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<front>
<journal-meta>
<journal-id journal-id-type="pmc">IJMHP</journal-id>
<journal-id journal-id-type="nlm-ta">IJMHP</journal-id>
<journal-id journal-id-type="publisher-id">IJMHP</journal-id>
<journal-title-group>
<journal-title>International Journal of Mental Health Promotion</journal-title>
</journal-title-group>
<issn pub-type="epub">2049-8543</issn>
<issn pub-type="ppub">1462-3730</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">15487</article-id>
<article-id pub-id-type="doi">10.32604/IJMHP.2021.015487</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Effect of Perceived Organizational Support on Fatigue of Chinese Nurses during the COVID-19 Pandemic: Resilience as a Mediator</article-title><alt-title alt-title-type="left-running-head">Effect of Perceived Organizational Support on Fatigue of Chinese Nurses during the COVID-19 Pandemic: Resilience as a Mediator</alt-title><alt-title alt-title-type="right-running-head">Effect of Perceived Organizational Support on Fatigue of Chinese Nurses during the COVID-19 Pandemic: Resilience as a Mediator</alt-title>
</title-group>
<contrib-group content-type="authors">
<contrib id="author-1" contrib-type="author">
<name name-style="western">
<surname>Zhang</surname>
<given-names>Na</given-names>
</name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western">
<surname>Xu</surname>
<given-names>Dingxin</given-names>
</name>
<xref ref-type="aff" rid="aff-2">2</xref>
</contrib>
<contrib id="author-3" contrib-type="author" corresp="yes">
<name name-style="western">
<surname>Li</surname>
<given-names>Jingjing</given-names>
</name>
<xref ref-type="aff" rid="aff-3">3</xref>
<email>lijj@bjut.edu.cn</email>
</contrib>
<contrib id="author-4" contrib-type="author">
<name name-style="western">
<surname>Gong</surname>
<given-names>Zhenxing</given-names>
</name>
<xref ref-type="aff" rid="aff-4">4</xref>
</contrib>
<aff id="aff-1">
<label>1</label><institution>School of Economics and Management, Beijing Information Science and Technology University</institution>, <addr-line>Beijing, 100192</addr-line>, <country>China</country></aff>
<aff id="aff-2">
<label>2</label><institution>School of Nursing, Jinan University</institution>, <addr-line>Guangzhou, 510632</addr-line>, <country>China</country></aff>
<aff id="aff-3">
<label>3</label><institution>College of Economics and Management, Beijing University of Technology</institution>, <addr-line>Beijing, 100124</addr-line>, <country>China</country></aff>
<aff id="aff-4">
<label>4</label><institution>School of Business, Liaocheng University</institution>, <addr-line>Liaocheng, 252000</addr-line>, <country>China</country></aff>
</contrib-group><author-notes><corresp id="cor1">&#x002A;Corresponding Author: Jingjing Li. Email: 
<email>lijj@bjut.edu.cn</email></corresp></author-notes>
<pub-date pub-type="epub" date-type="pub" iso-8601-date="2021-04-12">
<day>12</day>
<month>04</month>
<year iso-8601-date="2021">2021</year>
</pub-date>
<volume>23</volume>
<issue>2</issue>
<fpage>243</fpage>
<lpage>254</lpage>
<history>
<date date-type="received">
<day>10</day>
<month>2</month>
<year iso-8601-date="2021">2021</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>4</month>
<year iso-8601-date="2021">2021</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2021 Zhang et al.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Zhang et al.</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_IJMHP_15487.pdf"></self-uri>
<abstract>
