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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Behav. Neurosci.</journal-id>
<journal-title>Frontiers in Behavioral Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Behav. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5153</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnbeh.2022.869377</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Screening Method for Assessment of Work Ability for Patients Suffering From Mental Fatigue</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Johansson</surname> <given-names>Birgitta</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/671603/overview"/>
</contrib>
</contrib-group>
<aff><institution>Institute of Neuroscience and Physiology, University of Gothenburg</institution>, <addr-line>Gothenburg</addr-line>, <country>Sweden</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Chia-Liang Tsai, National Cheng Kung University, Taiwan</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Aglaia Zedlitz, Leiden University, Netherlands; Glenn R. Wylie, Kessler Foundation, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Birgitta Johansson, <email>birgitta.johansson@neuro.gu.se</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Pathological Conditions, a section of the journal Frontiers in Behavioral Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>16</volume>
<elocation-id>869377</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Johansson.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Johansson</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Pathological mental fatigue adversely affects endurance in the performance of tasks over time, with negative impact on work ability. There are currently no methods for objectively assessing work ability for patients suffering from mental fatigue. In this study, work ability in relation to mental fatigue as a screening method was evaluated, using the Work Ability Index (WAI) and Mental Fatigue Scale (MFS). Included participants represented three patient groups commonly affected by mental fatigue; acquired brain injury (<italic>n</italic> = 49, traumatic brain injury, stroke), burn-out syndrome (55) and hypothyroidism (50). The results showed a significant correlation between WAI and MFS (<italic>r</italic> = &#x2013;0.754) and status in the workplace (WAI <italic>r</italic> = 0.722, MFS <italic>r</italic> = &#x2013;0.443) for all groups. The WAI and MFS were significant predictors for status in the workplace (<italic>p</italic> &#x003C; 0.001) and explained 53% of the variance. This screening method can help health care professionals to identify people who are mentally fatigued with a reduced ability to work or return to work after illness, and who are in need of in-depth investigation. It is important to initiate treatment early with the aim of promoting a sustainable working life and general well-being of the individual.</p>
</abstract>
<kwd-group>
<kwd>mental fatigue</kwd>
<kwd>work ability</kwd>
<kwd>TBI</kwd>
<kwd>stroke</kwd>
<kwd>hypothyriodism</kwd>
<kwd>burn-out</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="36"/>
<page-count count="7"/>
<word-count count="5508"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Long-lasting mental fatigue is a pathological state with an extreme mental energy deficit and reduced ability to regain this energy in response to activity, while &#x201C;normal&#x201D; fatigue is time-limited and alleviated by rest (<xref ref-type="bibr" rid="B28">R&#x00F6;nnb&#x00E4;ck and Johansson, 2022</xref>). Pathological mental fatigue results in reduced quality of life and impaired ability to maintain employment or educational status after an acquired brain injury, endocrine or burn-out syndrome (<xref ref-type="bibr" rid="B9">Cantor et al., 2008</xref>; <xref ref-type="bibr" rid="B13">Glise et al., 2010</xref>; <xref ref-type="bibr" rid="B16">Johansson and R&#x00F6;nnb&#x00E4;ck, 2014b</xref>; <xref ref-type="bibr" rid="B26">Palm et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Leso et al., 2020</xref>). Work ability defined by <xref ref-type="bibr" rid="B32">Tengland (2011)</xref> is having the health status to perform work with tasks that are reasonable in an acceptable work environment. The so-called invisible mental energy deficit is difficult to conceptualize particularly in relation to work ability. From clinical experience, patients usually have a strong wish to return to ordinary life, including work, but they may not always understand or report their reduced capacity to work. If adequate support is missing, some will return to work and increase their working hours too quickly, with an increased risk of becoming more fatigued followed by a reduced work ability. Others may seem to lack the motivation or appear to be lazy. As many as 30% of family members and friends interpret fatigue after traumatic brain injury (TBI) as laziness (<xref ref-type="bibr" rid="B24">Norrie et al., 2010</xref>). This shows how difficult it can be to both understand mental fatigue and assess the patient&#x2019;s work capacity, even for health professionals, if there is no team trained in assessing work ability in relation to mental fatigue.</p>
