivational factors (i.e., effort investment and persistence) are the main determinants of work performance [<xref ref-type="bibr" rid="pone.0272460.ref047">47</xref>]. Breaks from work can improve task performance through beneficial resource-strain, cognitive, affective, and motivational mechanisms [<xref ref-type="bibr" rid="pone.0272460.ref016">16</xref>]. Breaks are essential for performance on sustained attention tasks, suggesting that the vigilance sensitivity decrement is influenced by the frequent use of cognitive resources [<xref ref-type="bibr" rid="pone.0272460.ref048">48</xref>].</p>
<p>However, the current knowledge on micro-breaks relies considerably on experimental data testing their effects, such as improved self-control capacity, mood, or work engagement [<xref ref-type="bibr" rid="pone.0272460.ref049">49</xref>–<xref ref-type="bibr" rid="pone.0272460.ref051">51</xref>]. Specific answers are still needed to understand the effects of micro-breaks on well-being and performance, to explore whether they have an optimal duration and how vital the contextual factors are. To our knowledge, these important questions have no clear answers to date.</p>
<p>Based on the theoretical and empirical rationale described above, we explored two main questions in this meta-analysis. The first refers to the efficacy of micro-breaks (as defined earlier) on participants’ well-being. In other words, we would like to see if we could collect enough meta-analytical evidence to support the assumption that micro-breaks increase individuals’ vigor and decrease their fatigue levels. The second research question refers to the efficacy of micro-breaks in enhancing participants’ performance. In this respect, we would like to see whether we could find sufficient meta-analytic support for the idea that, despite slightly reducing the time allocated to the task, could micro-breaks actually augment one’s performance? In addition to these central questions, we wanted to refine our finding by exploring the impact of several moderator variables.</p>
</sec>
<sec id="sec003">
<title>Potential moderators for the effectiveness of micro-breaks</title>
<sec id="sec004">
<title>Break activity and duration</title>
<p>Breaks lead to recovery when individuals engage in activities that reduce the demands put on their resources [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0272460.ref052">52</xref>]. During work hours, recovery activities can be related to task objectives (e.g., helping a colleague; setting up a new work-related goal) [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0272460.ref053">53</xref>, <xref ref-type="bibr" rid="pone.0272460.ref054">54</xref>], or can be unrelated to the job (e.g., attending to physiological needs; engaging in social interactions; cognitive; relaxing; directing attention to natural elements) [<xref ref-type="bibr" rid="pone.0272460.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0272460.ref021">21</xref>].</p>
<p>Overall, work-related micro-break activities were associated with decreased well-being, decreased sleep quality, and increased negative mood [<xref ref-type="bibr" rid="pone.0272460.ref055">55</xref>]. Physical activities such as stretching and exercise were associated with increased positive emotions and decreased fatigue [<xref ref-type="bibr" rid="pone.0272460.ref056">56</xref>, <xref ref-type="bibr" rid="pone.0272460.ref057">57</xref>]. Relational activities (e.g., checking in with friends and family members) were associated with increased feelings of vitality [<xref ref-type="bibr" rid="pone.0272460.ref021">21</xref>]. The use of personal social media and games was associated with less conflict between work and private life [<xref ref-type="bibr" rid="pone.0272460.ref058">58</xref>], whereas watching a short movie clip was associated with increased recovery and performance [<xref ref-type="bibr" rid="pone.0272460.ref059">59</xref>].</p>
<p>Regarding the duration of micro-breaks and their impact on well-being and performance, some studies suggested that recovery effects could be elicited after a very short time (i.e., 27.4 seconds) [<xref ref-type="bibr" rid="pone.0272460.ref060">60</xref>]. Another study showed that 40-s micro-breaks are sufficient to improve attention and task performance [<xref ref-type="bibr" rid="pone.0272460.ref061">61</xref>]. Finally, other scholars were more generous with the time needed to recover during micro-breaks, from a few seconds to several minutes, implying the possibility that micro-breaks may have an "optimal duration" [<xref ref-type="bibr" rid="pone.0272460.ref020">20</xref>]. However, there is still no established standard regarding the length of such short breaks, as well as no explicit consideration on how much time is sufficient for recovery to occur [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>].</p>
<p>Considering the significant difference in the proposed duration of micro-breaks and the fact that there is "little hard evidence concerning the optimum length of rest breaks" [<xref ref-type="bibr" rid="pone.0272460.ref062">62</xref>, p. 123], we would also like to address the following question: Does the efficacy of micro-breaks differ as a function of break activity and break duration?</p>
</sec>
<sec id="sec005">
<title>Study design, setting, sample characteristics, and contextual factors</title>
<p>Because resource expenditure and recovery can be affected by several contextual and personal factors [<xref ref-type="bibr" rid="pone.0272460.ref063">63</xref>, <xref ref-type="bibr" rid="pone.0272460.ref064">64</xref>], we consider several additional moderators.</p>
<p>In relation to the type of task from which the participants are recovering, research in neuroscience and cognitive science highlights the relationship between mental effort, complex cognitive tasks, and working memory capacity [<xref ref-type="bibr" rid="pone.0272460.ref065">65</xref>–<xref ref-type="bibr" rid="pone.0272460.ref068">68</xref>]. The more complex a task is, the more mental effort is required. This effort increases neural activity and the metabolic demands on the brain [<xref ref-type="bibr" rid="pone.0272460.ref069">69</xref>]. As a result, fatigue sets in quickly, working memory becomes overloaded, and the recovery effort will be more significant [<xref ref-type="bibr" rid="pone.0272460.ref031">31</xref>]. Therefore, the type of cognitive task the individual is involved in before the break becomes relevant in studying the efficacy of micro-breaks on well-being and performance.</p>
<p>The study setting for the experiment (e.g., laboratory vs. field) is also of interest as a moderating factor, because usually there are no direct personal consequences of one’s behavior in the case of participants in a laboratory experiment, where controlled breaks are taken as instructed. In contrast, participants within the working schedule may experience perceived pressure from colleagues or superiors to keep working to avoid looking "lazy" or uninvolved with the organizational objectives.</p>
<p>When researchers test the effect of micro-breaks on individual outcomes, they tend to use convenience samples of students [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>]. Hence, the category of participants (i.e., students vs. employees) may also translate into different effects of the experimental manipulations since the populations may differ in their fundamental motivation to participate in such studies.</p>
<p>Another aspect that could moderate the effect of the break on the cognitive resources’ restoration is the type of break taken by the control group (i.e., no break vs. some form of task interruption) that is generally used in experimental studies. Therefore, in experimental designs where the control group had no breaks, we expect the effect of breaks for the intervention group to be more substantial simply because the participants in the control group did not interrupt their work and had no time for energy recovery [<xref ref-type="bibr" rid="pone.0272460.ref008">8</xref>].</p>
<p>Finally, the measurement and conceptualization issues are primarily relevant for the performance outcome because performance can mean different things in different environments [<xref ref-type="bibr" rid="pone.0272460.ref070">70</xref>]. For some work positions, performance could mean having a prompt reaction time, for others could mean displaying correct responses, while for others could mean generating a new and divergent set of ideas. Moreover, self-reported performance represents a subjective perception that is susceptible to distortions. When the effect of breaks on performance is experimentally tested, it is typically anchored in an active sustained attention research approach (measured by means of highly demanding speed tests) or in a more passive sustained attention approach (measured by means of detection tasks), only recently being used a simpler, sustained-attention, reaction-timed task, requiring speed responses to simple targets (measured with psychomotor vigilance test) [<xref ref-type="bibr" rid="pone.0272460.ref070">70</xref>]. Therefore, our final question investigates the effect of such methodological factors. As far as the data allowed us, we wanted to delineate the impact of a) the task performed before taking the break (e.g., cognitive or creative activities); b) the setting of the study (e.g., workplace vs. laboratory); c) the professional category of participants (e.g., employees vs. students); d) the type of control group (e.g., also in break vs. no break), and e) the operationalization of the performance outcome. Consequently, we explored to what degree the efficacy of micro-breaks differs between various contextual factors (i.e., the design characteristics detailed above).</p>
</sec>
</sec>
</sec>
<sec id="sec006" sec-type="materials|methods">
<title>Method</title>
<p>We used the PRISMA 2020 framework to conduct and report the systematic review and meta-analysis [<xref ref-type="bibr" rid="pone.0272460.ref071">71</xref>]. The protocol was registered on the PROSPERO platform (ID: CRD42021242961).</p>
<sec id="sec007">
<title>Eligibility criteria</title>
<p>Based on the PICOS approach, the included studies had to meet the following criteria: the studied population to be represented by healthy individuals, either employees or students involved in depleting work or comparable work-related tasks (to be able to generalize the findings to the workplace context) (P); to be embedded in micro-breaks literature or focused on short break activities during tasks of 10 minutes maximum (I); a control group to be included as a comparison (C); among the monitored outcomes to be at least one of interest, such as vigor, fatigue, or performance (O); and to have a between-groups experimental or quasi-experimental design (S). Also, the studies had to be published in the last 30 years, written in English (language), and available in full text (availability). The 30 years for this search was used according to Scholz et al.’s [<xref ref-type="bibr" rid="pone.0272460.ref022">22</xref>] argument on the changes in the workplace due to the inclusion of computers and subsequent changes following the reliance on technology.</p>
<p>Moreover, the studies were eligible if they included all the necessary data in computing effect sizes. If these details were not reported, the corresponding author was contacted to provide them.</p>
</sec>
<sec id="sec008">
<title>Information sources and search strategy</title>
<p>The systematic search strategy was based on enquiring exclusively online databases (SCOPUS, MEDLINE, and PsycINFO) for research published between January 1990 and April 2021. Searches were performed using Boolean operators. Details about how the search was conducted for each database can be found in <xref ref-type="supplementary-material" rid="pone.0272460.s002">S1 Table</xref>.</p>
</sec>
<sec id="sec009">
<title>Selection process and data management</title>
<p>We used a two-step approach in study selection: (1) titles and abstracts screening and (2) full-text screening of the remaining records. In the first step, we enquired if the studies investigated internal rest breaks and the outcomes of interest, such as well-being and performance, the design of the studies, and details about the population tested. The next step in the study selection process consisted of screening the full texts of records selected in the previous step and applying the eligibility mentioned above criteria. Cited references were also checked, and eligibility criteria were also applied to these records.</p>
<p>Two independent reviewers (PA and AB) did the screening of both titles and abstracts, and full-text records was done by two independent reviewers (PA and AB). Any disagreement between them over the eligibility of particular studies was resolved through discussions with a third reviewer (AR).</p>
</sec>
<sec id="sec010">
<title>Data items and collection process</title>
<p>For each eligible study, we proceeded to extract the following information: general bibliographical information (i.e., authors and year of publication); sample characteristics such as country, professional category (i.e., employees or students), age, and gender (P); recovery activity duration (expressed in minutes), type (i.e., work vs. non-work-related; and cognitive, physical, relational, relaxing, or nature-related), and setting (i.e., organization vs. laboratory) (I); type of control group (i.e., also break vs. no break) (C); type of outcome (i.e., vigor, fatigue, performance) and the operationalization (O); research design (i.e., randomized vs. non-randomized) (S). Moreover, we included antecedents of recovery as the type of work task (i.e., clerical, cognitive, creative, or emotional work), the relevance of the task for the workplace (relevant or irrelevant), as well as task duration (i.e., time on the task before the break, expressed in minutes).</p>
<p>We recorded effect sizes for measures of vigor, fatigue, and performance (objective and subjective). Objective performance is expressed as a measure of accuracy representing the amount of work performed in a specific time (e.g., mean correct responses, number of words remembered, errors reported during the completion of tasks, etc.), response speed (reaction time), as well as ideas generated (e.g., where the task require generating new ideas on a topic). Subjective performance variables were measures of self-reported levels of work productivity. Vigor and fatigue represent scores on subjective, self-report instruments.</p>
<p>The data collection and coding process were performed by two reviewers working independently (PA and AB). Differences or inconsistencies were re-examined with a third reviewer (AR) until an agreement was reached. To evaluate the degree of agreement between the reviewers, we computed Cohen’s kappa coefficient. The results suggest a moderate average agreement between the assessors (72.56%; average k = 0.45).</p>
</sec>
<sec id="sec011">
<title>Risk of bias</title>
<p>The internal validity of the studies was performed based on the Cochrane risk of bias tool [<xref ref-type="bibr" rid="pone.0272460.ref072">72</xref>] by taking into consideration six domains: sequence generation and allocation concealment (selection bias), blinding of outcome assessor (detection bias), incomplete outcome data (attrition bias), selective outcome reporting (reporting bias), and other potential threats to internal validity.</p>
<p>Each criterion was evaluated for each study by assigning it a "low risk," "high risk," or "unclear risk" of bias rating. At the low risk of bias were labelled the studies which reported a clear description of how that specific internal validity criterion was handled. The more criteria with a low risk of bias a study meets, the higher the study’s internal validity can be concluded.</p>
<p>The same two assessors performed the risk of bias assessment. The same third expert discussed any incongruence between them and consensually settled. Inter-rater agreement was consistent across domains, ranging from fair (<italic>k</italic> = 0.27 for blinding of outcome assessor and participants) to substantial (<italic>k</italic> = 0.67 for incomplete outcome data).</p>
</sec>
<sec id="sec012">
<title>Summary measures and synthesis of results</title>
<p>The main research questions were addressed using random-effects meta-analyses based on Borenstein et al.’s [<xref ref-type="bibr" rid="pone.0272460.ref073">73</xref>] framework. We used effect size estimates based on the between-groups standardized mean difference (Cohen’s d) [<xref ref-type="bibr" rid="pone.0272460.ref074">74</xref>], with 95% confidence intervals and two-sided p-values. Positive estimates represent effects in the hypothesized direction (i.e., increased vigor and performance; decreased fatigue), while negative values indicate opposed ones.</p>