<p>As working for the nurse is believed to be one of the most stressful professions, nurses are particularly at risk of experiencing fatigue. Especially during the COVID-19 pandemic, fatigue among nurses may affect physical and mental health seriously, which is attracting increasing attention of researchers and clinical practitioners to find effective prevention measures to alleviate nurses&#x2019; fatigue. This study aims to investigate the mediational effect of resilience on the relationship between nurses&#x2019; perceived organizational support and fatigue. A total of 476 nurses from secondary and above hospitals in Hebei province, China during March and April in 2020, were investigated with Perceived Organizational Support Scale, Resilience Scale and Work Fatigue Inventory. Structural equation modeling was conducted to explore the mechanisms of nurses&#x2019; perceived organizational support on fatigue. Results revealed that perceived organizational support can decrease the nurses&#x2019; mental/physical/emotional fatigue through the mediating role of resilience. These findings guide for hospital managers to identify effective prevention strategies to alleviate the fatigue of clinical nurses.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Perceived organizational support</kwd>
<kwd>resilience</kwd>
<kwd>fatigue</kwd>
<kwd>mediator</kwd>
<kwd>nurse</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>As a complex and general phenomenon, nurse fatigue is a multidimensional condition with emotional, physiologic, mental, and sensory components that occurs as a consequence of excessive work demands and stressors from nurses&#x2019; work tasks, environment, and schedules with insufficient opportunity for recovery [<xref ref-type="bibr" rid="ref-1">1</xref>,<xref ref-type="bibr" rid="ref-2">2</xref>]. Especially during the COVID-19 pandemic, because of working with high intensity, nurses are enduring tremendous pressure from around; they have high risk of becoming infected without adequate protection, and feel loss of control and inexperienced in combating the disease. Besides of overwork, they get negative feedback from patients and perceived stigma sometimes. Additionally, their lifestyle has changed greatly and facing work-family conflict [<xref ref-type="bibr" rid="ref-3">3</xref>,<xref ref-type="bibr" rid="ref-4">4</xref>]. All these stressors have been consistently associated with increased nurse fatigue and an increased risk of medical error or near error that threaten the safety of patients [<xref ref-type="bibr" rid="ref-5">5</xref>]. Therefore, fatigue is a critical issue that jeopardizes a nurse&#x2019;s capability of providing safe and effective nursing to patients, and it is of great significance to explore the factors affecting nurse fatigue to help formulate relevant management measures in hospitals.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Background</title>
<p>Existing research on fatigue has focused on the following influencing factors. First, many scholars have explored the relationship between individual-related factors and fatigue. Examples of personal characteristics include age, gender, academic degree, and marital status [<xref ref-type="bibr" rid="ref-6">6</xref>,<xref ref-type="bibr" rid="ref-7">7</xref>]; Further, examples of health factors that have been studied include an unhealthy diet [<xref ref-type="bibr" rid="ref-8">8</xref>], sleep duration and quality [<xref ref-type="bibr" rid="ref-7">7</xref>,<xref ref-type="bibr" rid="ref-9">9</xref>], and depression and anxiety [<xref ref-type="bibr" rid="ref-10">10</xref>]. Second, some studies have found that work-related factors are associated with nurse fatigue; nurses with long work hours [<xref ref-type="bibr" rid="ref-11">11</xref>], more work shifts [<xref ref-type="bibr" rid="ref-12">12</xref>], and high workplace demands were found to have increased levels of fatigue [<xref ref-type="bibr" rid="ref-13">13</xref>]. While previous research has identified many factors that may result in fatigue, limited information is available regarding positive resources to manage nurse fatigue [<xref ref-type="bibr" rid="ref-14">14</xref>].</p>