<p>Patients included in this study, commonly affected by long-term mental fatigue are those who have suffered an acquired brain injury (ABI, here TBI or stroke), been diagnosed with burn-out syndrome (BO) or hypothyroidism (HYT). Studies reporting work ability for these patient groups in relation to fatigue show that work ability can be reduced during many years and return to work can be difficult.</p>
<sec id="S1.SS1">
<title>Acquired Brain Injury Fatigue and Work Ability</title>
<p>From a systematic review, return to work improved with time, from 41% during the first 6 months, 53% at 1 year, to 66% 2&#x2013;4 years after the stroke (<xref ref-type="bibr" rid="B12">Edwards et al., 2018</xref>). In a study, 2 years after a stroke, 58% of patients had returned to paid work (full-time or part-time), and higher fatigue scores (Multidimensional Fatigue Inventory-20, MFI) were associated with a reduced ability to return to paid work (<xref ref-type="bibr" rid="B2">Andersen et al., 2012</xref>). Fatigue (Fatigue Severity Scale, FSS) was associated with a return to work up to 12 months after discharge from rehabilitation and was not related to severity of stroke, age, cognitive impairment or depression. Fatigue was, according to the authors suggested to be routinely screened for and patients and employers informed about the impact that fatigue will have on a return to work (<xref ref-type="bibr" rid="B29">Rutkowski et al., 2021</xref>). Fatigue (FSS and Mental Fatigue Scale MFS) lasting 1&#x2013;7 years after an aneurysmal subarachnoid hemorrhage was related to return to work. Among those employed before the hemorrhage, 55% had not returned to work, 35% on part time and 10% to full time work (<xref ref-type="bibr" rid="B35">Western et al., 2021</xref>). Fatigue (FSS, MFS) was a common complaint among people who had returned to work after a stroke where two-thirds of the women and half of the men reported that fatigue interfered with everyday life (<xref ref-type="bibr" rid="B23">Norlander et al., 2021</xref>). From a qualitative study, patients who had suffered a stroke and returned to work commonly reported fatigue, concentration and memory problems and personal change as having an impact on work ability (<xref ref-type="bibr" rid="B4">Balasooriya-Smeekens et al., 2016</xref>). One year after a TBI, fatigue (MFI) was associated with a lower status in the workplace (<xref ref-type="bibr" rid="B5">Beaulieu-Bonneau and Ouellet, 2017</xref>). Higher rating on fatigue (MFS) irrespective of TBI severity was associated with decreased work status in the workplace (<xref ref-type="bibr" rid="B26">Palm et al., 2017</xref>). After a mild TBI, fatigue (Barrow Neurological Institute Fatigue Scale) was a predictor for a slower return to work (<xref ref-type="bibr" rid="B34">Waljas et al., 2014</xref>).</p>
</sec>
<sec id="S1.SS2">
<title>Hypothyroidism Fatigue and Work Ability</title>
<p>Fatigue is commonly reported in patients with autoimmune hypothyroidism (HYT) and these patients scored significantly higher than controls on all five MFI-20 subscales, this being independent of clinical and thyroid hormone parameters (<xref ref-type="bibr" rid="B21">Louwerens et al., 2012</xref>). It is less frequently reported of work ability in relation to fatigue among patients suffering from hypothyroidism, compared to acquired brain injury. However, from a review, thyroid diseases are reported as having an impact on work ability (<xref ref-type="bibr" rid="B19">Leso et al., 2020</xref>).</p>
</sec>
<sec id="S1.SS3">
<title>Burn-Out Syndrome Fatigue and Work Ability</title>