<p>Because only two studies collected and analyzed follow-up data [<xref ref-type="bibr" rid="pone.0272460.ref075">75</xref>, <xref ref-type="bibr" rid="pone.0272460.ref076">76</xref>], we decided to include only the post-manipulation data in our analysis.</p>
<p>To ensure that all effect sizes are computed on independent groups, in cases where studies assessed the effect of different micro-break interventions against the same control group, we combined those intervention groups into one by using standardized or pooled data [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>, <xref ref-type="bibr" rid="pone.0272460.ref049">49</xref>, <xref ref-type="bibr" rid="pone.0272460.ref059">59</xref>, <xref ref-type="bibr" rid="pone.0272460.ref075">75</xref>, <xref ref-type="bibr" rid="pone.0272460.ref077">77</xref>–<xref ref-type="bibr" rid="pone.0272460.ref080">80</xref>]. For the study conducted by Rees et al. [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>] several steps were taken, namely: (1) for each of the five post-interruption blocks for each outcome variable tested (i.e., correct responses, reaction times, response bias, sensitivity), the average was calculated; (2) from every five experimental groups (i.e., free break, music, music with video, choosing between listening to music or watching a music video, no activity break), because they were tested against the same control group, we created a single intervention group by calculating their weighted mean and pooled standard deviation; and (3) because three outcome measures fell into our accuracy operationalization of performance, we aggregated them into a single accuracy indicator.</p>
<p>In three other studies, we estimated the effect size based on the result of the analysis of variance with one degree of freedom at between-group level [<xref ref-type="bibr" rid="pone.0272460.ref082">82</xref>, <xref ref-type="bibr" rid="pone.0272460.ref083">83</xref>] or based on the p-value of a χ2 test and sample size [<xref ref-type="bibr" rid="pone.0272460.ref057">57</xref>].</p>
<p>Besides the weighted average effect size for each outcome, we computed the between-studies heterogeneity. Following the recommendations made by Borenstein et al. [<xref ref-type="bibr" rid="pone.0272460.ref084">84</xref>], we reported the Q, I<sup>2</sup>, and τ<sup>2</sup> indices. A statistically significant Q reflects if the true effect sizes vary across studies, whereas τ<sup>2</sup> estimates the between-studies variance. Based on the standard deviation of true effects (τ), a prediction interval for the true effects can be estimated, informing how widely the effects vary. Moreover, the I<sup>2</sup> statistic quantifies the dispersion observed due to true variations in effect sizes.</p>
</sec>
<sec id="sec013">
<title>Additional analyses</title>
<sec id="sec014">
<title>Detecting extreme effect sizes</title>
<p>A single sample may heavily influence the results and conclusion of a meta-analysis if it is abnormally large, affecting the validity and robustness of the meta-analysis [<xref ref-type="bibr" rid="pone.0272460.ref085">85</xref>, <xref ref-type="bibr" rid="pone.0272460.ref086">86</xref>]. We followed the approach proposed by Viechtbauer and Cheung [<xref ref-type="bibr" rid="pone.0272460.ref086">86</xref>] and defined a study as an outlier when its effect size estimate is so extreme that the study cannot be part of the "population" of effect sizes we pool in our meta-analysis, differing significantly from the overall effect. We examined outliers in each meta-analytic distribution as follows: (1) identifying outliers based on the study’s confidence interval (i.e., if there are studies for which the confidence interval does not overlap with the confidence interval of the pooled effects), (2) we proceeded to analyze the data with and without the studies identified as being extreme, and (3) if one such extreme value had a substantial impact on the results (e.g., shifts the heterogeneity from non-significant to significant), we proceeded to remove it from the subsequent (main) analysis.</p>
</sec>
<sec id="sec015">
<title>Moderator analyses</title>
<p>The hypothesized categorial moderators were tested using subgroup analyses based on a mixed-effects model (i.e., employing a random-effects model within each subgroup, while between-subgroup differences were tested for significance based on a fixed-effect model). We used meta-regression under a random-effects model for numerical moderators.</p>
</sec>
<sec id="sec016">
<title>Publication bias</title>
<p>For this purpose, we corroborated information from multiple sources. After visually inspecting the forest plot to see the relationship between sample size and effects we also used Egger’s test, which yields a <italic>p</italic>-value [<xref ref-type="bibr" rid="pone.0272460.ref087">87</xref>], as well as Duval and Tweedie’s [<xref ref-type="bibr" rid="pone.0272460.ref088">88</xref>] trim and fill procedure to estimate the effect sizes after taking into account publication bias (i.e., imputed studies).</p>
<p>All meta-analytical analyses and publication bias were conducted with the aid of Comprehensive Meta-Analysis Version 3 software [<xref ref-type="bibr" rid="pone.0272460.ref089">89</xref>]. The prediction intervals were calculated with the spreadsheet provided by Borenstein et al. [<xref ref-type="bibr" rid="pone.0272460.ref084">84</xref>].</p>
</sec>
</sec>
</sec>
<sec id="sec017" sec-type="results">
<title>Results</title>
<sec id="sec018">
<title>Selection and inclusion of studies</title>
<p>The systematic search yielded 4868 unique records (after removing the duplicates) (see <xref ref-type="fig" rid="pone.0272460.g001">Fig 1</xref>). These were first reviewed based on title and abstract, removing another 4825 entries. In the next step, we analyzed the full text for 43 articles, two of which were included after screening the reference lists for potentially relevant studies. Out of these records, 25 were excluded for the following reasons: (1) 6 for not using a control group, (2) 9 employed a within-subjects design, and (3) 10 had incomplete data for computing effect sizes. The corresponding authors were contacted for this latter category, making available data from only one more study [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>]. Hence, the final sample included 22 independent study samples that resulted from 19 publications (see <xref ref-type="fig" rid="pone.0272460.g001">Fig 1</xref> for the complete flow of the literature search).</p>
<fig id="pone.0272460.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.g001</object-id>
<label>Fig 1</label>
<caption>
<title>The PRISMA flow diagram of the literature search and selection process.</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.g001" xlink:type="simple"/>
</fig>
</sec>
<sec id="sec019">
<title>Description of the included studies</title>
<p>A systematic overview of the studies’ characteristics (e.g., participants, design) is displayed in <xref ref-type="table" rid="pone.0272460.t001">Table 1</xref>. A summary of attributes of experimental manipulations (e.g., breaks, tasks before breaks) and outcomes are shown in <xref ref-type="table" rid="pone.0272460.t002">Table 2</xref>. Moreover, a detailed narrative overview is provided in <xref ref-type="supplementary-material" rid="pone.0272460.s004">S1 File</xref>.</p>
<table-wrap id="pone.0272460.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.t001</object-id>
<label>Table 1</label> <caption><title>Summary of studies included in the meta-analysis and their description.</title></caption>
<alternatives>
<graphic id="pone.0272460.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left" rowspan="2">Publication</th>
<th align="center" rowspan="2">Study no.</th>
<th align="center" rowspan="2">Country</th>
<th align="center" rowspan="2">Sample</th>
<th align="center" rowspan="2">Mean age</th>
<th align="center" rowspan="2">% Women</th>
<th align="center" rowspan="2">Randomization</th>
<th align="center" rowspan="2">Control</th>
<th align="center" rowspan="2">Setting</th>
<th align="center" colspan="3">Risk of bias</th>
</tr>
<tr>
<th align="center">Low</th>
<th align="center">Unclear</th>
<th align="center">High</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Bennett et al. (2020) [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>]</td>
<td align="center"/>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center">24.2</td>
<td align="center">55.2</td>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">3</td>
<td align="center">3</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Beute &amp; de Kort (2014) [<xref ref-type="bibr" rid="pone.0272460.ref049">49</xref>]</td>
<td align="center">Study 1</td>
<td align="center">Netherlands</td>
<td align="center">Students</td>
<td align="center">22.2</td>
<td align="center">53.3</td>
<td align="center">No</td>
<td align="center">Break</td>
<td align="center">Laboratory</td>
<td align="center">1</td>
<td align="center">3</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Blake et al. (2019) [<xref ref-type="bibr" rid="pone.0272460.ref090">90</xref>]</td>
<td align="center"/>
<td align="center">China</td>
<td align="center">Employees</td>
<td align="center">32.5</td>
<td align="center">47.5</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">4</td>
<td align="center">0</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Blasche et al. (2013) [<xref ref-type="bibr" rid="pone.0272460.ref075">75</xref>]</td>
<td align="center"/>
<td align="center">Austria</td>
<td align="center">Employees</td>
<td align="center">40.1</td>
<td align="center">60.2</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">2</td>
<td align="center">2</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Clauss et al. (2018) [<xref ref-type="bibr" rid="pone.0272460.ref076">76</xref>]</td>
<td align="center"/>
<td align="center">Germany</td>
<td align="center">Employees</td>
<td align="center">42.3</td>
<td align="center">71.1</td>
<td align="center">No</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">1</td>
<td align="center">3</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Conlin et al. (2020) [<xref ref-type="bibr" rid="pone.0272460.ref077">77</xref>]</td>
<td align="center"/>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center">20</td>
<td align="center">33.1</td>
<td align="center">No</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Ellwood et al. (2009) [<xref ref-type="bibr" rid="pone.0272460.ref078">78</xref>]</td>
<td align="center"/>
<td align="center">Australia</td>
<td align="center">Students</td>
<td align="center">22</td>
<td align="center">72.2</td>
<td align="center">No</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left" rowspan="3">Finstad et al. (2006) [<xref ref-type="bibr" rid="pone.0272460.ref091">91</xref>]</td>
<td align="center">Study 1</td>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Laboratory</td>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">0</td>
</tr>
<tr>
<td align="center">Study 2</td>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">0</td>
</tr>
<tr>
<td align="center">Study 3</td>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Janicke et al. (2018) [<xref ref-type="bibr" rid="pone.0272460.ref079">79</xref>]</td>
<td align="center"/>
<td align="center">USA</td>
<td align="center">Employees</td>
<td align="center">36.2</td>
<td align="center">47</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">4</td>
<td align="center">2</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Kennedy &amp; Ball (2007) [<xref ref-type="bibr" rid="pone.0272460.ref082">82</xref>]</td>
<td align="center"/>
<td align="center">Australia</td>
<td align="center">Employees</td>
<td align="center">29.9</td>
<td align="center">57.3</td>
<td align="center">No</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">2</td>
<td align="center">1</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">Lacaze et al. (2010) [<xref ref-type="bibr" rid="pone.0272460.ref057">57</xref>]</td>
<td align="center"/>
<td align="center">Brazil</td>
<td align="center">Employees</td>
<td align="center">30</td>
<td align="center">73.4</td>
<td align="center">No</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">Michishita et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref050">50</xref>]</td>
<td align="center"/>
<td align="center">Japan</td>
<td align="center">Employees</td>
<td align="center">45</td>
<td align="center">23.8</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">1</td>
<td align="center">3</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Michishita et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref051">51</xref>]</td>
<td align="center"/>
<td align="center">Japan</td>
<td align="center">Employees</td>
<td align="center">40.9</td>
<td align="center">32.2</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">1</td>
<td align="center">4</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left" rowspan="2">Paulus et al. (2006) [<xref ref-type="bibr" rid="pone.0272460.ref080">80</xref>]</td>
<td align="center">Study 2</td>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center"/>
<td align="center"/>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">1</td>
<td align="center">5</td>
<td align="center">0</td>
</tr>
<tr>
<td align="center">Study 3</td>
<td align="center">USA</td>
<td align="center">Students</td>
<td align="center"/>
<td align="center"/>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">1</td>
<td align="center">5</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Rees et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>]</td>
<td align="center"/>
<td align="center">Australia</td>
<td align="center">Students</td>
<td align="center">20.5</td>
<td align="center">33.3</td>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Rieger et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref059">59</xref>]</td>
<td align="center"/>
<td align="center">Germany</td>
<td align="center">Students</td>
<td align="center">25.5</td>
<td align="center">72.7</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Laboratory</td>
<td align="center">3</td>
<td align="center">3</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Steidle et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref092">92</xref>]</td>
<td align="center"/>
<td align="center">Germany</td>
<td align="center">Employees</td>
<td align="center">36.9</td>
<td align="center">43.9</td>
<td align="center">Yes</td>
<td align="center">Break</td>
<td align="center">Organization</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">Steinborn &amp; Huestegge, (2016) [<xref ref-type="bibr" rid="pone.0272460.ref083">83</xref>]</td>
<td align="center"/>
<td align="center">Germany</td>
<td align="center">Unknown</td>
<td align="center">21.7</td>
<td align="center">85</td>
<td align="center">No</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">1</td>
<td align="center">4</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">Wollseiffen et al. (2016) [<xref ref-type="bibr" rid="pone.0272460.ref093">93</xref>]</td>
<td align="center"/>
<td align="center">Germany</td>
<td align="center">Employees</td>
<td align="center">41</td>
<td align="center">46</td>
<td align="center">Yes</td>
<td align="center">No break</td>
<td align="center">Laboratory</td>
<td align="center">1</td>
<td align="center">5</td>
<td align="center">0</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<table-wrap id="pone.0272460.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.t002</object-id>
<label>Table 2</label> <caption><title>Characteristics of the interventions and outcomes.</title></caption>
<alternatives>
<graphic id="pone.0272460.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left" rowspan="2">Identification</th>
<th align="center" rowspan="2">Study</th>
<th align="center" rowspan="2">Intervention type</th>
<th align="center" colspan="4">Characteristics of the task preceding the break</th>
<th align="center" colspan="2">Characteristics of micro-breaks</th>
<th align="center" rowspan="2">Outcome</th>
</tr>
<tr>
<th align="center">Type of task</th>
<th align="center">Workplace relevance</th>
<th align="center">Activity performed</th>
<th align="center">Time on task (minutes)</th>
<th align="center">Break activity</th>
<th align="center">Break duration (minutes)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="2">Bennett et al. (2020) [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Work &amp; Non work</td>
<td align="center" rowspan="2">Clerical</td>
<td align="center" rowspan="2">Relevant</td>
<td align="center" rowspan="2">Attention Network Test (Fan, McCandliss, Sommer, Raz, &amp; Posner, 2002)</td>