<p>Recently, psychologists have identified resilience as the positive psychological capability that helps an individual to rebound, &#x201C;bounce back&#x201D;, or return to a normal state from adverse circumstances, such as disappointment, conflict, hard times, and failure, or even experience growth, positive events, and increased responsibility [<xref ref-type="bibr" rid="ref-15">15</xref>,<xref ref-type="bibr" rid="ref-16">16</xref>]. Some studies have shown that resilience works as a protective factor against fatigue [<xref ref-type="bibr" rid="ref-17">17</xref>,<xref ref-type="bibr" rid="ref-18">18</xref>]. Unfortunately, previous research has been limited by mainly focusing on one or two types of fatigue. For instance, Qiu et al. [<xref ref-type="bibr" rid="ref-14">14</xref>] found that resilience has negative effect on physical and mental fatigue among Chinese doctors. Alsharif [<xref ref-type="bibr" rid="ref-19">19</xref>] found that nurses with low resilience were more likely to experience high emotional fatigue. In Jeon et al.&#x2019;s [<xref ref-type="bibr" rid="ref-17">17</xref>] research, resilience was found to be a significant negative predictor of physical fatigue.</p>
<p>However, unlike burnout, which usually applies on the psychological level, the fatigue that we focus on is a multidimensional condition with emotional, physical, and mental component. As nurses often work shifts and long hours, cope with the social competitions and take social responsibility, physical fatigue and mental fatigue are prevalent among nurses [<xref ref-type="bibr" rid="ref-20">20</xref>]. During the COVID-19 epidemic, nurses are in short supply, and they must take high workload, which lead to high physical fatigue. Additionally, traumatic events such as the death of patients and even their family and friends, that make nurses are more likely to experience mental and emotional fatigues. Given the special job characteristics of nurses, fatigue they experienced came from multiple aspects. Besides consistently exposed to physical and mental demands, they constantly experienced helplessness and anger in response to the stress they feel watching patients go through devastating illnesses or trauma [<xref ref-type="bibr" rid="ref-2">2</xref>], it is likely that physical fatigue, mental fatigue, and emotional fatigue dimensions are all present, and should be taken into account simultaneously [<xref ref-type="bibr" rid="ref-21">21</xref>]. As very little research has sought to integrate these three dimensions of fatigue, this represents a significant gap in our understanding of how resilience can reduce nurses&#x2019; physical, mental, and emotional fatigue.</p>
<p>Resilience is key to enhancing nursing quality and sustainability of medical and health institutions. Yet ways of identifying and improving resilience have been difficult and complex [<xref ref-type="bibr" rid="ref-16">16</xref>]. In recent decades, research on resilience has focused on personal attributes or strengths that assist individuals in surviving adverse events [<xref ref-type="bibr" rid="ref-22">22</xref>]. Recently, scholars have paid more attention to the substantial contribution of support systems, which play a critical role in helping individuals resist pressures and prosper in harsh conditions [<xref ref-type="bibr" rid="ref-16">16</xref>,<xref ref-type="bibr" rid="ref-23">23</xref>]. That is to say, these resilient attributes can be developed by supportive environments [<xref ref-type="bibr" rid="ref-22">22</xref>].</p>
<p>According to Eisenberger et al. [<xref ref-type="bibr" rid="ref-24">24</xref>], perceived organizational support (POS) is the employees&#x2019; belief concerning the extent to which the organization values their contributions, cares about their well-being, and fulfills their socio-emotional needs. As an indicator of the availability of organizational support, POS reflects how much an organization appreciates its employees [<xref ref-type="bibr" rid="ref-25">25</xref>], which usually causes positive work and mental health outcomes [<xref ref-type="bibr" rid="ref-14">14</xref>,<xref ref-type="bibr" rid="ref-26">26</xref>,<xref ref-type="bibr" rid="ref-27">27</xref>]. One study on Chinese doctors found that POS has negative effect on physical and mental fatigue [<xref ref-type="bibr" rid="ref-14">14</xref>]. Another study in Korea showed that organizational support had a significant negative effect on the perceived fatigue of seafarers [<xref ref-type="bibr" rid="ref-28">28</xref>]. Moreover, Allen [<xref ref-type="bibr" rid="ref-29">29</xref>] shown that organizational support was one of the most significant factors in emotional fatigue among child welfare workers. Given that it is an external resource, the protective effect of POS against fatigue is inevitably influenced by some other internal factors. However, integrated research that explains the mechanism of how and why the positive resources affect fatigue is still limited.</p>