<p>More straightforward, work ability can be related to mental health and energy depletion, and this is defined as the burn-out syndrome (BO) classified as an occupational phenomenon and not as a medical condition in ICD-11. BO is defined according to the dimensions: feelings of energy depletion or exhaustion; increased mental distancing from the person&#x2019;s job; feelings of negativism or cynicism related to one&#x2019;s job; and reduced professional efficacy. In Sweden, before the BO syndrome was classified, and with the need to define patients with fatigue/exhaustion due to long-term stress, the Exhaustion disorder was defined by the Swedish National Board of Health and Welfare (F43.8A). Exhaustion disorder is related to external identifiable loads such as psychosocial stress at work or in private life, or a combination of both, with a duration of 6 months or more, and including the central symptoms; lack of energy, disturbed sleep and cognitive problems (<xref ref-type="bibr" rid="B3">&#x00C5;sberg et al., 2003</xref>). BO is a common cause of sick leave, and return to work can take many years and some may not resume work ability. From a 7-year follow-up study in Sweden, 3% were on full time sick leave, 4% had received sickness pension, 6% were on part time sick leave and 87% were not on sick leave (<xref ref-type="bibr" rid="B6">Beno et al., 2021</xref>).</p>
<p>From the studies referred to above, fatigue and work ability are related and show the importance of improving awareness and the need to assess mental fatigue in relation to work ability.</p>
<p>The purpose of this study is to evaluate a screening method for assessing work ability in three patient groups where mental fatigue is common. The patient groups included acquired brain injury (ABI including TBI and stroke), burn-out syndrome (BO) and hypothyroidism (HYT). This screening method can help health care professionals to identify people who suffer from mental fatigue with a reduced ability to work and who are in need of in-depth investigation.</p>
</sec>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<p>Twenty-three health care centers specializing in primary care in Gothenburg were contacted, and 15 of these consented to participate. Included patients have had contact with their health center during the past 5 years for acquired brain injury (ABI, TBI and stroke, diagnostic codes ICD-10: S06, I60, I63.0-9), hypothyroidism (HYT, deficiency of thyroid hormone, E03.9), and burn-out syndrome (BO, Swedish definition, Exhaustion disorder, F43.8A) (<xref ref-type="bibr" rid="B3">&#x00C5;sberg et al., 2003</xref>). A randomized selection of participants was made by the Department of Data Management and Analysis, Region V&#x00E4;stra G&#x00F6;taland, with 200 participants/group. Only one diagnosis was used for the selection of patients. The ABI group was prioritized for the selection, as this was the group with the least number of patients, second priority BO and lastly HYT as being the largest group. The ambition was to capture those who had recovered and those who were still struggling with mental fatigue in relation to work ability. A mail was sent to all the participants providing information concerning the study, the questionnaires, copy of a letter of approval from the head of the health center and a stamped addressed envelope. The study was approved by the Swedish Ethical Review Authority (2019-05177) and the Department of Data Management and Analysis, Region V&#x00E4;stra G&#x00F6;taland (202-03789).</p>
<sec id="S2.SS1">
<title>Assessment</title>
<p>Participants were asked to fill in a form providing the following background information: age, education, actual percentage of full-time working hours (status in the workplace, full-time working hours 100%, or 75%, 50%, 25% or 0% of full-time payed work), to what extent they themselves perceived their work status (100%, or 75%, 50%, 25% or 0% of full-time payed work). They also reported whether they had an additional diagnosis of the three included in the study, as due to the selection procedure, some may have suffered from more than one of the included diagnoses. The questionnaires answered were Work Ability Index, WAI (<xref ref-type="bibr" rid="B11">de Zwar et al., 2002</xref>; <xref ref-type="bibr" rid="B33">van den Berg et al., 2009</xref>) and MFS (<xref ref-type="bibr" rid="B18">Johansson et al., 2010</xref>; <xref ref-type="bibr" rid="B17">Johansson and R&#x00F6;nnb&#x00E4;ck, 2014a</xref>). The WAI has been used to assess individuals&#x2019; work ability and personal resources in relation to work requirements (<xref ref-type="bibr" rid="B22">Lundin et al., 2107</xref>). The WAI has good reliability and validity (<xref ref-type="bibr" rid="B11">de Zwar et al., 2002</xref>). The WAI consists of a questionnaire with 10 questions concerning the individual&#x2019;s own physical and mental health, requirements at their place of employment in relation to their work ability, sick leave taken during the past year and whether the state of health will allow for continued work in the current profession 2 years ahead. The answers to the questions included in the questionnaire are given numerical values and are weighted together, according