<td align="center" rowspan="2">10</td>
<td align="center" rowspan="2">Cognitive &amp; relaxation</td>
<td align="center" rowspan="2">5</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left" rowspan="3">Beute &amp; de Kort (2014) [<xref ref-type="bibr" rid="pone.0272460.ref049">49</xref>]</td>
<td align="center" rowspan="3">Study 1</td>
<td align="center" rowspan="3">Non work</td>
<td align="center" rowspan="3">Clerical</td>
<td align="center" rowspan="3">Relevant</td>
<td align="center" rowspan="3">Typing task</td>
<td align="center" rowspan="3">–</td>
<td align="center" rowspan="3">Cognitive &amp; nature</td>
<td align="center" rowspan="3">3</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left">Blake et al. (2019) [<xref ref-type="bibr" rid="pone.0272460.ref090">90</xref>]</td>
<td align="center"/>
<td align="center">Non work</td>
<td align="center">Clerical</td>
<td align="center">Relevant</td>
<td align="center">Office tasks</td>
<td align="center">–</td>
<td align="center">Physical</td>
<td align="center">10</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left">Blasche et al. (2013) [<xref ref-type="bibr" rid="pone.0272460.ref075">75</xref>]</td>
<td align="center"/>
<td align="center">Non work</td>
<td align="center">Clerical</td>
<td align="center">Relevant</td>
<td align="center">Office tasks</td>
<td align="center">–</td>
<td align="center">Physical</td>
<td align="center">8</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="left">Clauss et al. (2018) [<xref ref-type="bibr" rid="pone.0272460.ref076">76</xref>]</td>
<td align="center"/>
<td align="center">Work</td>
<td align="center">Emotional</td>
<td align="center">Relevant</td>
<td align="center">Nursing tasks</td>
<td align="center">210</td>
<td align="center">Cognitive</td>
<td align="center">10</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="left">Conlin et al. (2020) [<xref ref-type="bibr" rid="pone.0272460.ref077">77</xref>]</td>
<td align="center"/>
<td align="center">Non work</td>
<td align="center">Clerical</td>
<td align="center">Relevant</td>
<td align="center">Clerical editing task</td>
<td align="center">10</td>
<td align="center">Cognitive &amp; nature</td>
<td align="center">0.66</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left">Ellwood et al. (2009) [<xref ref-type="bibr" rid="pone.0272460.ref078">78</xref>]</td>
<td align="center"/>
<td align="center">Work &amp; non work</td>
<td align="center">Creative</td>
<td align="center">Irrelevant</td>
<td align="center">Idea generation test</td>
<td align="center">2</td>
<td align="center">Cognitive</td>
<td align="center">5</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left" rowspan="3">Finstad et al. (2006) [<xref ref-type="bibr" rid="pone.0272460.ref091">91</xref>]</td>
<td align="center">Study 1</td>
<td align="center">Non work</td>
<td align="center">Cognitive</td>
<td align="center">Irrelevant</td>
<td align="center">Prospective memory test (Thorndike &amp; Lorge, 1944)</td>
<td align="center">30</td>
<td align="center">Relaxation<break/>Cognitive</td>
<td align="center">0.133</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="center">Study 2</td>
<td align="center">Non work</td>
<td align="center">Cognitive</td>
<td align="center">Irrelevant</td>
<td align="center">Prospective memory test (Thorndike &amp; Lorge, 1944)</td>
<td align="center">30</td>
<td align="center">Relaxation</td>
<td align="center">0.166</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="center">Study 3</td>
<td align="center">Non work</td>
<td align="center">Cognitive</td>
<td align="center">Irrelevant</td>
<td align="center">Prospective memory test (Thorndike &amp; Lorge, 1944)</td>
<td align="center">30</td>
<td align="center">Relaxation</td>
<td align="center">0.166</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left">Janicke et al. (2018) [<xref ref-type="bibr" rid="pone.0272460.ref079">79</xref>]</td>
<td align="center"/>
<td align="center">Non work</td>
<td align="center"/>
<td align="center">Relevant</td>
<td align="center">–</td>
<td align="center">240</td>
<td align="center">Cognitive</td>
<td align="center">4</td>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left" rowspan="2">Kennedy &amp; Ball, (2007) [<xref ref-type="bibr" rid="pone.0272460.ref082">82</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Emotional</td>
<td align="center" rowspan="2">Relevant</td>
<td align="center" rowspan="2">Call center tasks</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">Relaxation</td>
<td align="center" rowspan="2">10</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left" rowspan="2">Lacaze et al. (2010) [<xref ref-type="bibr" rid="pone.0272460.ref057">57</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Emotional</td>
<td align="center" rowspan="2">Relevant</td>
<td align="center" rowspan="2">Call center tasks</td>
<td align="center" rowspan="2">180</td>
<td align="center" rowspan="2">Physical</td>
<td align="center" rowspan="2">10</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left" rowspan="2">Michishita et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref050">50</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Clerical</td>
<td align="center" rowspan="2">Relevant</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">Physical</td>
<td align="center" rowspan="2">10</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left" rowspan="2">Michishita et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref051">51</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Clerical</td>
<td align="center" rowspan="2">Relevant</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">Physical</td>
<td align="center" rowspan="2">10</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left" rowspan="2">Paulus et al. (2006) [<xref ref-type="bibr" rid="pone.0272460.ref080">80</xref>]</td>
<td align="center">Study 2</td>
<td align="center">Non work</td>
<td align="center">Creative</td>
<td align="center">Irrelevant</td>
<td align="center">Brainstorming</td>
<td align="center">16</td>
<td align="center">Relaxation</td>
<td align="center">4.5</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="center">Study 3</td>
<td align="center">Non work</td>
<td align="center">Creative</td>
<td align="center">Irrelevant</td>
<td align="center">Brainstorming</td>
<td align="center">16</td>
<td align="center">Relaxation</td>
<td align="center">4.5</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left">Rees et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>]</td>
<td align="center"/>
<td align="center">Non work</td>
<td align="center">Cognitive</td>
<td align="center">Relevant</td>
<td align="center">Simulated rail control task</td>
<td align="center">20</td>
<td align="center">Cognitive</td>
<td align="center">5</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left" rowspan="2">Rieger et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref059">59</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Cognitive</td>
<td align="center" rowspan="2">Irrelevant</td>
<td align="center" rowspan="2">Reading-span task (Daneman &amp; Carpenter, 1980) and Operation-span task (Turner &amp; Engle, 1989)</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">Cognitive</td>
<td align="center" rowspan="2">2</td>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left" rowspan="2">Steidle et al. (2017) [<xref ref-type="bibr" rid="pone.0272460.ref092">92</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Clerical</td>
<td align="center" rowspan="2">Relevant</td>
<td align="center" rowspan="2">Office tasks</td>
<td align="center" rowspan="2">–</td>
<td align="center" rowspan="2">Nature &amp; physical</td>
<td align="center" rowspan="2">10</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
<tr>
<td align="left">Steinborn &amp; Huestegge, (2016) [<xref ref-type="bibr" rid="pone.0272460.ref083">83</xref>]</td>
<td align="center"/>
<td align="center">Non work</td>
<td align="center">Cognitive</td>
<td align="center">Irrelevant</td>
<td align="center">Mental-addition and verification tasks (Zbrodoff &amp; Logan, 1990)</td>
<td align="center">–</td>
<td align="center">Cognitive &amp; physical</td>
<td align="center">3</td>
<td align="center">Performance</td>
</tr>
<tr>
<td align="left" rowspan="2">Wollseiffen et al. (2016) [<xref ref-type="bibr" rid="pone.0272460.ref093">93</xref>]</td>
<td align="center" rowspan="2"/>
<td align="center" rowspan="2">Non work</td>
<td align="center" rowspan="2">Cognitive</td>
<td align="center" rowspan="2">Irrelevant</td>
<td align="center" rowspan="2">Memory matrix (Dorval &amp; Pepin, 1986; Schaefer &amp; Thomas, 1998), and Chalkboard challenge d2-R test (R Brickenkamp, 2002; Rolf Brickenkamp, Schmidt-atzert, &amp; Liepmann, 2010)</td>
<td align="center" rowspan="2">120</td>
<td align="center" rowspan="2">Physical</td>
<td align="center" rowspan="2">3</td>
<td align="center">Fatigue</td>
</tr>
<tr>
<td align="center">Vigor</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>Eleven studies used samples of students, whereas the other ten studies tested their hypotheses on samples of employees. One study used "normal volunteers" to characterize its sample without further clarifications. The total number of participants in these studies was 2335, with a mean age of 31.2 years old.</p>
<p>Most of the studies employed an experimental design, where participants were randomly allocated to different interventions (<italic>n</italic> = 15), whereas fewer used non-random allocation but with equivalent groups (<italic>n</italic> = 7). Most of the studies took place in a laboratory (<italic>n</italic> = 13); a smaller number was in an organizational/workplace setting (<italic>n</italic> = 9). In most studies, participants in the control group were engaged in some break or free time between work tasks (<italic>n</italic> = 12). In contrast, in a slightly smaller number of studies, these participants continued working without respite (<italic>n</italic> = 10).</p>
<p>To study the resource replenishing effects of breaks, participants had to complete a series of tasks before taking a respite. These tasks were either relevant to organizational life, such as work simulations and actual work-related tasks (<italic>n</italic> = 13), or irrelevant, such as various cognitive tests (<italic>n</italic> = 9). Participants were exposed to different type of demands, such as cognitive (<italic>n</italic> = 7), emotional (n = 3), or clerical (<italic>n</italic> = 8). Studies in which participants had to generate new ideas were considered as having creative demands (<italic>n</italic> = 3). Time on task is one of the most widely studied contributors to the depletion of resources. In our sample, this information was specified only for 13 studies, with participants spending between a minimum of 2 minutes and a maximum of 4 hours on resource-demanding tasks before getting a break.</p>
<p>In almost all of the studies, the break was a non-work one (<italic>n</italic> = 19), whereas only one study included a work-related break. Two studies were incorporated into a category with work and non-work micro-breaks because they shared the same control group, and their results were pooled in single indicators. Thus, the low variability on this factor also impedes treating it as a moderator (despite our initial intention). Regarding what participants did during the micro-breaks, five studies used a combination of two activities. For three of these studies, the combination of multiple types of activities was a result of using the same control group to compare different interventions. Five studies included a cognitive micro-break, where participants were involved in activities such as watching movie clips. Six studies offered a physical break between work bouts, whereas the other six activities during breaks were relaxing. Hence, the heterogeneous and mixed nature of the micro-breaks employed in the included studies impedes us from exploring this aspect as a potential moderator. Break duration varied significantly between studies, ranging between 8 seconds and 10 minutes.</p>
<p>Considering the outcomes’ operationalizations, vigor and fatigue were exclusively assessed with self-report scales. The measures varied from multi-factor well-established instruments (e.g., Activation-Deactivation-Checklist [<xref ref-type="bibr" rid="pone.0272460.ref094">94</xref>]; Utrecht Work Engagement Scale [<xref ref-type="bibr" rid="pone.0272460.ref095">95</xref>]; Profile of Mood States, [<xref ref-type="bibr" rid="pone.0272460.ref096">96</xref>]), to one-item ones [e.g., 92] The reporting of reliability estimates was inconsistent across studies (and not possible for single-item measures), but when mentioned, generally exceeded α = .80 or even α = .90 [e.g., 17, 79, 92]. As for performance, there were studies using both objective and subjective measures of performance, as well as measures of creativity. We grouped accuracy (e.g., mean correct responses, number of words remembered, errors reported during the completion of tasks, etc.) and reaction speed in cognitive tasks into a category of objective measures (<italic>n</italic> = 8), self-perceived performance was considered as a subjective measure (<italic>n</italic> = 4), and idea generation was considered as creative performance (<italic>n</italic> = 3). A more fine-grained categorization (especially for the objective measures) was hard to impose because of the limited number of studies. In terms of reliability, with two exceptions (Studies 2 and 3 from Paulus et al. [<xref ref-type="bibr" rid="pone.0272460.ref080">80</xref>]), there were no such estimates reported. While the mentioned cases focused on creative performance with interrater reliabilities of &gt; .90, for all the other operationalizations it was not possible to make any accurate inference from this perspective. However, as also previously discussed [<xref ref-type="bibr" rid="pone.0272460.ref070">70</xref>], the objective measures typically imply the employment of arbitrary tasks and/or unaudited performance measures or paradigms with reduced numbers of trials. Hence, it is less likely to expect such approaches as being psychometrically precise. Unfortunately, in the absence of reliability estimates, such measurement artefacts cannot be taken into account meta-analytically.</p>
</sec>
<sec id="sec020">
<title>Quality of the included studies</title>
<p>The risk of bias assessment results for each threat to the internal validity are shown in <xref ref-type="table" rid="pone.0272460.t001">Table 1</xref> (for each study) and <xref ref-type="fig" rid="pone.0272460.g002">Fig 2</xref> (as a visual summary).</p>
<fig id="pone.0272460.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.g002</object-id>
<label>Fig 2</label>
<caption>
<title>Risk of internal bias summary.</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.g002" xlink:type="simple"/>
</fig>
<p>The results following the selection bias assessment show an unclear risk for both domains (i.e., sequence generation and allocation concealment), as thirteen of the twenty-two studies did not make explicit the randomization method. Detection bias follows the trend, with most studies in the unclear risk of bias category (72% of included studies). Most studies were at low risk for attrition bias (<italic>n</italic> = 20). Twenty-one studies were assessed with unclear risk regarding reporting bias. For other potential threats to validity, fifteen studies out of twenty-two have been evaluated as having low risk.</p>
<p>Overall, only four out of twenty-two studies were assessed with a low risk of bias, whereas one presented a high risk for at least half of the criteria. Thus, we are inclined to consider the risk of bias in our overall sample as being somewhat unclear.</p>
</sec>
<sec id="sec021">
<title>Preliminary analyses</title>