<p>The Conservation of resources (COR) theory, proposed by Hobfoll [<xref ref-type="bibr" rid="ref-30">30</xref>], indicates that job resources (both internal and external resources), when readily available, can only accumulate and therefore lead to positive outcomes. That is to say, as an external coping resource in workplaces, organizational support acts can lead to accumulation of personal internal resources such as resilience, which in turn results in positive outcomes such as less fatigue [<xref ref-type="bibr" rid="ref-31">31</xref>]. In a survey research operated by Liu et al. [<xref ref-type="bibr" rid="ref-32">32</xref>], resilience was found to mediate the association between POS and depression among correctional officers, and the same finding was obtained by Liu et al. [<xref ref-type="bibr" rid="ref-33">33</xref>]. Moreover, resilience was found to be a mediator of the relationship between POS and anxious among underground coal miners [<xref ref-type="bibr" rid="ref-33">33</xref>]. Other research indicated that resilience could partially mediate the association of effort&#x2013;reward imbalance with fatigue in Chinese nurses [<xref ref-type="bibr" rid="ref-34">34</xref>]. However, whether resilience mediates the relationship between POS and fatigue has not been tested among Chinese nurses. It is important to examine the positive effects of POS and resilience to develop specific preventions for physical, mental, and emotional fatigue.</p>
<p>From the above discussion, this study hypothesizes as follows:</p>
<p>H1: POS is negatively related to physical, mental, and emotional fatigue.</p>
<p>H2: POS is positively associated with resilience.</p>
<p>H3: Resilience has negative effects on physical, mental, and emotional fatigue.</p>
<p>H4: Resilience mediates the relationship between POS and physical, mental, and emotional fatigue.</p>
<p>The hypothesized model for the study is shown in <xref ref-type="fig" rid="fig-1">Fig. 1</xref>.</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>Overall conceptual framework</title>
</caption><graphic mimetype="image" mime-subtype="png" xlink:href="fig-1.png"/>
</fig>
</sec>
<sec id="s3">
<label>3</label>
<title>Methods</title>
<sec id="s3_1">
<label>3.1</label>
<title>Design and Data Collection</title>
<p>Based on quantitative design and investigation, this study adopted a random and convenience sampling design. Data collection was conducted from March to April 2020, during the COVID-19 pandemic, in Hebei Province, China. All participants were clinical nurses who were randomly selected from morning, evening, and night shifts.</p>
<p>The second author distributed questionnaires in person to these nurses in the duration of March and April 2020. After the researcher introduced the purpose, risks, and benefits of this study, the participants expressed verbal informed consent that the participation was of their own free will and did not collect personally identifiable information. With the permission of the head nurse, all participants completed the questionnaire during their working hours. Respondents were acquainted with the fact that the purpose of the survey was to have better understanding of the nurses. Dedicated letterboxes will be set up in each unit to collect completed questionnaires. At last, the filled questionnaires were collected by the second author.</p>