to a given formula to an index value (range 7&#x2013;49) that indicates work ability; Poor (7&#x2013;27), Moderate (28&#x2013;36), Good (37&#x2013;43) and Excellent (44&#x2013;49) (<xref ref-type="bibr" rid="B11">de Zwar et al., 2002</xref>). Questionnaires and automatic calculations are available free of charge on the Internet. The Mental Fatigue Scale (MFS) has been evaluated for people with acquired brain injury (<xref ref-type="bibr" rid="B18">Johansson et al., 2010</xref>; <xref ref-type="bibr" rid="B17">Johansson and R&#x00F6;nnb&#x00E4;ck, 2014a</xref>). The MFS has also been used in neurological conditions (<xref ref-type="bibr" rid="B18">Johansson et al., 2010</xref>; <xref ref-type="bibr" rid="B7">Bergqvist et al., 2019</xref>), endocrine diseases (<xref ref-type="bibr" rid="B27">Papakokkinou et al., 2015</xref>; <xref ref-type="bibr" rid="B14">Holmberg et al., 2021</xref>) and BO (<xref ref-type="bibr" rid="B30">Skau et al., 2021</xref>) and has also shown good correlation with status in the workplace after TBI (<xref ref-type="bibr" rid="B26">Palm et al., 2017</xref>). The MFS is a self-assessment form based on extensive clinical research into diseases that affect the brain (<xref ref-type="bibr" rid="B20">Lindqvist and Malmgren, 1993</xref>). A value above 10 indicates problems with mental fatigue (range 0&#x2013;42). The cutoff score is calculated and a significant score of 10.5 was found to deviate significantly from the control sample (<xref ref-type="bibr" rid="B17">Johansson and R&#x00F6;nnb&#x00E4;ck, 2014a</xref>). The higher the value, the greater the problems. The including questions cover topics concerning; generalized fatigue, mental fatigue, mental recovery, concentration and memory, slowness of thinking, stress sensitivity, sensitivity and irritability, initiative, light and sound sensitivity and sleep problems. The questions have a high internal consistency (<xref ref-type="bibr" rid="B15">Johansson et al., 2009</xref>). MFS is available free of charge on the Internet.</p>
</sec>
<sec id="S2.SS2">
<title>Statistics</title>
<p>Chi-squared test was used to compare gender frequency, education, work status, and self-perceived work status. Analysis of variance (ANOVA) was used to compare basic data for the three included groups (age, MFS, WAI). Correlation of data was done with Pearson&#x2019;s correlation and linear regression to test a model for variables&#x2019; predictive value for work ability. Statistical analyses were performed using SPSS-28.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<p>A total of 154 people (26%) responded and 2% of the letters were returned without having been responded to out of a total of 600. The groups were similar in number of respondents, age and education. The ABI group had an even gender distribution, but significantly more women responded in the HYT and BO groups. Work status did not differ between groups, but the self-perceived work status differed significantly between groups (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Number of respondents (total 154), frequency, means, standard deviation (sd), statistical comparison between the ABI (acquired brain injury), HYT (hypothyroidism), and the BO (burn-out syndrome) (<italic>p</italic>-value) groups.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">ABI</td>
<td valign="top" align="center">HYT</td>
<td valign="top" align="center">BO</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Number of respondents</td>
<td valign="top" align="center">49</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">55</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age, mean in years (sd)</td>
<td valign="top" align="center">48 (13)</td>
<td valign="top" align="center">50 (13)</td>
<td valign="top" align="center">44 (12)</td>
<td valign="top" align="center">0.057<xref ref-type="table-fn" rid="t1fnb"><sup>b</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Gender (women/men/non-binary)</td>
<td valign="top" align="center">28/21/1</td>
<td valign="top" align="center">39/10/1</td>
<td valign="top" align="center">43/12/0</td>
<td valign="top" align="center">0.025<xref ref-type="table-fn" rid="t1fna"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Education (elementary/high school/university)</td>
<td valign="top" align="center">5/20/24</td>
<td valign="top" align="center">4/15/31</td>
<td valign="top" align="center">6/16/33</td>
<td valign="top" align="center">0.759<xref ref-type="table-fn" rid="t1fna"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Status in the workplace, mean% (sd)</td>
<td valign="top" align="center">68 (41)</td>
<td valign="top" align="center">80 (34)</td>