<p>To detect potential outliers, we analyzed the studies for which the confidence intervals failed to overlap with the confidence interval of the pooled effects. We found only two potential outliers. One of them was in the sample of effects regarding the role of micro-breaks on fatigue [<xref ref-type="bibr" rid="pone.0272460.ref049">49</xref>], with an effect size of <italic>d</italic> = 13.43, and a 95%CI which stretched between 11.11, and 15.75, being completely non-overlapped with the overall one [0.29, 1.52]. The other one was in the sample of effects of micro-breaks on performance outcomes [<xref ref-type="bibr" rid="pone.0272460.ref077">77</xref>], with an effect size of <italic>d</italic> = 3.85, 95%CI of [3.38, 4.33], as compared to the meta-analytical one laying between [-0.14, 0.86]. The decision to exclude them was proven legitimate, as the results differed greatly, with improvements in heterogeneity. Specifically, for the effect on fatigue; before exclusion the heterogeneity was statistically significant (<italic>Q</italic><sub>(9)</sub> = 127.55, <italic>p</italic> &lt; .001), while after excluding the outlier became non-significant (<italic>Q</italic><sub>(8)</sub> = 6.24, <italic>p</italic> = .619), result also reflected into the <italic>I</italic><sup><italic>2</italic></sup> value (before exclusion: <italic>I</italic><sup><italic>2</italic></sup> = 92.94%; and after: <italic>I</italic><sup><italic>2</italic></sup> = 0.00%). In the case of performance, heterogeneity with the outlier was also higher (<italic>Q</italic><sub>(15)</sub> = 242.57, <italic>p</italic> &lt; .001; <italic>I</italic><sup><italic>2</italic></sup> = 93.82%), as without it (<italic>Q</italic><sub>(14)</sub> = 34.52, <italic>p</italic> = .002; <italic>I</italic><sup><italic>2</italic></sup> = 59.45%). The detailed analyses including the outliers can be found in <xref ref-type="supplementary-material" rid="pone.0272460.s003">S2 Table</xref>.</p>
</sec>
<sec id="sec022">
<title>Effectiveness of micro-breaks</title>
<p>The main meta-analytical results are presented in <xref ref-type="table" rid="pone.0272460.t003">Table 3</xref> and displayed in <xref ref-type="fig" rid="pone.0272460.g003">Fig 3</xref>. These revealed a statistically significant but small effect of micro-breaks on vigor, <italic>d</italic> = 0.36, <italic>p</italic> &lt; .001, 95% CI [.16, .55], and fatigue <italic>d</italic> = 0.35, <italic>p</italic> &lt; .001, 95% CI [.19, .50], while the effect on performance was not statistically significant, <italic>d</italic> = 0.16, <italic>p</italic> = .17, 95% CI [-0.04, .37].</p>
<fig id="pone.0272460.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.g003</object-id>
<label>Fig 3</label>
<caption>
<title/>
<p>Standardized effect sizes and forest plot for the sample of studies regarding (a) Vigor, (b) Fatigue, and (c) Performance.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.g003" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0272460.t003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.t003</object-id>
<label>Table 3</label> <caption><title>Effectiveness of micro-breaks on vigor, fatigue, and performance.</title></caption>
<alternatives>
<graphic id="pone.0272460.t003g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.t003" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Outcome</th>
<th align="center"><italic>k</italic></th>
<th align="center"><italic>n1</italic></th>
<th align="center"><italic>n2</italic></th>
<th align="center"><italic>d</italic></th>
<th align="center"><italic>SE</italic></th>
<th align="center"><italic>95% CI</italic></th>
<th align="center"><italic>p</italic></th>
<th align="center"><italic>Q</italic></th>
<th align="center"><italic>τ</italic><sup><italic>2</italic></sup></th>
<th align="center"><italic>I</italic><sup><italic>2</italic></sup></th>
<th align="center"><italic>95% prediction interval</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Vigor</td>
<td align="center">9</td>
<td align="center">614</td>
<td align="center">299</td>
<td align="center">.36</td>
<td align="center">0.10</td>
<td align="center">[.16, .55]</td>
<td align="center">&lt; .001</td>
<td align="center">13.61</td>
<td align="center">0.04</td>
<td align="center">41.21</td>
<td align="center">[-.15, .86]</td>
</tr>
<tr>
<td align="left">Fatigue</td>
<td align="center">9</td>
<td align="center">528</td>
<td align="center">275</td>
<td align="center">.35</td>
<td align="center">0.08</td>
<td align="center">[.19, .50]</td>
<td align="center">&lt; .001</td>
<td align="center">6.25</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">[.16, .53]</td>
</tr>
<tr>
<td align="left">Performance</td>
<td align="center">15</td>
<td align="center">711</td>
<td align="center">421</td>
<td align="center">.16</td>
<td align="center">0.10</td>
<td align="center">[-.04, .37]</td>
<td align="center">.116</td>
<td align="center">34.52<xref ref-type="table-fn" rid="t003fn003">**</xref></td>
<td align="center">0.09</td>
<td align="center">59.45</td>
<td align="center">[-.53, .86]</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t003fn001"><p><italic>k</italic> = number of studies included in the analysis; n1 = number of participants included in the intervention groups, n2 = number of participants included in the control groups; <italic>d</italic> = weighted average effect size; <italic>SE</italic> = standard error of the average effect size; 95% CI = 95% confidence interval; <italic>Q</italic> = statistical test for the estimation of heterogeneity; <italic>τ</italic><sup><italic>2</italic></sup> = between-study variance; <italic>I</italic><sup><italic>2</italic></sup> = proportion of variation in the observed that is due to true effects variation (%).</p></fn>
<fn id="t003fn002"><p>*p &lt; .05</p></fn>
<fn id="t003fn003"><p>**p &lt; .01</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Heterogeneity analyses suggested that the effects on vigor (<italic>Q</italic><sub>(8)</sub> = 13.61, <italic>p</italic> = .093; <italic>I</italic><sup>2</sup> = 41.21%; τ<sup>2</sup> = .04; 95% prediction interval: [-.15, .86]) and especially on fatigue (<italic>Q</italic><sub>(8)</sub> = 6.25, <italic>p</italic> = .619; <italic>I</italic><sup><italic>2</italic></sup> = 0.00%; <italic>τ</italic><sup><italic>2</italic></sup> = .00; 95% prediction interval: [.16, .53]) were quite homogenous. However, there was significant unexplained variance in the true effect sizes for performance (<italic>Q</italic><sub>(14)</sub> = 34.52, <italic>p</italic> = .002; 95% prediction interval: [-.53, .86]). A big proportion of the observed variance being due to real variations of the effects (<italic>I</italic><sup><italic>2</italic></sup> = 59.45%, <italic>τ</italic><sup><italic>2</italic></sup> = 0.09).</p>
</sec>
<sec id="sec023">
<title>Moderator analyses</title>
<p>Even though the effects on vigor and fatigue were relatively homogeneous, and only those on performance revealed significant between-studies variations, we continued with the moderator analyses on all three outcomes (especially since we still had rational/theoretical arguments in this regard). The results of the moderator analyses for all outcomes of interest can be seen in <xref ref-type="table" rid="pone.0272460.t004">Table 4</xref>. Because of the modest number of studies on each category and the low variability in many cases, we only had the methodological possibility to test a low number of moderators (i.e., break duration, the task before break, type of participants, study setting, or control group activity).</p>
<table-wrap id="pone.0272460.t004" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.t004</object-id>
<label>Table 4</label> <caption><title>Test of significance for each presumed moderator.</title></caption>
<alternatives>
<graphic id="pone.0272460.t004g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.t004" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left" rowspan="2">Moderator</th>
<th align="center" colspan="3">Vigor</th>
<th align="center" colspan="3">Fatigue</th>
<th align="center" colspan="3" style="background-color:#FFFFFF">Performance</th>
</tr>
<tr>
<th align="center"><italic>k</italic></th>
<th align="center"><italic>Q</italic></th>
<th align="center"><italic>p</italic></th>
<th align="center"><italic>k</italic></th>
<th align="center"><italic>Q</italic></th>
<th align="center"><italic>p</italic></th>
<th align="center" style="background-color:#FFFFFF"><italic>k</italic></th>
<th align="center" style="background-color:#FFFFFF"><italic>Q</italic></th>
<th align="center" style="background-color:#FFFFFF"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Break duration (<italic>minutes</italic>)</td>
<td align="center">9</td>
<td align="center">0.01</td>
<td align="center">.909</td>
<td align="center">9</td>
<td align="center">0.61</td>
<td align="center">.436</td>
<td align="center" style="background-color:#FFFFFF">15</td>
<td align="center" style="background-color:#FFFFFF">7.50</td>
<td align="center" style="background-color:#FFFFFF"><bold>.006</bold></td>
</tr>
<tr>
<td align="left">Antecedent task (<italic>cognitive vs</italic>. <italic>clerical vs</italic>. <italic>emotional vs</italic>. <italic>creative</italic>)</td>
<td align="center">8</td>
<td align="center">2.28</td>
<td align="center">.094</td>
<td align="center">8</td>
<td align="center">0.43</td>
<td align="center">.514</td>
<td align="center" style="background-color:#FFFFFF">14</td>
<td align="center" style="background-color:#FFFFFF">6.53</td>
<td align="center" style="background-color:#FFFFFF"><bold>.011</bold></td>
</tr>
<tr>
<td align="left">Professional category (<italic>employees vs</italic>. <italic>students</italic>)</td>
<td align="center">9</td>
<td align="center">0.02</td>
<td align="center">.899</td>
<td align="center">9</td>
<td align="center">0.37</td>
<td align="center">.542</td>
<td align="center" style="background-color:#FFFFFF">14</td>
<td align="center" style="background-color:#FFFFFF">2.66</td>
<td align="center" style="background-color:#FFFFFF">.103</td>
</tr>
<tr>
<td align="left">Study setting (<italic>laboratory vs</italic>. <italic>workplace</italic>)</td>
<td align="center">9</td>
<td align="center">0.02</td>
<td align="center">.902</td>
<td align="center">9</td>
<td align="center">0.55</td>
<td align="center">.459</td>
<td align="center" style="background-color:#FFFFFF">15</td>
<td align="center" style="background-color:#FFFFFF">2.73</td>
<td align="center" style="background-color:#FFFFFF">.099</td>
</tr>
<tr>
<td align="left">Type of control (<italic>break vs</italic>. <italic>no break</italic>)</td>
<td align="center">9</td>
<td align="center">0.08</td>
<td align="center">.777</td>
<td align="center">9</td>
<td align="center">0.55</td>
<td align="center">.459</td>
<td align="center" style="background-color:#FFFFFF">15</td>
<td align="center" style="background-color:#FFFFFF">2.66</td>
<td align="center" style="background-color:#FFFFFF">.103</td>
</tr>
<tr>
<td align="left">Performance operationalization (<italic>objective</italic>, <italic>subjective</italic>, <italic>creative</italic>)</td>
<td align="center">–</td>
<td align="center">–</td>
<td align="center">–</td>
<td align="center">–</td>
<td align="center">–</td>
<td align="center">–</td>
<td align="center" style="background-color:#FFFFFF">15</td>
<td align="center" style="background-color:#FFFFFF">4.31</td>
<td align="center" style="background-color:#FFFFFF">.116</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t004fn001"><p>The effect of break duration was tested with meta-regression while the other moderators were tested with subgroup analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>For vigor and fatigue, the results show that none of the considered moderators impacted the efficacy of micro-breaks (all <italic>p</italic>s &gt; .050). For overall performance, however, two moderators were found. Break duration was revealed to be one of the significant results (<italic>b</italic> = .07, <italic>p</italic> = .006, <italic>R</italic><sup><italic>2</italic></sup> = .34). Indicating that the longer the break, the more micro-break leads to a performance increase. The second significant effect was the type of task performed before the break (<italic>Q</italic><sub>(2)</sub> = 6.53, <italic>p</italic> = .011). More specifically, when the task was cognitive, the micro-breaks had a very small effect on performance (<italic>d</italic> = -.09, 95%CI [-.39, .30], <italic>p</italic> = .541), which was non-significant and still heterogeneous. When the tasks were creative, micro-breaks had a small, significant effect (<italic>d</italic> = .38, 95%CI [.11, .64], <italic>p</italic> = .006), and for clerical tasks the effect of micro-breaks was medium and significant (<italic>d</italic> = .56, 95%CI [0.01, 1.12], <italic>p</italic> = .047). It is important to mention that the latter effect is based only on two studies; hence, it has to be cautiously interpreted. To have a broader picture of the role of task antecedent to the break, in <xref ref-type="table" rid="pone.0272460.t005">Table 5</xref>, we also report the sub-group results for vigor and fatigue (not only for performance). It may be worth noticing that the effect on vigor when the micro-break is taken from a cognitive task is also minimal and non-significant (important to bear in mind that the sub-groups differences are not statistically significant).</p>
<table-wrap id="pone.0272460.t005" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0272460.t005</object-id>
<label>Table 5</label> <caption><title>Meta-analytical findings at each level of the antecedent task moderator.</title></caption>
<alternatives>
<graphic id="pone.0272460.t005g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.t005" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Outcome</th>
<th align="center">Moderator levels</th>
<th align="center"><italic>k</italic></th>
<th align="center"><italic>d</italic></th>
<th align="center"><italic>SE</italic></th>
<th align="center"><italic>95%CI</italic></th>
<th align="center"><italic>p</italic></th>
<th align="center"><italic>Q</italic></th>
<th align="center"><italic>τ</italic><sup><italic>2</italic></sup></th>
<th align="center"><italic>I</italic><sup><italic>2</italic></sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="10"><italic>Antecedent task (activity preceding the break)</italic></td>
</tr>
<tr>
<td align="left">Vigor</td>
<td align="left">Cognitive</td>
<td align="center">2</td>
<td align="center">.07</td>
<td align="center">.19</td>
<td align="center">[-.31, .45]</td>
<td align="center">.728</td>
<td align="center">9.14</td>
<td align="center">.04</td>
<td align="center">45.29%</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Clerical</td>
<td align="center">6</td>
<td align="center">.45</td>
<td align="center">.12</td>
<td align="center">[.21, .68]</td>
<td align="center">&lt; .001</td>
<td align="center">0.54</td>
<td align="center">.00</td>
<td align="center">0.00%</td>
</tr>
<tr>
<td align="left">Fatigue</td>
<td align="left">Clerical</td>
<td align="center">5</td>
<td align="center">.31</td>
<td align="center">.10</td>
<td align="center">[.11, .50]</td>
<td align="center">.002</td>
<td align="center">1.21</td>
<td align="center">.00</td>
<td align="center">0.00%</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Emotional</td>
<td align="center">3</td>
<td align="center">.46</td>
<td align="center">.21</td>
<td align="center">[.05, .86]</td>
<td align="center">.027</td>
<td align="center">4.28</td>
<td align="center">.07</td>
<td align="center">53.26%</td>
</tr>
<tr>
<td align="left">Performance</td>
<td align="left">Cognitive</td>
<td align="center">9</td>
<td align="center">-.09</td>
<td align="center">.15</td>
<td align="center">[-.39, .20]</td>
<td align="center">.541</td>
<td align="center">18.71<xref ref-type="table-fn" rid="t005fn002">*</xref></td>
<td align="center">.11</td>
<td align="center">57.25%</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Clerical</td>
<td align="center">2</td>
<td align="center">.56</td>
<td align="center">.28</td>
<td align="center">[.01, 1.12]</td>
<td align="center">.047</td>
<td align="center">3.05</td>
<td align="center">.12</td>
<td align="center">67.23%</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Creative</td>
<td align="center">3</td>
<td align="center">.38</td>
<td align="center">.14</td>
<td align="center">[.11, .64]</td>
<td align="center">.006</td>
<td align="center">0.47</td>
<td align="center">.00</td>
<td align="center">0.00%</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t005fn001"><p><italic>Note</italic>: The analysis on vigor was done without the effect from Kennedy and Ball [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>] being a single study with emotional labor task; the analysis on fatigue was performed without the effect from Wollseiffen et al. [<xref ref-type="bibr" rid="pone.0272460.ref093">93</xref>], being the only study with cognitive task; the analysis on performance was conducted without Lacaze et al. [<xref ref-type="bibr" rid="pone.0272460.ref057">57</xref>], because we could not accurately classify the type of task.</p></fn>
<fn id="t005fn002"><p>*<italic>p</italic> &lt; .05</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Finally, we tested if study quality (i.e., total criteria with low risk of bias for internal validity–see <xref ref-type="table" rid="pone.0272460.t001">Table 1</xref>) was associated with the efficacy of the interventions. The results of the meta-regression suggest that for neither of the outcomes the amount of criteria with low risk of bias had a significant impact on efficacy (effect on vigor: <italic>b</italic> = -.05, <italic>p</italic> = .642, <italic>R</italic><sup><italic>2</italic></sup> = .00; effect on fatigue: <italic>b</italic> = -.01, <italic>p</italic> = .905, <italic>R</italic><sup><italic>2</italic></sup> = .00; effect on performance: <italic>b</italic> = -.13, <italic>p</italic> = .329, <italic>R</italic><sup><italic>2</italic></sup> = .00).</p>