<p>The remaining 476 valid questionnaires were employed in the study after eliminating 74 invalid questionnaires. Of all the nurses in the survey, 93.9% were female, 88.2% were of young (less than 40 years old), 80.1% had a college education (bachelor&#x2019;s degree or higher), and 89.1% had less than 20 years of work experience. Notably, 68.3% of the participants had some of their colleagues go to Hubei Province (which was the first to have COVID-19 cases and had the most reported cases in the entire country) to assist in the fight against the pandemic.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Measures</title>
<p>Following Liu et al. [<xref ref-type="bibr" rid="ref-34">34</xref>] research, the Survey of Perceived Organizational Support created by Eisenberger et al. [<xref ref-type="bibr" rid="ref-24">24</xref>] was administered to measure nurses&#x2019; POS. The Chinese version of this scale was developed and verified by Ling et al. [<xref ref-type="bibr" rid="ref-35">35</xref>]; it consists of 8 items (e.g., &#x201C;Your organization cares about your well-being&#x201D;) scored on a five-point scale, range from 1 &#x003D; strongly disagree to 5 &#x003D; strongly agree, with higher scores indicating a higher level of nurse&#x2019;s POS. In previous research among different kinds of Chinese clinical groups, the scale has satisfactory reliability and validity all the time [<xref ref-type="bibr" rid="ref-14">14</xref>,<xref ref-type="bibr" rid="ref-34">34</xref>]. For this study, the Cronbach&#x2019;s &#x03B1; was 0.904.</p>
<p>Yu et al. [<xref ref-type="bibr" rid="ref-36">36</xref>] developed the Chinese version of the Connor-Davidson Resilience Scale (CD-RISC), which was conducted to measure nurse&#x2019;s resilience. The scale consists of 25 items (e.g., &#x201C;Can handle unpleasant feelings&#x201D;, &#x201C;Able to adapt to change&#x201D; and &#x201C;You can achieve your goals&#x201D;), and uses a five-point ranging scale (1 &#x003D; not true at all, 5 &#x003D; true nearly all of the time), with higher scores reflecting greater nurse&#x2019;s resilience. This scale has been widely applied in Chinese studies and has good reliability and validity [<xref ref-type="bibr" rid="ref-14">14</xref>,<xref ref-type="bibr" rid="ref-34">34</xref>,<xref ref-type="bibr" rid="ref-36">36</xref>]. In the research, the CD-RISC also has shown good reliability with Cronbach&#x2019;s &#x03B1; was 0.931.</p>
<p>Frone et al. [<xref ref-type="bibr" rid="ref-37">37</xref>] formulated the Three-Dimensional Work Fatigue Inventory (3D-WFI) to assess fatigue, and Chu et al. [<xref ref-type="bibr" rid="ref-38">38</xref>] translated and validated the Chinese version, which was consist of 18 items with 3 dimensions: mental fatigue (e.g., &#x201C;Feel mentally exhausted at the end of the workday&#x201D;), physical fatigue (e.g., &#x201C;Feel physically drained at the end of the workday&#x201D;), and emotional fatigue (e.g., &#x201C;Have difficulty showing and dealing with emotions at the end of the workday&#x201D;). For each item, the participants were asked to choose the rating that most accurately reflected how often they experienced that aspect of fatigue from (1) never to (5) every day. Higher scores indicated higher levels of fatigue. The Cronbach&#x2019;s &#x03B1; for mental fatigue, physical fatigue, and emotional fatigue in this study was 0.959, 0.932, and 0.953, respectively.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Data Analysis</title>
<p>Mplus 7.4 statistical software was utilized for data analysis. We initially obtained the means, standard deviations, and correlation values among these variables. Subsequently, we selected structural equation modeling to examine the hypothesized model. The two-step analytical strategy [<xref ref-type="bibr" rid="ref-39">39</xref>] was adopted to test the mediation effect. Firstly, the confirmatory factor analysis (CFA) was conducted to test the measurement model. Secondly, we used maximum likelihood estimation to test the structural model. Bootstrap analysis was used to test the mediating effect of resilience with 2,000 iterations.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Results</title>