<td valign="top" align="center">63 (43)</td>
<td valign="top" align="center">0.220<xref ref-type="table-fn" rid="t1fna"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Self-perceived work status, mean% (sd)</td>
<td valign="top" align="center">60 (36)</td>
<td valign="top" align="center">75 (28)</td>
<td valign="top" align="center">51 (33)</td>
<td valign="top" align="center">0.040<xref ref-type="table-fn" rid="t1fna"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Other self-reported diagnoses</td>
<td valign="top" align="center">3 HYT, 5 BO</td>
<td valign="top" align="center">1 ABI, 3 BO</td>
<td valign="top" align="center">4 ABI, 3 HYT</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fna"><p><italic><sup>a</sup>Chi-squared test.</italic></p></fn>
<fn id="t1fnb"><p><italic><sup>b</sup>ANOVA.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>A majority of the respondents had a reduced work ability as indicated with WAI scores and problems with mental fatigue as indicated with MFS. The BO group reported the lowest/worst WAI score and the highest MFS rating; the HYT group, the highest/best WAI score and least problems with mental fatigue and the ABI group reported scores in-between these (<xref ref-type="table" rid="T2">Table 2</xref>). The gender distribution differed between groups. The within-group comparison (t-test/group) did not find any difference between men and women of their MFS rating (ABI <italic>p</italic> = 0.594, HYT <italic>p</italic> = 0.683. BO <italic>p</italic> = 0.691) or WAI rating (ABI <italic>p</italic> = 0.715, HYT <italic>p</italic> = 0.767. BO <italic>p</italic> = 0.603).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>The WAI (Work Ability Index), the MFS (Mental Fatigue Scale) ratings for the ABI (acquired brain injury), HYT (hypothyroidism) and BO (burn-out syndrome) groups, and ratings for women and men, respectively. Mean, standard deviation and <italic>p</italic>-value.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">ABI</td>
<td valign="top" align="center">HYT</td>
<td valign="top" align="center">BO</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">MFS all</td>
<td valign="top" align="center">15.4 (7.5)</td>
<td valign="top" align="center">11.5 (7.5)</td>
<td valign="top" align="center">21.0 (5.9)</td>
<td valign="top" align="center">&#x003C;0.001<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">MFS women</td>
<td valign="top" align="center">15.4 (8.1)</td>
<td valign="top" align="center">12.3 (7.2)</td>
<td valign="top" align="center">22.0 (5.8)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">MFS men</td>
<td valign="top" align="center">15.5 (7.1)</td>
<td valign="top" align="center">8.5 (8.2)</td>
<td valign="top" align="center">17.6 (5.3)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">MFS numbers above 10</td>
<td valign="top" align="center">34 (62%)</td>
<td valign="top" align="center">27 (54%)</td>
<td valign="top" align="center">52 (94%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">WAI all</td>
<td valign="top" align="center">29.2 (10.8)</td>
<td valign="top" align="center">35.6 (9.0)</td>
<td valign="top" align="center">26.5 (10.2)</td>
<td valign="top" align="center">&#x003C;0.001<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">WAI women</td>
<td valign="top" align="center">31.4 (11.1)</td>
<td valign="top" align="center">35.1 (8.6)</td>
<td valign="top" align="center">25.2 (9.7)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">WAI men</td>
<td valign="top" align="center">26.2 (9.8)</td>
<td valign="top" align="center">37.4 (11.0)</td>
<td valign="top" align="center">31.3 (11.2)</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p><italic>&#x002A;ANOVA.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>The purpose of the study was to evaluate the relationship between work ability and mental fatigue using a linear regression analysis. For this, the goal to include people suffering from mental fatigue (cutoff MFS over 10) and those not, concerning work ability was achieved, even if the group without problems was smaller (<xref ref-type="table" rid="T2">Table 2</xref>). The numbers of men and women differed between groups and gender was included in the analysis. The dependent variable was work status in the workplace and the independent variables (predictors) were diagnostic group, age, gender, WAI and MFS. The result showed that the model was significant, <italic>F</italic><sub>(5,138)</sub> = 32.711, <italic>p</italic> &#x003C; 0.001, and explained 53% of the variance (Adjusted R2 = 0.526). WAI and MFS were significant predictors for work status in the workplace, but neither diagnostic group, gender nor age were (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Linear regression analysis resulted in WAI (Work Ability Index) and MFS (Mental Fatigue Scale) as significant predictors for work status in the workplace, but this was not found for either diagnostic group, age, or gender.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="left" colspan="2">Unstandardized coefficients<hr/></td>