</sec>
<sec id="sec024">
<title>Publication bias</title>
<p>For the effect size estimates on vigor, Egger’s test was not statistically significant (intercept = 0.21, <italic>p</italic> = .915), while the trim and fill procedure imputed two studies to the right of the mean. The adjusted effect was <italic>d</italic> = 0.45, being similar in magnitude to the observed value (<italic>d</italic> = 0.35). In the case of fatigue, the statistically non-significant results on Egger’s test (intercept = -0.46, <italic>p</italic> = .769) indicated a lack of publication bias, but the trim and fill procedure imputed two studies to the right of the mean. The adjusted effect was <italic>d</italic> = 0.40, being also like the observed one <italic>d</italic> = 0.34. Finally, for performance, Egger’s test was statistically significant (intercept = -2.63, <italic>p</italic> = .048), indicating possible publication bias. The trim and fill procedure imputed two studies to the right of the mean, where the adjusted value suggests a significant small effect (<italic>d</italic> = 0.22, 95% CI [0.02, 0.43]) as compared to the observed one (<italic>d</italic> = 0.14, 95% CI [-0.07, 0.36]). Even though statistically significant, it still is similar in magnitude. Overall, whereas some evidence for the presence of publication bias exists, it does not seem to be an impactful threat to the observed effects.</p>
</sec>
</sec>
<sec id="sec025" sec-type="conclusions">
<title>Discussion</title>
<p>The main objective of the present meta-analysis was to examine the efficacy of micro-breaks (less than 10 min pauses from tasks) on individual outcomes such as well-being (i.e., increased vigor and decreased fatigue) and performance. Moreover, we also considered the influence of work demands and several contextual factors, such as professional category or study setting, on the role of micro-breaks for focus outcomes.</p>
<p>Our results revealed that micro-breaks are efficient in preserving high levels of vigor and alleviating fatigue. It seems that the effects are univocal and generalizable for the well-being outcomes. These were relatively homogeneous, and none of the included moderators were significant. Hence, the data suggest that micro-breaks may be a <italic>panacea</italic> for fostering well-being during worktime.</p>
<p>When it comes to performance, the data revealed some nuances. The break duration was a significant covariate of the effect of micro-breaks: the longer the break, the better the performance. Moreover, the type of task from which participants were taking the break also emerged as a significant moderator. Micro-breaks could significantly increase performance for clerical work or creative exercises and not for a cognitively demanding task. These results have both theoretical and practical implications.</p>
<p>Firstly, our results support a central assumption of the recovery literature, which states that engaging in recovery activities (what an individual does) leads to a recovered system (more energy, less fatigue, and better performance on some tasks). When no further demands are put on the individual, recovery is possible through a short break from the work tasks [<xref ref-type="bibr" rid="pone.0272460.ref008">8</xref>].</p>
<p>Secondly, break duration was essential in recovery and micro-breaks literature [<xref ref-type="bibr" rid="pone.0272460.ref008">8</xref>, <xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>]. A break is taken in order to replenish energy to achieve goals and performance. The link between goals and performance is ensured by attention [<xref ref-type="bibr" rid="pone.0272460.ref097">97</xref>], a key concept in cognitive psychology studies. The difference between micro-breaks, short breaks, and long breaks, can be related from this perspective to the functioning of the three attention networks: alerting, guidance, and executive control [<xref ref-type="bibr" rid="pone.0272460.ref098">98</xref>]. Studies show that if the first two fluctuate on a momentary basis, executive control benefits from greater stability [<xref ref-type="bibr" rid="pone.0272460.ref099">99</xref>] and it allows individuals to monitor their attention focus having an impact on behavioral self-regulation [<xref ref-type="bibr" rid="pone.0272460.ref100">100</xref>]. However, at the same time, break duration is largely missing from previous recovery research, considering time either as a boundary condition or not discussing time at all [<xref ref-type="bibr" rid="pone.0272460.ref054">54</xref>]. This lack of focus on break duration resulted in high variability between studies regarding the length of such breaks. Moreover, as a result, practical answers tested empirically to attest whether micro-break duration matters for well-being or performance are missing. Thus, even if micro-breaks are understood as short breaks under 10 minutes in duration [<xref ref-type="bibr" rid="pone.0272460.ref027">27</xref>], the specific time of these micro-breaks was not yet established [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>, <xref ref-type="bibr" rid="pone.0272460.ref027">27</xref>]. When considering only performance as outcome, other scholars also noticed the difficulty of giving a universal answer to the question of how long a break should be in order to be effective [<xref ref-type="bibr" rid="pone.0272460.ref070">70</xref>]. The present study contributes to this body of literature, supporting the assumption that short breaks of close to ten minutes efficiently alleviate fatigue, increase energy, and boost (subjective / perceived) performance. These results offer, therefore, some clarity related to a duration standard.</p>
<p>Thirdly, regarding the effects of micro-breaks on performance as a function of the task participants were engaged in, the results show that especially for clerical (routine tasks) or creative (where divergent thinking is needed) tasks, taking short breaks helps individuals in performing better at subsequent tasks. These results are in line with another meta-analysis showing that when attempting creative problems requiring a wider search of knowledge, individuals benefit from a period of time in which the problem is set aside prior to further attempts to solve it [<xref ref-type="bibr" rid="pone.0272460.ref101">101</xref>]. The effect of breaks also tends to be better reflected in subjective evaluations of performance and actual creative outputs. Therefore, micro-breaks make individuals feel more vigorous and less fatigued and stimulate them to feel more productive after the break.</p>
<p>Routine tasks refer to sequences of actions that are performed with a high level of automaticity, with high speed and low variability [<xref ref-type="bibr" rid="pone.0272460.ref102">102</xref>, <xref ref-type="bibr" rid="pone.0272460.ref103">103</xref>]. They release cognitive resources to think about other aspects of the work or simply for the mind to wander, increasing the probability of making mistakes [<xref ref-type="bibr" rid="pone.0272460.ref104">104</xref>]. The break can decrease this risk, interrupt spontaneous ideas that cross to mind rapidly and unconsciously [<xref ref-type="bibr" rid="pone.0272460.ref105">105</xref>] and refocus the attention on the next task, facilitating performance.</p>
<p>Referring to creative tasks, they essentially demand creative cognition and divergent thinking [<xref ref-type="bibr" rid="pone.0272460.ref106">106</xref>]. Creative cognition supposes the ability to strategically search memory for task-relevant information and to suppress interference with other information that comes to mind during divergent thinking [<xref ref-type="bibr" rid="pone.0272460.ref107">107</xref>]. It is also connected with associative processes [<xref ref-type="bibr" rid="pone.0272460.ref108">108</xref>]. According to the dual-process model of creativity, there are two pathways to creative performance: flexibility and persistence. The flexibility pathway stimulates creativity by flexible switching between approaches and sets [<xref ref-type="bibr" rid="pone.0272460.ref109">109</xref>]. Thus, task switching strengthens flexibility and can further improve creative performance. If we look at the break as a switching task, this is a possible explanation for improving creative performance after the break by strengthening flexibility.</p>
<p>However, when it comes to cognitively demanding tasks, taking short breaks does not seem to affect subsequent performance. Based on recent experimental research showing that the break duration is an essential factor in understanding the recovery processes [<xref ref-type="bibr" rid="pone.0272460.ref017">17</xref>], a possible explanation for the result of our study is that the pause with a duration of less than 10 minutes can replenish vigor, but not fully restore the resources needed to perform in a demanding cognitive task. At the same time, our data also showed that when categorizing performance in subtypes, only the effects for cognitive performance still remain heterogeneous (variation for which we did not have sufficient data to further disentangle). As also Schumann et al. [<xref ref-type="bibr" rid="pone.0272460.ref070">70</xref>] pointed out in their review, there are multiple methodological factors (e.g., employment of arbitrary tasks and/or unreliable or unaudited performance measures; insufficient number of trials) which could result in artefactual variance. Moreover, even if taking into account their purpose, all these measures can be grouped under the umbrella term of performance, the many conceptual and operational differences between them could also make one rightfully argue against their aggregation. Hence, these particular results should be taken with increased caution. As cognitive demands are prevalent in the workplace and also the educational settings, future studies might test the conditions under which respites positively affect subsequent performance by applying more standardized experimental paradigms and increasing consensus on methodological approaches.</p>
<p>Indeed, the effect of recovery during micro-breaks on subsequent performance seems to be more entangled compared to the effect it has on well-being, thus deserving a closer look. As a detailed inspection of aspects such as break length and the type of task from which the break is taken offered valuable insights but no definitive answers regarding this effect, having an overview also of the excluded studies could prove fruitful. Thus, we had another look at all the articles assessed for eligibility in the present meta-analysis, and specifically at those focused on performance outcomes. Whereas some laboratory studies found no effect of taking short breaks between various resource-depleting tasks on subsequent performance [e.g., <xref ref-type="bibr" rid="pone.0272460.ref110">110</xref>–<xref ref-type="bibr" rid="pone.0272460.ref112">112</xref>], others found significant improvements in performance after taking a break [e.g., <xref ref-type="bibr" rid="pone.0272460.ref057">57</xref>, <xref ref-type="bibr" rid="pone.0272460.ref078">78</xref>, <xref ref-type="bibr" rid="pone.0272460.ref083">83</xref>].</p>
<p>Studies in which various work tasks or environments were simulated also found either no significant impact of breaks on performance [<xref ref-type="bibr" rid="pone.0272460.ref113">113</xref>–<xref ref-type="bibr" rid="pone.0272460.ref115">115</xref>], or either positive effects [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>]. For example, breaks were found to improve performance in a simulated rail control task in comparison to the control condition [<xref ref-type="bibr" rid="pone.0272460.ref081">81</xref>], whereas other studies simulating night shifts [<xref ref-type="bibr" rid="pone.0272460.ref113">113</xref>, <xref ref-type="bibr" rid="pone.0272460.ref114">114</xref>] or simulating nighttime flights for piloting crew [<xref ref-type="bibr" rid="pone.0272460.ref115">115</xref>] found no such positive, significant effects. When considering experimental studies conducted only in real-life work settings, the patterns of results are similar. For example, a study introduced brief Qigong exercise breaks as interventions in two sites of a major organization in China for twelve consecutive weeks, finding no improvement in self-reported work performance for the office workers [<xref ref-type="bibr" rid="pone.0272460.ref090">90</xref>]. However, another study found positive effects of breaks on worker productivity for a similar population, namely computer operators of a large insurance company [<xref ref-type="bibr" rid="pone.0272460.ref056">56</xref>]. Moreover, two other studies found that intra-operative micro-breaks during which surgeons executed mild stretching exercises positively impacted their performance without affecting the operative duration [<xref ref-type="bibr" rid="pone.0272460.ref116">116</xref>, <xref ref-type="bibr" rid="pone.0272460.ref117">117</xref>]. Importantly, no study found significantly decreased performance when a break was introduced between tasks, adding to the argument that even when less time is spent on the task at hand due to the time allocated for the break [<xref ref-type="bibr" rid="pone.0272460.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0272460.ref026">26</xref>], performance does not worsen compared to individuals who continued working [<xref ref-type="bibr" rid="pone.0272460.ref090">90</xref>, <xref ref-type="bibr" rid="pone.0272460.ref112">112</xref>, <xref ref-type="bibr" rid="pone.0272460.ref118">118</xref>]. In other words, even if we dismiss all the studies finding a positive impact of breaks on task efficiency and consider micro-breaks as not improving performance, taking a break at least does not harm it. Also, the boost in performance may be occupation or task specific (e.g., computer operators [<xref ref-type="bibr" rid="pone.0272460.ref056">56</xref>], or even surgeons [<xref ref-type="bibr" rid="pone.0272460.ref116">116</xref>, <xref ref-type="bibr" rid="pone.0272460.ref117">117</xref>]), an avenue of research that further deserves scholarly focus.</p>
<p>From a practical perspective, these results offer strong support that taking short breaks during working hours is beneficial for individuals’ health and productivity. Sedentary activities requiring constant monitoring and attention resulting from accelerated automation and the COVID-19 pandemic (e.g., online education, shift to remote working) might remain problematic. Taking short breaks can become more necessary to protect individual well-being and performance [<xref ref-type="bibr" rid="pone.0272460.ref119">119</xref>]. Therefore, organizations must reconsider the usefulness of an "always-on" culture for personal and organizational outcomes.</p>
<p>Managers can support employees’ well-being by encouraging them to take micro-breaks. Such leadership engagement is relevant, considering that many employees still might feel that taking breaks might be perceived as counterproductive behavior [<xref ref-type="bibr" rid="pone.0272460.ref120">120</xref>]. Moreover, organizations could also benefit from training to build personal resources and organizational capacities, learning how and when to engage in efficient energy management and recovery strategies. We agree with the proposition of Bennett et al. [<xref ref-type="bibr" rid="pone.0272460.ref028">28</xref>] that further exploration of organizational policies conducive for employee recovery would be very interesting for research and practice alike.</p>
<p>As mentioned before, about half of the studies were conducted on students. This aspect has several implications. Students are considered similar to employees in terms of their engagement in structured and constraining activities to a certain measure and directed towards specific goals, such as completing assignments and attending classes [<xref ref-type="bibr" rid="pone.0272460.ref121">121</xref>, <xref ref-type="bibr" rid="pone.0272460.ref122">122</xref>]. Also, their experience with various demands and associated distress emphasizes the need to understand how detrimental effects, such as fatigue, can be prevented, and positive outcomes, such as vitality and performance, can be enhanced. Therefore, how micro-breaks are structured and experienced can significantly influence students’ well-being and performance outcomes.</p>