<sec id="s4_1">
<label>4.1</label>
<title>Preliminary Analyses</title>
<p><xref ref-type="table" rid="table-1">Tab. 1</xref> provides the means (M), standard deviations (SD), and correlation coefficients for and among all variables. The results of correlation analysis indicated that none of the demographic variables except gender and marriage status were correlated with dependent variables. In contrast, there were significant correlations between independent variables and dependent variables. Specifically, POS was positively correlated with resilience (<italic>r</italic> &#x003D; 0.384, <italic>P</italic> &#x003C; 0.01) but negatively correlated with mental fatigue (<italic>r</italic> &#x003D; &#x2212;0.359, <italic>P</italic> &#x003C; 0.01), physical fatigue (<italic>r</italic> &#x003D; &#x2212;0.396, <italic>P</italic> &#x003C; 0.01), and emotional fatigue (<italic>r</italic> &#x003D; &#x2212;0.409, <italic>P</italic> &#x003C; 0.01). In addition, resilience had a negative relationship with mental fatigue (<italic>r</italic> &#x003D; &#x2212;0.372, <italic>P</italic> &#x003C; 0.01), physical fatigue (<italic>r</italic> &#x003D; &#x2212;0.424, <italic>P</italic> &#x003C; 0.01), and emotional fatigue (<italic>r</italic> &#x003D; &#x2212;0.436, <italic>P</italic> &#x003C; 0.01).</p>
<table-wrap id="table-1">
<label>Table 1</label>
<caption>
<title>Means, standard deviations, and correlations</title>
</caption>
<table>
<colgroup>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th></th>
<th>Mean</th>
<th>SD</th>
<th>1</th>
<th>2</th>
<th>3</th>
<th>4</th>
<th>5</th>
</tr>
</thead>
<tbody>
<tr>
<td>1. Resilience</td>
<td>3.62</td>
<td>0.55</td>
<td>1</td>
<td></td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td>2. Mental fatigue</td>
<td>3.58</td>
<td>1.09</td>
<td>&#x2013;0.372&#x002A;&#x002A;</td>
<td>1</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td>3. Physical fatigue</td>
<td>3.19</td>
<td>1.24</td>
<td>&#x2013;0.424&#x002A;&#x002A;</td>
<td>0.870&#x002A;&#x002A;</td>
<td>1</td>
<td></td>
<td></td>
</tr>
<tr>
<td>4. Emotional fatigue</td>
<td>2.78</td>
<td>1.20</td>
<td>&#x2013;0.436&#x002A;&#x002A;</td>
<td>0.741&#x002A;&#x002A;</td>
<td>0.862&#x002A;&#x002A;</td>
<td>1</td>
<td></td>
</tr>
<tr>
<td>5. Perceived organizational support</td>
<td>3.57</td>
<td>0.61</td>
<td>0.384&#x002A;&#x002A;</td>
<td>&#x2013;0.359&#x002A;&#x002A;</td>
<td>&#x2013;0.396&#x002A;&#x002A;</td>
<td>&#x2013;0.409&#x002A;&#x002A;</td>
<td>1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-1fn1" fn-type="other">
<p>Note: &#x002A;&#x002A;Correlation is significant at the 0.01 level (2-tailed); &#x002A;Correlation is significant at the 0.05 level (2-tailed).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Measurement Model</title>
<p>From the data in <xref ref-type="table" rid="table-2">Tab. 2</xref>, results of CFA indicated that the proposed model, which comprised five latent constructs of resilience, mental fatigue, physical fatigue, emotional fatigue, and POS (Model 1) had an excellent fit to the data, <italic>&#x03C7;</italic><sup>2</sup>/df &#x003D; 2.96, <italic>P</italic> &#x003C; 0.000; TLI &#x003D; 0.901, CFI &#x003D; 0.907, RMSEA &#x003D; 0.06, SRMR &#x003D; 0.046, and the lowest values for AIC and BIC exhibited the greatest fit of the Model 1(AIC &#x003D; 44950.923, BIC &#x003D; 45554.909). To mitigate common method bias concerns, we then compared the hypothesized measurement model with a three-factor model (Alternative Model 1), in which mental fatigue, physical fatigue, and emotional fatigue were combined into one factor. The two-factor model (Alternative Model 2), in which resilience and POS were collapsed into one factor and all the dependent variables (mental fatigue, physical fatigue, and emotional fatigue) were collapsed into another factor was tested, as well as a one-factor model (Alternative Model 3) with each indicator loaded on a single factor was tested as another alternative measurement model. All the alternative models had poorer fit than the proposed measurement model (Model 1) to the data.</p>