<td valign="top" align="center">Standardized coefficients<hr/></td>
<td valign="top" align="center"><italic>p</italic>-value<hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">B</td>
<td valign="top" align="center">Sd error</td>
<td valign="top" align="center">&#x03B2;</td>
<td/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Group</td>
<td valign="top" align="center">1.671</td>
<td valign="top" align="center">2.898</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">0.565</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">0.048</td>
<td valign="top" align="center">0.187</td>
<td valign="top" align="center">0.016</td>
<td valign="top" align="center">0.795</td>
</tr>
<tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="center">2.080</td>
<td valign="top" align="center">5.212</td>
<td valign="top" align="center">0.014</td>
<td valign="top" align="center">0.691</td>
</tr>
<tr>
<td valign="top" align="left">MFS</td>
<td valign="top" align="center">0.987</td>
<td valign="top" align="center">0.456</td>
<td valign="top" align="center">0.203</td>
<td valign="top" align="center">0.032</td>
</tr>
<tr>
<td valign="top" align="left">WAI</td>
<td valign="top" align="center">3.241</td>
<td valign="top" align="center">0.341</td>
<td valign="top" align="center">0.883</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table></table-wrap>
<p>Work Ability Index and MFS showed a high significant correlation and both scales correlated significantly with work status in the workplace and self-perceived own estimated work status (groups merged). Work status in the workplace correlated significantly with age and WAI and decreased with increasing age. Age did not correlate with MFS and self-perceived work status (<xref ref-type="table" rid="T4">Table 4</xref>). The relationship between WAI and MFS for each patient group is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Correlation between age, work status in the workplace, self-perceived work status in the workplace, WAI (Work Ability Index), MFS (Mental Fatigue Scale), <italic>r</italic>, and <italic>p</italic>-value.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">Age</td>
<td valign="top" align="left">Work status in the workplace</td>
<td valign="top" align="center">Self-perceived work status in the workplace</td>
<td valign="top" align="center">WAI</td>
<td valign="top" align="center">MFS</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">x</td>
<td valign="top" align="left">&#x2013;0.182<xref ref-type="table-fn" rid="t4fn1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;0.125</td>
<td valign="top" align="center">&#x2013;0.185</td>
<td valign="top" align="center">&#x2013;0.032</td>
</tr>
<tr>
<td valign="top" align="left">Work status in the workplace</td>
<td/>
<td valign="top" align="center">x</td>
<td valign="top" align="center">0.710<xref ref-type="table-fn" rid="t4fn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.722<xref ref-type="table-fn" rid="t4fn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.443<xref ref-type="table-fn" rid="t4fn1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Self-perceived work status in the workplace</td>
<td/>
<td valign="top" align="left"/>
<td valign="top" align="center">x</td>
<td valign="top" align="center">0.840<xref ref-type="table-fn" rid="t4fn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.650<xref ref-type="table-fn" rid="t4fn1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">WAI</td>
<td/>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center">x</td>
<td valign="top" align="center">&#x2212;0.754<xref ref-type="table-fn" rid="t4fn1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t4fn1"><p><italic>&#x002A;p &#x003C; 0.05, &#x002A;&#x002A;&#x002A;p &#x003C; 0.001.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>The figure shows the diagnostic groups ABI (acquired brain injury, red), HYT (hypothyroidism black) and BO (burn-out syndrome, blue), and the relationship between WAI (Work Ability Index) and MFS (Mental Fatigue Scale). The gray square indicates poor and moderate work ability according to WAI, together with mental fatigue above cutoff. The green square indicates good work ability and no significant mental fatigue.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnbeh-16-869377-g001.tif"/>