<p>Moreover, our results can also have implications for an educational perspective. Lectures can become more successful when delivering information alternate with learning pauses [<xref ref-type="bibr" rid="pone.0272460.ref123">123</xref>, <xref ref-type="bibr" rid="pone.0272460.ref124">124</xref>]. In this context, restorative breaks, especially in online learning, where students need to look away from their computers may help reestablish their energy and focus. In this way, it is possible to have a deep learning process right in the educational setting and an enhanced chance to sustain performance in the longer term. Teaching students the benefits of short breaks during individual study for optimal learning can be one of the goals of educational policies that increase students’ motivation and achievements. However, one should bear in mind that these observations are only presumed implications for the academic environment, being based on activities more specific to the workplace environment. As previously mentioned [<xref ref-type="bibr" rid="pone.0272460.ref125">125</xref>], even though academic classwork, as also office work, is a source of fatigue, the two environments bear differences that make the generalization between them cautionary.</p>
<sec id="sec026">
<title>Limitations, future research directions, and conclusions</title>
<p>Although this meta-analysis sheds some light on the effect of micro-breaks on individual outcomes, it is not without any limitations, thus prompting the reader to interpret these results with caution.</p>
<p>Firstly, the number of studies was modest for each outcome, which limited the moderator analyses. Specifically, essential moderators that could have helped us better understand the heterogeneity presented for the performance effect were impossible to analyze. Some examples are break type (work or non-work), specific activity performed during the break (physical, relational, cognitive, relaxation, nature-related, etc.), or time working on the task before taking a break. In the recent literature review on the effect of breaks on performance, the aspect of testing moderator variables was also discussed, concluding that underdeveloped methodological approaches for tasks and measures, and extremely heterogeneous perspectives concerning contexts, and designs, make it hard to conduct such differential analyses in the field of rest-break research [<xref ref-type="bibr" rid="pone.0272460.ref070">70</xref>]. Thus, we could not address one of the most important questions for practice about which specific activity is most efficient for recovering lost resources during work: "What to do in these breaks to feel and perform better?". However, while we still need a clear explanation for the performance outcome, at least for well-being, the answer seems to be "any type of decoupling activity".</p>
<p>Secondly, besides the increased heterogeneity in measurement approaches (especially when considering performance), another important cautionary aspect may be their reliability. The fact that we have inconsistent reporting for the well-being self-reports and no information for the other measures makes it impossible to scrutinize the potential bias induced by measurement error. When possible, future studies should not overlook reporting reliability estimates. This way updated meta-analyses on this topic may address the artefactual variance accountable by measurement error [<xref ref-type="bibr" rid="pone.0272460.ref126">126</xref>, <xref ref-type="bibr" rid="pone.0272460.ref127">127</xref>].</p>
<p>Furthermore, because all the studies considered in the present meta-analysis used self-reports of well-being outcomes, our results could be exposed to response biases [<xref ref-type="bibr" rid="pone.0272460.ref128">128</xref>]. Although this is a well-known risk when using self-reports, the energetic activation (e.g., vigor) and deactivation (e.g., fatigue) of the well-being components considered in this meta-analysis represent a subjective component of a "bio-behavioral system of activation" [<xref ref-type="bibr" rid="pone.0272460.ref129">129</xref>, <xref ref-type="bibr" rid="pone.0272460.ref130">130</xref> p. 827], experienced as feelings, emotions, or dispositions [<xref ref-type="bibr" rid="pone.0272460.ref007">7</xref>]. Thus, one’s evaluation of their subjective experience can be more suitable than other individuals’ reports or assessments. However, future studies could also benefit from a combination of self-reports of well-being with objective measures of the bio-behavioral systems involved (e.g., endocrinological indicators) [<xref ref-type="bibr" rid="pone.0272460.ref130">130</xref>].</p>
<p>Lastly, we considered only two aspects of well-being, a pleasant activation (e.g., vigor) and unpleasant deactivation (e.g., fatigue), leaving aside other concepts studied in recovery research such as anxiety or tension [<xref ref-type="bibr" rid="pone.0272460.ref131">131</xref>]. Moreover, the present meta-analysis is based on studies from the pre-pandemic literature. The new Covid-19 pandemic brought forward new challenges at home, at school, and at work, changing the way people work in fundamental ways [<xref ref-type="bibr" rid="pone.0272460.ref132">132</xref>]. Thus, future studies could benefit from including this new challenge related to the pandemic in their designs.</p>
<p>The current meta-analysis was performed on twenty-two experimental studies published in the past thirty years that tested the effects of micro-breaks on vigor, fatigue, and performance. Specifically, it showed that micro-breaks positively impact well-being by enhancing vigor and lowering fatigue, regardless of the contextual factors. Importantly, micro-breaks do not seem to influence performance generally. However, when the break is more extended, the performance tends to improve, especially when individuals are engaged in creative or clerical tasks, and less when performing activities of a cognitively demanding nature.</p>
</sec>
</sec>
<sec id="sec027" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pone.0272460.s001" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.s001" xlink:type="simple">
<label>S1 Checklist</label>
<caption>
<title>PRISMA 2020 checklist.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0272460.s002" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.s002" xlink:type="simple">
<label>S1 Table</label>
<caption>
<title>Details regarding the search string for each database.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0272460.s003" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.s003" xlink:type="simple">
<label>S2 Table</label>
<caption>
<title>Overall effect on fatigue and performance with the outliers included.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0272460.s004" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0272460.s004" xlink:type="simple">
<label>S1 File</label>
<caption>
<title>Detailed description of the included studies.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
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</back>
<sub-article article-type="aggregated-review-documents" id="pone.0272460.r001" specific-use="decision-letter">
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<article-title>Decision Letter 0</article-title>
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<contrib contrib-type="author">
<name name-style="western">
<surname>Steinborn</surname>
<given-names>Michael B.</given-names>
</name>
<role>Section Editor</role>
</contrib>
</contrib-group>
<permissions>
<copyright-year>2022</copyright-year>
<copyright-holder>Michael B. Steinborn</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
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<p>
<named-content content-type="letter-date">2 May 2022</named-content>
</p>
<p><!-- <div> -->PONE-D-22-07400<!-- </div> --><!-- <div> -->Let's take a break! A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance<!-- </div> --><!-- <div> -->PLOS ONE</p>
<p>Dear Dr. Macsinga,</p>
<p>Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.<!-- </div> --><!-- <div> --><!-- <div style="-en-clipboard:true;"> --> <!-- </div> --><!-- <div style="-en-clipboard:true;"> --><!-- <span> -->Editorial comment: Two expert reviewers commented on your manuscript. As you can see, both referees seem to consider you work important overall, while at the same time provided a whole number of additional points that might be useful to consider during the revision of the manuscript. To name the most important points, both referees raised the methodical points of how to best quantify study results, and when to consider a qualitative evaluation of aspects of the studies. Here, both refer to findings on the connection between experience and performance (which sometimes go together, othertimes not), and, to the reliability of the underlying tests and performance measures. My personal suggestion is to also consider that there are different options to compute rest break effects and to take this into account (if necessary, in a more qualitative way by discussing it). Overall, this work is very useful contribution of the field, and I would invite you preparing a revision of your work that addresses all points together with a cover letter that provides point-by-point replies. <!-- </span> --><!-- </div> --><!-- <div style="-en-clipboard:true;"> --></p>
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<p>3. We note that this manuscript is a systematic review or meta-analysis; our author guidelines therefore require that you use PRISMA guidance to help improve reporting quality of this type of study. Please upload copies of the completed PRISMA checklist as Supporting Information with a file name “PRISMA checklist”.</p>
<p>[Note: HTML markup is below. Please do not edit.]</p>
<p>Reviewers' comments:</p>
<p>Reviewer's Responses to Questions</p>
<p><!-- <font color="black"> --><bold>Comments to the Author</bold></p>
<p>1. Is the manuscript technically sound, and do the data support the conclusions?</p>
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<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Partly</p>
<p>**********</p>
<p><!-- <font color="black"> -->2. Has the statistical analysis been performed appropriately and rigorously? <!-- </font> --></p>
<p>Reviewer #1: Yes</p>
<p>Reviewer #2: N/A</p>
<p>**********</p>
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<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
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<p>Reviewer #1: Yes</p>
<p>Reviewer #2: Yes</p>
<p>**********</p>
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<p>Reviewer #1: Dear colleagues,</p>
<p>this is a very thorough meta-analysis on a very important topic from work and organizational research:</p>
<p>the effects of short rest breaks on strain, motivation and perfromance.</p>
<p>I really liked to read the paper and the quality, so far, is very impressive.</p>
<p>However, I have some further suggestions for improvement before a publication is warranted.</p>
<p>1) When reporting I2 please use superscript for '2' =&gt; I²</p>
<p>2) p.2, l.34: "Sub-groups analyses on performance types revealed significant effects only for tasks with less cognitive demands".</p>
<p>3) Overall, the data support the role of micro-breaks for well-being, while for performance, recovering from highly depleting tasks may need more than 10-minute breaks. Therefore, future studies should focus on this issue.</p>
<p>[Or what do you mean specifcally with 'process'?)</p>
<p>4) p. 5, l. 120: Please revise the sentence and refer to the study: for example</p>
<p>"For instance, in one study many of emplyoees reported break activities were negatively associated with increased energy (i.e., vitality) but positively related to fatigue [5]."</p>
<p>5) p.13., l. 303: "The main research questions were addressed using random-effects meta-analyses</p>
<p>based on Borenstein et al.'s [72] framework."</p>
<p>6) 13, l. 306: "two-sided p-values".</p>
<p>7) p.14. l329-330: τ² (Suberscript)</p>
<p>8) p.16: 365-376: The numbers do not fully match with the data in the flow diagramm: please check this</p>
<p>9) I missed a number of studies that might have matched with your inclusion criteria. Did you found them during search?</p>
<p>Singh, U., Ghadiri, A., Weimar, D., &amp; Prinz, J. (2020). “Let’s have a break”: An experimental comparison of work-break interventions and their impact on performance. Journal of Business Research, 112, 128-135.</p>
<p>Blasche, G., Szabo, B., Wagner‐Menghin, M., Ekmekcioglu, C., &amp; Gollner, E. (2018). Comparison of rest‐break interventions during a mentally demanding task. Stress and Health, 34(5), 629-638.</p>
<p>10.) p.21, l.385+386 should be deleted</p>
<p>11) p.33, l.665 "However, at least for well-being, the answer seems to be "any type of decoupling activity" (delete comma)</p>
<p>12) p.30: l.581: you write voluntary but to my impression the breaks were forced (involuntary)</p>
<p>13) p.30, l.587 fits with that meta-analysis</p>
<p>Sio, U. N., &amp; Ormerod, T. C. (2009). Does incubation enhance problem solving? A meta-analytic review. Psychological Bulletin, 135(1), 94.</p>
<p>14) p.33: Another option would be adjusting for reliabilty of measure within the meta-analysis (see Schmidt-Hunter-Approach)</p>
<p>Reviewer #2: The authors present an manuscript that deals with an important topic, the influence of rest breaks on feelings and performance, which is well written overall and personally interesting to me as a reader. Being a professor in personnel psychology and statistics, I will judge the manuscript with a focus on concept and methodology. See below for detailed comments.</p>
<p>## the abstract need revision. the abstract should include the research question, the methods and the results but in a comprehensible way. statistics or other details or specifics should not be referred to in the abstract.</p>
<p>## The writing is good, and the manuscript is generally interesting to read. It is also theoretically well argued, and to the point. There are some points to consider. The first concerns the instruments to measures effects of breaks, it can be a rating scale or a performance output but the effect size is difficult to compare directly, even between performance outputs of different tasks, not to speak of between feelings and performance. It depends on how good the psychometric quality of the measure is. For example, 30 min of a vigilance task deliver only a few measurement units while 10 min of a self-paced task provide a huge amount of trials to obtain reliable measures, and statistics crucially depend on it. (suggested reference: Schumann et al. (2022). Restoration of attention by rest in a multitasking world: Theory, methodology, and empirical evidence. Frontiers in Psychology, 13, 867978. doi:10.3389/fpsyg.2022.867978</p>
<p>## definitions of micro breaks fit with the meaning used in work psychology. I have no problem with this definition because the authors explain everything well in the manuscript, so there is no ambivalence. On the other hand, researcher with a more cognitive experimental focus often differ in the use of what is a micro break versus a short break versus long breaks. This might be discussed.</p>
<p>## glucose and depletion of resources. in the manuscript, the authors often refer to how task deplete mental resource in a way that gives the impression of a strong underlying basis of biology and physiology. On one occasion, for example, glucose is referred to as a causal factor determining resources. This is a difficult question, I would suggest reconsidering this point, it is in my opinion not clear.</p>
<p>## tables. If possible, the tables should be presented in APA norm and maybe in a more economic way, The tables are huge and exceed a page. If the authors find ways to organise this more economically, good, otherwise, it is also okay, I would be fine with the present version.</p>
<p>**********</p>
<p><!-- <font color="black"> -->6. PLOS authors have the option to publish the peer review history of their article (<ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosone/s/editorial-and-peer-review-process#loc-peer-review-history" xlink:type="simple">what does this mean?</ext-link>). If published, this will include your full peer review and any attached files.</p>
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<p>Reviewer #1: <bold>Yes: </bold>Johannes Wendsche</p>
<p>Reviewer #2: No</p>
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</body>
</sub-article>
<sub-article article-type="author-comment" id="pone.0272460.r002">
<front-stub>
<article-id pub-id-type="doi">10.1371/journal.pone.0272460.r002</article-id>
<title-group>
<article-title>Author response to Decision Letter 0</article-title>
</title-group>