<table-wrap id="table-2">
<label>Table 2</label>
<caption>
<title>Fit statistics and indices for different models</title>
</caption>
<table>
<colgroup>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Model</th>
<th>Description</th>
<th><italic>&#x03C7;</italic><sup><italic>2</italic></sup></th>
<th><italic>&#x03C7;</italic><sup><italic>2</italic></sup><italic>/df</italic></th>
<th><italic>AIC</italic></th>
<th><italic>BIC</italic></th>
<th><italic>TLI</italic></th>
<th><italic>CFI</italic></th>
<th><italic>SRMR</italic></th>
<th><italic>RMSEA</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td>Model 1</td>
<td>5 factors: resilience, mental fatigue, physical fatigue, emotional fatigue, and perceived organizational support</td>
<td>2512.80&#x002A;&#x002A;&#x002A;</td>
<td>2.69</td>
<td>44950.923</td>
<td>45554.909</td>
<td>0.901</td>
<td>0.907</td>
<td>0.046</td>
<td>0.060</td>
</tr>
<tr>
<td>Alternative Model 1</td>
<td>3 factors: resilience, perceived organizational support, and all the outcome variables combined into one factor</td>
<td>3306.92&#x002A;&#x002A;&#x002A;</td>
<td>3.51</td>
<td>45731.046</td>
<td>46305.873</td>
<td>0.853</td>
<td>0.861</td>
<td>0.050</td>
<td>0.073</td>
</tr>
<tr>
<td>Alternative Model 2</td>
<td>2 factors: causal variables (resilience and perceived organizational support) and outcome variables (mental fatigue, physical fatigue, and emotional fatigue)</td>
<td>4933.64&#x002A;&#x002A;&#x002A;</td>
<td>5.23</td>
<td>47353.770</td>
<td>47920.266</td>
<td>0.753</td>
<td>0.765</td>
<td>0.089</td>
<td>0.094</td>
</tr>
<tr>
<td>Alternative Model 3</td>
<td>1 factor: all items loading on the same factor</td>
<td>7777.38&#x002A;&#x002A;&#x002A;</td>
<td>8.23</td>
<td>50195.508</td>
<td>507.57.839</td>
<td>0.578</td>
<td>0.597</td>
<td>0.147</td>
<td>0.123</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-2fn1" fn-type="other">
<p>Note: &#x002A;&#x002A;&#x002A; <italic>P</italic> &#x003C; 0.000; AIC: Akaike information criterion; BIC: Bayesian information criterion; TLI: Tucker-Lewis Index; CFI: Comparative Fix Index; SRMR: Standardized Root Mean Square Residual; RMSEA: Root Mean Square Error of Approximation.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Additionally, the results in <xref ref-type="table" rid="table-3">Tab. 3</xref> showed that the construct reliabilities (CR) ranged from 0.904 to 0.960, the average variance extracted (AVE) ranged from 0.421 to 0.800, and all scale items had substantial loading on their designated constructs. According to Gerbing et al. [<xref ref-type="bibr" rid="ref-40">40</xref>], CR should exceed 0.70, and AVE should exceed 0.40. The results in this study exceed the recommended value and supported the verification for convergent validity. Besides, the AVE value was higher than the square of correlation coefficient with other constructs showing satisfactory of discriminant validity.</p>
<table-wrap id="table-3">
<label>Table 3</label>
<caption>
<title>Convergent and discriminant analysis</title>
</caption>
<table>
<colgroup>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th></th>
<th>AVE</th>
<th>CR</th>
<th>1</th>
<th>2</th>
<th>3</th>
<th>4</th>
</tr>
</thead>
<tbody>
<tr>
<td>1. Perceived organizational support</td>
<td>0.545</td>
<td>0.904</td>
<td></td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td>2. Resilience</td>
<td>0.421</td>
<td>0.932</td>
<td>0.15</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr>
<td>3. Mental fatigue</td>
<td>0.705</td>
<td>0.935</td>
<td>0.13</td>
<td>0.14</td>
<td></td>
<td></td>
</tr>
<tr>
<td>4. Physical fatigue</td>
<td>0.800</td>
<td>0.960</td>
<td>0.16</td>
<td>0.18</td>
<td>0.76</td>
<td></td>
</tr>
<tr>
<td>5. Emotional fatigue</td>
<td>0.777</td>
<td>0.954</td>
<td>0.17</td>
<td>0.19</td>
<td>0.55</td>
<td>0.74</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-3fn1" fn-type="other">