</fig>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>The results showed that there was a clear relationship between work ability (WAI) and mental fatigue (MFS) and both scales correlated with work status in the workplace. WAI and MFS were also significant predictors for work status in the workplace. Neither diagnostic group, age or gender, turned out to be significant predictors for work status. The connection between fatigue and work ability found here is in agreement with what is reported from other ABI, HYT and BO studies (<xref ref-type="bibr" rid="B13">Glise et al., 2010</xref>; <xref ref-type="bibr" rid="B2">Andersen et al., 2012</xref>; <xref ref-type="bibr" rid="B34">Waljas et al., 2014</xref>; <xref ref-type="bibr" rid="B26">Palm et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Leso et al., 2020</xref>; <xref ref-type="bibr" rid="B29">Rutkowski et al., 2021</xref>; <xref ref-type="bibr" rid="B35">Western et al., 2021</xref>). This shows that mental fatigue is important to routinely screen for when work ability is assessed, specifically in patient groups where fatigue commonly occurs. This also shows the need to inform employers and the patient about the impact mental fatigue may have on return to work and to adapt working hours and working environment to what is sustainable for the patient.</p>
<p>It is here suggested that WAI and MFS can be used as a screening tool and this can indicate when an in-depth investigation is required. If a patient reports mental fatigue, the underlying causes should always be identified before initiation of treatment, rehabilitation and adaptation of the working environment. The intention is to avoid or minimize long-term sick leave and to improve well-being in the workplace. The patient may have several other medical disorders and/or cognitive, psychological and social problems not included in this study, which need to be evaluated in relation to mental fatigue. It is also necessary to evaluate and understand the answers from the items included in WAI and MFS. Some individuals may over-estimate their problems while others may under-estimate them due to a lack of insight, knowledge or memory problems. However, both the WAI and MFS scales have pre-defined alternatives (no likert scale), are highly consistent between and within patients and this, in turn facilitates patient follow-up.</p>
<p>The screening method suggested here with WAI and MFS can help health care professionals to identify people who are mentally fatigued with a reduced ability to work or return to work after illness. It has previously been shown that WAI is a sensitive screening tool to identify people on sick leave with a probable need for rehabilitation (<xref ref-type="bibr" rid="B8">Bethge et al., 2015</xref>) and that MFS is related to work ability (<xref ref-type="bibr" rid="B26">Palm et al., 2017</xref>). In this study, it was also indicated that some of the participants probably worked more than they could manage. Their self-perceived percentage of full-time working hours was lower than the level corresponding to their work status in the workplace and of those working full-time, several reported a poor to moderate work ability according to WAI. This indicates that some worked more than what they could manage. From clinical experience, several patients have a strong wish to return to ordinary life including work but they have not understood or adequately reported their reduced capacity to work. They have returned to work too early and have increased working hours too fast and worked above their limits. This resulted in total exhaustion and a need to reduce the working hours for a long time. To avoid this, early identification of patients and adaption of the working hours and working environment is important.</p>
<p>Among the respondents, 19 reported a second diagnosis from the background questionnaire whether they have an additional diagnosis of the three included in the study. Only one diagnosis was used for the selection of participants. The ABI was prioritized in the selection process due to the lower numbers of patients having an ABI diagnosis reported in the primary care. An additional diagnosis of those included here, as well as other diagnoses not included, could increase the burden to the perceived mental fatigue as well as working ability. As this was a survey and no additional in-depth analysis of participants was done, it was not possible to evaluate which diagnosis was the most prominent for the 19 participants with a self-reported second diagnosis, nor whether more than one diagnosis would exacerbate the mental fatigue and cause a decline in work ability. Several factors can worsen the state of people&#x2019;s work ability. This highlights the need of a thorough assessment for the patient when planning for treatment and rehabilitation. In this study, the respondents only reported their total burden on mental fatigue in relation to work ability.</p>