<related-object document-id="10.1371/journal.pone.0272460" document-id-type="doi" document-type="peer-reviewed-article" id="rel-obj002" link-type="rebutted-decision-letter" object-id="10.1371/journal.pone.0272460.r001" object-id-type="doi" object-type="decision-letter"/>
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<body>
<p>
<named-content content-type="author-response-date">14 Jun 2022</named-content>
</p>
<p>Ref: PONE-D-22-07400</p>
<p>Title: Let's take a break! A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance</p>
<p>Authors: Patricia Albulescu, Irina Macsinga, Andrei Rusu, Coralia Sulea, Alexandra Bodnaru, Bogdan Tudor Tulbure</p>
<p>RESPONSE LETTER</p>
<p>Dear dr. Steinborn,</p>
<p>Thank you for granting us the opportunity to revise and resubmit our manuscript and thank you for the feedback and extremely valuable comments for improving the quality of the paper. In the following, we will answer each and every suggestion in a point-by-point manner.</p>
<p>But first of all, we want to mention that when we decided on the title for the manuscript, unfortunately, we did not pay enough attention to notice that there are other published articles (even in our search results) using a similar syntagm, such we used (i.e., "Let’s have a break"), in their title (e.g., Singh, U., Ghadiri, A., Weimar, D., &amp; Prinz, J. (2020). “Let’s take a break”: An experimental comparison of work-break interventions and their impact on performance. Journal of Business Research, 112, 128-135.).</p>
<p>Thus, we suggest a slight modification to the tile, by using a syntagm that seems not to be found in other article titles (at least based on a google scholar search).</p>
<p>Initial title: Let's take a break! A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance</p>
<p>New title: "Give me a break!" A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance</p>
<p>Responses to the section editor’s observations</p>
<p>The main point and overall impression:</p>
<p>As you can see, both referees seem to consider you work important overall, while at the same time provided a whole number of additional points that might be useful to consider during the revision of the manuscript. To name the most important points, both referees raised the methodical points of how to best quantify study results, and when to consider a qualitative evaluation of aspects of the studies. Here, both refer to findings on the connection between experience and performance (which sometimes go together, other times not), and, to the reliability of the underlying tests and performance measures. My personal suggestion is to also consider that there are different options to compute rest break effects and to take this into account (if necessary, in a more qualitative way by discussing it). </p>
<p>Overall, this work is very useful contribution of the field, and I would invite you preparing a revision of your work that addresses all points together with a cover letter that provides point-by-point replies.</p>
<p>&lt;Response&gt; Thank you for your positive feedback and the chance to revise the manuscript! As we also developed in the responses to each reviewer, the possibility to control for psychometric artefacts (reliability estimates) based on Hunter and Schmidt’s approach was limited by inconsistencies in reporting such estimates for vigor and fatigue, and with an almost total lack of reporting for the performance outcomes (with two exceptions). Hence the decision to entirely apply Borenstein et al.’s framework for the meta-analysis. But we agree that this may be an important aspect, and as you rightfully suggested, we developed and inserted in the manuscript a detailed discussion of this limitation and its implications. We also discussed and accentuated the cautionary note regarding the diversity and lack of consistency when it comes to approaches for performance and the consequential potential sources of bias. These aspects were developed (1) at the end of the Introduction (by adding new details to the already existing mentions on measurement and conceptualization issues), (2) in the Description of the included studies subsection from Results (we developed on the operationalizations being used in the included studies by critically uprising their reliability, threats to reliability and the general inconsistencies in approaches), (3) in the Discussion when presenting the results on the performance outcome as also in the Limitations subsection. This way the reader will get a stronger critical appraisal of this body of literature.</p>
<p>Additional requirements:</p>
<p>1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming.</p>
<p>&lt;Response&gt; The elements related to style requirements were checked again against PlosOne’s specifications.</p>
<p>2. We note that you have provided funding information. However, funding information should not appear in the Acknowledgments section or other areas of your manuscript. We will only publish funding information present in the Funding Statement section of the online submission form. </p>
<p>Please remove any funding-related text from the manuscript and let us know how you would like to update your Funding Statement.</p>
<p>Please include your amended statements within your cover letter; we will change the online submission form on your behalf.</p>
<p>&lt;Response&gt; The “Financial Disclosure Statement” was removed from the manuscript. The information related to funding can be found in the “Funding Statement” document. No update is required on this funding statement.</p>
<p>3. We note that this manuscript is a systematic review or meta-analysis; our author guidelines therefore require that you use PRISMA guidance to help improve reporting quality of this type of study. Please upload copies of the completed PRISMA checklist as Supporting Information with a file name “PRISMA checklist”.</p>
<p>&lt;Response&gt; The filled-in PRISMA checklist was uploaded as Supporting Information the following journal guidelines (i.e., Supporting Information files should be saved as “S1_Fig.tif”, “S1_File.pdf”, etc.) as “S4_Table”. After revision, the file name was changed from “S4_Table” to “S4_Table. PRISMA Checklist”.</p>
<p>Responses to the first reviewer’s comments</p>
<p>Overall impression: </p>
<p>This is a very thorough meta-analysis on a very important topic from work and organizational research: the effects of short rest breaks on strain, motivation and perfromance. I really liked to read the paper and the quality, so far, is very impressive. However, I have some further suggestions for improvement before a publication is warranted.</p>
<p>&lt;Response&gt; Thank you for your positive feedback and appreciation!</p>
<p>Comments #1 to #7: </p>
<p>(1) When reporting I2 please use superscript for '2' =&gt; I²; </p>
<p>(2) p.2, l.34: "Sub-groups analyses on performance types revealed significant effects only for tasks with less cognitive demands". </p>
<p>(3) Overall, the data support the role of micro-breaks for well-being, while for performance, recovering from highly depleting tasks may need more than 10-minute breaks. Therefore, future studies should focus on this issue. [Or what do you mean specifcally with 'process'?) </p>
<p>(4) p. 5, l. 120: Please revise the sentence and refer to the study: for example</p>
<p>"For instance, in one study many of emplyoees reported break activities were negatively associated with increased energy (i.e., vitality) but positively related to fatigue [5]."</p>
<p> (5) p.13., l. 303: "The main research questions were addressed using random-effects meta-analyses based on Borenstein et al.'s [72] framework."</p>
<p>(6) 13, l. 306: "two-sided p-values". </p>
<p>(7) p.14. l329-330: τ² (Suberscript)</p>
<p>&lt;Response&gt; Thank you for the detailed observations! All these suggestions were considered and can be found modified (with track changes) in the revised manuscript.</p>
<p>Comment #8: p.16: 365-376: The numbers do not fully match with the data in the flow diagram: please check this.</p>
<p>&lt;Response&gt; Thank you for noticing this! We checked the information and the results of the search process. By mistake, in the text were reported 15 records instead of 25 excluded with reason (as correctly reported on the flow chart). The correction was made accordingly.</p>
<p>Comment #9: I missed a number of studies that might have matched with your inclusion criteria. Did you find them during search?</p>
<p>Singh, U., Ghadiri, A., Weimar, D., &amp; Prinz, J. (2020). “Let’s have a break”: An experimental comparison of work-break interventions and their impact on performance. Journal of Business Research, 112, 128-135. </p>
<p>Blasche, G., Szabo, B., Wagner‐Menghin, M., Ekmekcioglu, C., &amp; Gollner, E. (2018). Comparison of rest‐break interventions during a mentally demanding task. Stress and Health, 34(5), 629-638.</p>
<p>&lt;Response&gt; We found one of the suggested studies. The first study, conducted by Singh et al. (2020), was found during the systematic search but was excluded from further analysis (records excluded with reason) as it was deemed not eligible because it tested three parallel interventions with no control group to serve as a comparison (see the Comparator criterion from the PICOS – ‘Eligibility criteria’ section of the manuscript). The second study done by Blasche et al. (2018) did not appear in the initial systematic literature search. Analyzing it and applying our inclusion/exclusion criteria, we found it also not eligible as the task in which participants were engaged (from which the micro-break was taken) does not have a correspondence in the occupational setting. Moreover, as the authors conclude, “Though an academic class imposes demands also found in other kinds of mental work, and both academic classwork and office work lead to fatigue, office work and work in an academic class are obviously not identical. This warrants caution in generalizing the current findings to other contexts of mental work (p. 636)”. All other papers included in this meta-analysis used tasks with some degree of similarity with those specific to the job environment.</p>
<p>However, after reading again our manuscript, we noticed that the exclusion of the non-work-related studies was not made clear enough, thus in the revised version, we made this explicit mention for the eligibility criteria. Moreover, based on Blasche et al.’s (2018) suggestion we also lowered our tone on a cautionary note in the discussion of the implications of our meta-analysis for the educational setting.</p>
<p>Comments #10 to #12: </p>
<p>(10) p.21, l.385+386 should be deleted </p>
<p>(11) p.33, l.665 "However, at least for well-being, the answer seems to be "any type of decoupling activity" (delete comma)</p>
<p>(12) p.30: l.581: you write voluntary but to my impression the breaks were forced (involuntary)</p>
<p>&lt;Response&gt; All suggestions were included in the new version of the manuscript. </p>
<p>Comment #13:  p.30, l.587 fits with that meta-analysis</p>
<p>Sio, U. N., &amp; Ormerod, T. C. (2009). Does incubation enhance problem solving? A meta-analytic review. Psychological Bulletin, 135(1), 94.</p>
<p>&lt;Response&gt; We checked the suggested reference and thank you for pointing it out. Indeed, it fits with the drawn conclusion, and we included a mention based on it in the new version of the manuscript. Accordingly, the References section was also updated. </p>
<p>Comment #14: p.33: Another option would be adjusting for reliabilty of measure within the meta-analysis (see Schmidt-Hunter-Approach)</p>
<p>&lt;Response&gt; When we started planning the meta-analysis, we also discussed the possibility to control for psychometric artefacts based on Hunter and Schmidt’s approach.  However, while screening the full-text articles and prior to beginning the coding process, we realized that there were large inconsistencies in reporting the reliabilities of the outcomes of interests. Only for some of the vigor and fatigue measures, the authors reported reliabilities (some were also one-item instruments). Moreover, for what we referred to as 'objective measures' of performance (e.g., error rates, reaction times, etc.), there was no such information. Hence, we decided to entirely apply Borenstein et al.’s framework for the meta-analysis. But we agree that this may be an important aspect, and as also per the Editor’s suggestion, we inserted in the manuscript a description and a discussion of this limitation and its implications.</p>
<p>Responses to the second reviewer’s comments</p>
<p>Overall impression: </p>
<p>The authors present an manuscript that deals with an important topic, the influence of rest breaks on feelings and performance, which is well written overall and personally interesting to me as a reader. Being a professor in personnel psychology and statistics, I will judge the manuscript with a focus on concept and methodology. See below for detailed comments.</p>
<p>&lt;Response&gt; Thank you for your positive feedback and appreciation!</p>
<p>Comment #1: the abstract needs revision. the abstract should include the research question, the methods and the results but in a comprehensible way. statistics or other details or specifics should not be referred to in the abstract.</p>
<p>&lt;Response&gt; The statistical details were removed from the abstract. We also reformulated the aims and methods details from the abstract in a more comprehensive way.</p>
<p>Comment #2: The writing is good, and the manuscript is generally interesting to read. It is also theoretically well argued, and to the point. There are some points to consider. The first concerns the instruments to measures effects of breaks, it can be a rating scale or a performance output but the effect size is difficult to compare directly, even between performance outputs of different tasks, not to speak of between feelings and performance. It depends on how good the psychometric quality of the measure is. For example, 30 min of a vigilance task deliver only a few measurement units while 10 min of a self-paced task provide a huge amount of trials to obtain reliable measures, and statistics crucially depend on it. (suggested reference: Schumann et al. (2022). Restoration of attention by rest in a multitasking world: Theory, methodology, and empirical evidence. Frontiers in Psychology, 13, 867978. doi:10.3389/fpsyg.2022.867978</p>
<p>&lt;Response&gt; Thank you for stressing this aspect! Indeed, it represents an important limitation of the current literature. As also the Editor suggested, we discussed it in several points of our manuscript. Moreover, thanks to the suggested review (Schumann et al., 2022), we also referred to some of their valuable critical insights. Precisely, (1) we began by further developing the measurement and conceptualization issues already mentioned towards the end of the Introduction, (2) continued by describing the state of the reliabilities of the used measures in the description of the sample of studies from the Results section, and (3) finally, we also addressed this issue in the Discussion by stressing out, among others, that "there are multiple methodological factors (e.g., employment of arbitrary tasks and/or unreliable or unaudited performance measures; insufficient number of trials) which could result in artefactual variance", and "even if taking into account their purpose, all these measures can be grouped under the umbrella term of performance, the many conceptual and operational differences between them could also make one rightfully argue against their aggregation. Hence, these particular results should be taken with increased caution.", as we also suggest " future studies might test the conditions under which respites positively affect subsequent performance by applying more standardized experimental paradigms and increasing consensus on methodological approaches." (These are just some examples of new mentions that we added to the manuscript.)</p>
<p>Comment #3: definitions of micro breaks fit with the meaning used in work psychology. I have no problem with this definition because the authors explain everything well in the manuscript, so there is no ambivalence. On the other hand, researcher with a more cognitive experimental focus often differ in the use of what is a micro break versus a short break versus long breaks. This might be discussed.</p>
<p>&lt;Response&gt; We searched in the cognitive-focused literature, and we didn’t find a clear differentiation between micro-breaks, short-breaks, and long breaks. We have cited several studies in cognitive psychology that emphasize the importance of refocusing attention after the break and we have highlighted a link between the three attention networks and breaks. We have inserted the new paragraph in the text. </p>