<p>The design of the study was not intended to compare the diagnostic groups in terms of mental fatigue and work ability, although the results may, to some extent reflect the reality. BO was the group that reported the highest MFS and the lowest WAI ratings. BO have high impact on work ability and can cause long-term sick leave and it may take several years to return to work (<xref ref-type="bibr" rid="B6">Beno et al., 2021</xref>). BO is a diagnosis related to work ability and feelings of energy depletion or exhaustion while the others are medical diagnoses and are not diagnosed based on work disability and mental fatigue. The ABI group rated MFS and WAI in-between the ratings reported for BO and HYT. After an ABI, many patients are initially affected by mental fatigue to varying degrees (<xref ref-type="bibr" rid="B1">Andelic et al., 2020</xref>; <xref ref-type="bibr" rid="B29">Rutkowski et al., 2021</xref>) and recover to some extent over time (<xref ref-type="bibr" rid="B25">Olver, 1996</xref>). A majority with mild TBI will recover within months (<xref ref-type="bibr" rid="B10">Carroll et al., 2004</xref>). However, several with acquired mild injury may experience long-term problems with fatigue (<xref ref-type="bibr" rid="B15">Johansson et al., 2009</xref>; <xref ref-type="bibr" rid="B36">Winward et al., 2009</xref>). HYT was the group that reported the least problems with mental fatigue and diminished work ability. HYT can be treated with hormone replacement drugs that can have a beneficial effect on MFS and WAI, although not always (<xref ref-type="bibr" rid="B21">Louwerens et al., 2012</xref>).</p>
<p>Twenty-six percent of the people addressed responded. The number of respondents was similar between the diagnostic groups with no difference in age and education level. There was a predominance of university graduates (50&#x2013;62%). By comparison, about 50% of the population in this age group in Gothenburg have a university education. There was an even gender distribution in ABI. The women were in the majority in the HTY (79%) and BO (78%) groups, and this corresponds to the gender distribution for HYT and BO in Sweden (<xref ref-type="bibr" rid="B31">Socialstyrelsen, 2018</xref>). The rating of MFS and WAI did not differ between men and women within the respective diagnostic groups.</p>
<sec id="S4.SS1">
<title>Limitations</title>
<p>This is a limited study with few participants. The intention was to include more participants, but only 25% responded. Nonetheless, an even number of respondents was achieved for each diagnostic group and the gender and education distribution reflect the demographics in Sweden. Studies with more participants are warranted. This study applies to Swedish employment conditions and sick-leave rules and it needs to be evaluated for use in other countries. WAI has been used internationally for 30 years and MFS for 15 years.</p>
<p>In conclusion, this study showed that mental fatigue is related to work ability and work status in the workplace and is present in all three diagnostic groups; ABI, HYT, and BO. WAI and MFS are suggested to be used for screening of work status in the workplace when a patient is suffering from mental fatigue and this screening can be used to indicate when an in-depth assessment is required. This screening method may also be useful for other groups of patients who commonly suffer from mental fatigue. The method can help people affected by mental fatigue to enable them to receive treatment and rehabilitation without delay and with the intention to promote a sustainable and well-functioning workplace and well-being of the individual.</p>
</sec>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the author, without undue reservation.</p>
</sec>
<sec id="S6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Etikprovningsmyndigheten. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>BJ designed the study, collected the data, analyzed the data, wrote the manuscript, and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This study was funded by grants from AFA Insurance and The Health &#x0026; Medical Care Committee (Grant No. 190044).</p>
</sec>
<ack><p>Katarina Franck is acknowledged for excellent data collection. Christine Southan Churchill is acknowledged for excellent scientific editing.</p>
</ack>
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