<p>Comment #4: glucose and depletion of resources. in the manuscript, the authors often refer to how task deplete mental resource in a way that gives the impression of a strong underlying basis of biology and physiology. On one occasion, for example, glucose is referred to as a causal factor determining resources. This is a difficult question, I would suggest reconsidering this point, it is in my opinion not clear.</p>
<p>&lt;Response&gt; In order to not create confusion related to the biological underlying mechanism, we deleted the entire phrase and the references.</p>
<p>Comment #5: tables. If possible, the tables should be presented in APA norm and maybe in a more economic way, The tables are huge and exceed a page. If the authors find ways to organise this more economically, good, otherwise, it is also okay, I would be fine with the present version.</p>
<p>&lt;Response&gt; All the included tables meet PlosOne’s style formatting requirements, which do not follow APA norms. Unfortunately, we did not find a more economical way to organize the information.</p>
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<named-content content-type="letter-date">27 Jun 2022</named-content>
</p>
<p><!-- <div> -->PONE-D-22-07400R1<!-- </div> --><!-- <div> -->"Give me a break!" A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance<!-- </div> --><!-- <div> -->PLOS ONE</p>
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<p>Reviewers' comments:</p>
<p>Reviewer's Responses to Questions</p>
<p><!-- <font color="black"> --><bold>Comments to the Author</bold></p>
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<p>Reviewer #1: All comments have been addressed</p>
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<p>Reviewer #1: I would like to thank the authors for revising the manuscript in line with my earlier comments.</p>
<p>I have some few (minor) recommendation for further improvement before a publication is warranted.</p>
<p>1) Abstract</p>
<p>Please inlcude specific information on the final sample size (number of studies, number of participants; i.e., data from 19 publications with 22 independent study samples, N = ...; data from p. 16) and in addition the</p>
<p>average effect size estimates of microbreaks. This information will be helfpul for readers to get the most important results</p>
<p>from your review in a quick way. I do agree with reviewer 2 that not all statistical information (95%CIs, p values, I²) is necessary in the abstract. But d-values and corresponding ks are 'must-haves' from my perspective.</p>
<p>2) p.16, l.380: do you mean 22 independent study samples from 19 publications?</p>
<p>3) Figure with PRIMSA scheme: Eligibility</p>
<p>Full text assessed = 43 articles</p>
<p>then you exclude 24</p>
<p>=&gt; difference is 19</p>
<p>but you report 22 articles for the qualitative analysis ???</p>
<p>In addition, number of publications shlould be marked with k (n is usally used for participant sample size).</p>
<p>In the final step please report:</p>
<p>Included: k=19 publications with 22 independent study samples</p>
<p>(correct?)</p>
<p>4) p. 30, l. 575: Our results reveal that micro-break...</p>
<p>5) p.24, l.469: A d = 13.43 is extreme from my experience of this literature.</p>
<p>Have you checked effect coding and effect calculations from this specific study,</p>
<p>maybe by different coders?</p>
<p>6) According to your registered study protocol only control-group design studies could be included.</p>
<p>However, during your literature search you find that there are many studies using</p>
<p>no control group /within-subject designs.</p>
<p>I agree that that this design might affect the valdity of results.</p>
<p>On the other hand, even the design and measures of the included studies are largely heterogenous.</p>
<p>So at least for the small effects sizes for performance outcomes it might be interesting to integrate and discuss some of the</p>
<p>relevant excluded study results in the discussion. Do these studies found some performance effects?</p>
<p>For instance, consider tthi studies:</p>
<p>Engelmann, C., Schneider, M., Kirschbaum, C., Grote, G., Dingemann, J., Schoof, S., &amp; Ure, B. M. (2011). Effects of intraoperative breaks on mental and somatic operator fatigue: a randomized clinical trial. Surgical endoscopy, 25(4), 1245–1250. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00464-010-1350-1" xlink:type="simple">https://doi.org/10.1007/s00464-010-1350-1</ext-link></p>
<p>Engelmann, C., Schneider, M., Grote, G., Kirschbaum, C., Dingemann, J., Osthaus, A., &amp; Ure, B. (2012). Work breaks during minimally invasive surgery in children: patient benefits and surgeon's perceptions. European journal of pediatric surgery : official journal of Austrian Association of Pediatric Surgery ... [et al] = Zeitschrift fur Kinderchirurgie, 22(6), 439–444. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1055/s-0032-1322542" xlink:type="simple">https://doi.org/10.1055/s-0032-1322542</ext-link></p>
<p>Park, A. E., Zahiri, H. R., Hallbeck, M. S., Augenstein, V., Sutton, E., Yu, D., Lowndes, B. R., &amp; Bingener, J. (2017). Intraoperative "Micro Breaks" With Targeted Stretching Enhance Surgeon Physical Function and Mental Focus: A Multicenter Cohort Study. Annals of surgery, 265(2), 340–346. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1097/SLA.0000000000001665" xlink:type="simple">https://doi.org/10.1097/SLA.0000000000001665</ext-link></p>
<p>It is hard to conduct real intervention-control-group designs in such work settings. For instance, consider the Engelmann studies that showed real performance effects in a way that breaks improved patient outcomes (not only the concentration of the surgeons).</p>
<p>However, such studies found positive effects of breaks on performance which bolster the argument that breaks might even improve perfomance. Another argument is also that in many rest break studies the intervention group with additional rest breaks has actually a shorter total time on task (or work duration). Thus, significant increases in work performance (if this is assessed) are not really to be expected, it will be fine if this might be similar to the control group which has a longer time on task.</p>
<p>In sum, I will prefer if you could add some additional insights relating to performance effects from the excluded study types into the discussion.</p>
<p>Reviewer #2: The manuscript has improved greatly, and I would recommend this work for publication. I have no further comments.</p>
<p>**********</p>
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<sub-article article-type="author-comment" id="pone.0272460.r004">
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<named-content content-type="author-response-date">19 Jul 2022</named-content>
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<p>Responses to the first reviewer’s comments</p>
<p>Reviewer #1: I would like to thank the authors for revising the manuscript in line with my earlier comments. I have some few (minor) recommendation for further improvement before a publication is warranted.</p>
<p>&lt;Response&gt; Thank you for your feedback and suggestions for improvement of our manuscript. We approached every comment carefully and integrated the suggestions in the new manuscript. In the following, we also responded to each and every comment.</p>
<p>1) Abstract</p>
<p>Please inlcude specific information on the final sample size (number of studies, number of participants; i.e., data from 19 publications with 22 independent study samples, N = ...; data from p. 16) and in addition the average effect size estimates of microbreaks. This information will be helfpul for readers to get the most important results from your review in a quick way. I do agree with reviewer 2 that not all statistical information (95%CIs, p values, I²) is necessary in the abstract. But d-values and corresponding ks are 'must-haves' from my perspective.</p>
<p>&lt;Response&gt; Thank you for this suggestion. We included in the abstract a phrase summarizing the retrieved number of studies, as well as the effect sizes for each of the outcomes of interest.</p>
<p>2) p.16, l.380: do you mean 22 independent study samples from 19 publications?</p>
<p>&lt;Response&gt; Thank you for pointing this mistake out. The observation is correct, and we made a change here, at line 382 using the phrase “22 independent study samples” instead of the initial one, reading “22 studies”, as this, we hope, will be a clearer message. </p>
<p>3) Figure with PRIMSA scheme: Eligibility</p>
<p>Full text assessed = 43 articles</p>
<p>then you exclude 24</p>
<p>=&gt; difference is 19</p>
<p>but you report 22 articles for the qualitative analysis ???</p>
<p>In addition, number of publications shlould be marked with k (n is usally used for participant sample size).</p>
<p>In the final step please report:</p>
<p>Included: k=19 publications with 22 independent study samples</p>
<p>(correct?)</p>
<p>&lt;Response&gt; Thank you for pointing this out! The changes in the Figure 1 were processed as follows: </p>
<p>1. Changed n with k in the entire PRISMA flow diagram</p>
<p>2. Articles included in the qualitative synthesis (k = 19) </p>
<p>3. Studies included in quantitative synthesis (meta-analysis) (k = 19 publications with 22 independent study samples)</p>
<p>4) p. 30, l. 575: Our results reveal that micro-break...</p>
<p>&lt;Response&gt; Thank you. We implemented the suggestion which can be found at line 577, page 30.</p>
<p>5) p.24, l.469: A d = 13.43 is extreme from my experience of this literature.</p>
<p>Have you checked effect coding and effect calculations from this specific study, maybe by different coders?</p>
<p>&lt;Response&gt; For all coding we used two independent raters. Also, all the calculations were automatically done by the software we used (Comprehensive Meta-Analysis v 3.0), based on means, standard deviations, and sample sizes as input data. However, this particular effect also puzzled us and made us check it meticulously (since human error may hay have slipped in extracting the descriptive results from the manuscript). After inspecting the data against the effect size formula, we realized that the standard deviations of each mean are very low, hence the very large d value (after the standardization of the mean difference). Bellow, we will illustrate the calculus:</p>
<p>Experimental group data: Mean = 2.14, Std. Dev. = 0.12, Sample size = 51</p>
<p>Control group data: Mean = 3.72, Std. Dev. = 0.11, Sample size = 17</p>
<p>d = |(M experimental – M control)| / Pooled SD</p>
<p>d = |(2.14 – 3.72)| / 0.118</p>
<p>d = 1.58 / 0.118</p>
<p>d = 13.39</p>
<p>Some observations: (1) the obtained result varies slightly from the one outputted by Comprehensive Meta-Analysis (we do not know the exact formulas behind the software, maybe include the correction for sample size or something similar); (2) the difference in means is computed in module since a lower score on fatigue (as is the case for the experimental condition compared to the control one) is the expected result; (3) the actual design of the study included 4 groups (2 experimental, the difference being the theme of the micro-break, nature exposure &lt;n =26=""&gt; or urban exposure &lt;n =="" 25=""&gt;, and 2 control, one with the same depleting task but without micro-break &lt;n =="" 17=""&gt;, and another one without any manipulation &lt;n =="" 19=""&gt;); since the later control fell outside our purpose (because we aimed at comparing groups who passed a similar depleting treatment, the only difference being the micro-break manipulation, as to draw conclusions on the effect of micro-breaks in working conditions), we pulled the data of the two experimental groups into one (n = 51; also these groups had similar results, i.e., means of 2.2 and 2.1) and compared it against the eligible control (n = 17). In their study, Beute and de Kort (2014), reported only the omnibus comparison between the four conditions (ANOVA analysis), without finding a significant overall effect (possible because of the small samples from each condition and the low and homogeneous variances), thus, they did not report further analyses on these data. Moreover, even for the significant differences, they reported only the overall effect size (partial etta squared) and no pairwise effects (hence the reason no similar effect size was reported in the manuscript).</p>
<p>6) According to your registered study protocol only control-group design studies could be included.</p>
<p>However, during your literature search you find that there are many studies using no control group /within-subject designs.</p>
<p>I agree that that this design might affect the valdity of results.</p>
<p>On the other hand, even the design and measures of the included studies are largely heterogenous.</p>
<p>So at least for the small effects sizes for performance outcomes it might be interesting to integrate and discuss some of the relevant excluded study results in the discussion. Do these studies found some performance effects?</p>
<p>For instance, consider tthi studies:</p>
<p>Engelmann, C., Schneider, M., Kirschbaum, C., Grote, G., Dingemann, J., Schoof, S., &amp; Ure, B. M. (2011). Effects of intraoperative breaks on mental and somatic operator fatigue: a randomized clinical trial. Surgical endoscopy, 25(4), 1245–1250. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00464-010-1350-1" xlink:type="simple">https://doi.org/10.1007/s00464-010-1350-1</ext-link></p>
<p>Engelmann, C., Schneider, M., Grote, G., Kirschbaum, C., Dingemann, J., Osthaus, A., &amp; Ure, B. (2012). Work breaks during minimally invasive surgery in children: patient benefits and surgeon's perceptions. European journal of pediatric surgery : official journal of Austrian Association of Pediatric Surgery ... [et al] = Zeitschrift fur Kinderchirurgie, 22(6), 439–444. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1055/s-0032-1322542" xlink:type="simple">https://doi.org/10.1055/s-0032-1322542</ext-link></p>
<p>Park, A. E., Zahiri, H. R., Hallbeck, M. S., Augenstein, V., Sutton, E., Yu, D., Lowndes, B. R., &amp; Bingener, J. (2017). Intraoperative "Micro Breaks" With Targeted Stretching Enhance Surgeon Physical Function and Mental Focus: A Multicenter Cohort Study. Annals of surgery, 265(2), 340–346. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1097/SLA.0000000000001665" xlink:type="simple">https://doi.org/10.1097/SLA.0000000000001665</ext-link></p>
<p>It is hard to conduct real intervention-control-group designs in such work settings. For instance, consider the Engelmann studies that showed real performance effects in a way that breaks improved patient outcomes (not only the concentration of the surgeons).</p>
<p>However, such studies found positive effects of breaks on performance which bolster the argument that breaks might even improve perfomance. Another argument is also that in many rest break studies the intervention group with additional rest breaks has actually a shorter total time on task (or work duration). Thus, significant increases in work performance (if this is assessed) are not really to be expected, it will be fine if this might be similar to the control group which has a longer time on task.</p>
<p>In sum, I will prefer if you could add some additional insights relating to performance effects from the excluded study types into the discussion.</p>
<p>&lt;Response&gt; Thank you for this suggestion! We further developed the discussion, looking at all the studies on performance from the 43 papers included in the eligibility assessing phase (including the ones that you suggested). Hence, we added a more extensive overview on the effect of breaks on performance (see Pages 33-34, lines 662-694). Because we included papers not cited previously throughout the manuscript, the in-text citations and reference list were also updated.</p>
<p>Responses to the second reviewer’s comments</p>
<p>Reviewer #2: The manuscript has improved greatly, and I would recommend this work for publication. I have no further comments.</p>
<p>&lt;Response&gt; Thank you for all the suggestions made during the first round of feedback, which made it possible to have this new and improved version of the manuscript. Also, thank you for your kind support during this review process.</p>
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<p>"Give me a break!" A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance</p>
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<named-content content-type="letter-date">4 Aug 2022</named-content>
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<p>PONE-D-22-07400R2 </p>
<p>"Give me a break!" A systematic review and meta-analysis on the efficacy of micro-breaks for increasing well-being and performance </p>
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