<p>Note: AVE: Average Variance Extracted; CR: Construct Reliability.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Structural Model</title>
<p>We firstly tested the direct paths from the POS to mental/physical/emotional fatigue, in the absence of resilience. The coefficients were showed to be significant. From the data in <xref ref-type="table" rid="table-4">Tab. 4</xref>, POS had a significantly negative correlation with mental (&#x03B2; &#x003D; &#x2212;0.264, <italic>P</italic> &#x003C; 0.001, 95%CI: [&#x2212;0.365, &#x2212;0.167]), physical (&#x03B2; &#x003D; &#x2212;0.283, <italic>P</italic> &#x003C; 0.001, 95%CI: [&#x2212;0.386, &#x2212;0.188]), and emotional fatigue (&#x03B2; &#x003D; &#x2212;0.285, <italic>P</italic> &#x003C; 0.001, 95%CI: [&#x2212;0.384, &#x2212;0.189]). Thus, H1 was supported. And then, a partially mediated model, with resilience as a mediator and direct paths from POS to mental/physical/emotional fatigue, showed a good fit: <italic>&#x03C7;</italic><sup>2</sup>/df &#x003D; 2.545, <italic>P</italic> &#x003C; 0.001, CFI &#x003D; 0.901, RMSEA &#x003D; 0.050, SRMR &#x003D; 0.050. H2, which posited that POS is positively associated with resilience, was also supported (&#x03B2; &#x003D; 0.411, <italic>P</italic> &#x003C; 0.001, 95%CI: [0.323,0.501]). Resilience showed a significant negative correlation with mental (&#x03B2; &#x003D; &#x2212;0.274, <italic>P</italic> &#x003C; 0.001, 95%CI: [&#x2212;0.380, &#x2212;0.165]), physical (&#x03B2; &#x003D; &#x2212;0.322, <italic>P</italic> &#x003C; 0.001, 95%CI: [&#x2212;0.425, &#x2212;0.216]), and emotional fatigue (&#x03B2; &#x003D; &#x2212;0.343, <italic>P</italic> &#x003C; 0.001, 95%CI: [&#x2212;0.425, &#x2212;0.239]). These relationships supported H3.</p>
<table-wrap id="table-4">
<label>Table 4</label>
<caption>
<title>Standardized path coefficients</title>
</caption>
<table>
<colgroup>
<col/>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr><th colspan="2">Hypothesis</th>
<th>Estimate (95%CI)</th>
<th><italic>P</italic></th>
<th>Remarks</th>
</tr>
</thead>
<tbody>
<tr>
<td rowspan="3">H1</td>
<td>perceived organizational support &#x2192; mental fatigue</td>
<td>&#x2013;0.264 (&#x2013;0.365, &#x2013;0.167)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
<tr>
<td>perceived organizational support &#x2192; physical fatigue</td>
<td>&#x2013;0.283 (&#x2013;0.386, &#x2013;0.188)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
<tr>
<td>perceived organizational support &#x2192; emotional fatigue</td>
<td>&#x2013;0.285 (&#x2013;0.384, &#x2013;0.189)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
<tr>
<td>H2</td>
<td>perceived organizational support &#x2192; resilience</td>
<td>0.411 (0.323, 0.501)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
<tr>
<td rowspan="3">H3</td>
<td>resilience &#x2192; mental fatigue</td>
<td>&#x2013;0.274 (&#x2013;0.380, &#x2013;0.165)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
<tr>
<td>resilience &#x2192; physical fatigue</td>
<td>&#x2013;0.322 (&#x2013;0.425, &#x2013;0.216)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
<tr>
<td>resilience &#x2192; emotional fatigue</td>
<td>&#x2013;0.343 (&#x2013;0.425, &#x2013;0.239)</td>
<td>&#x003C;0.001</td>
<td>Supported</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As shown in <xref ref-type="table" rid="table-5">Tab. 5</xref>, all the bootstrap bias-corrected 95%CIs excluded zero, indicating that the indirect effects of POS on mental/physical/emotional fatigue through resilience were significant. Mental fatigue (&#x03B2; &#x003D; &#x2212;0.376) was predicted directly (&#x03B2; &#x003D; &#x2212;0.264) and indirectly (&#x03B2; &#x003D; &#x2212;0.112) by POS through resilience. Physical fatigue (&#x03B2; &#x003D; &#x2212;0.415) was predicted directly (&#x03B2; &#x003D; &#x2212;0.283) and indirectly (&#x03B2; &#x003D; &#x2212;0.132) by POS through resilience. Emotional fatigue (&#x03B2; &#x003D; &#x2212;0.426) was predicted directly (&#x03B2; &#x003D; &#x2212;0.285) and indirectly (&#x03B2; &#x003D; &#x2212;0.141) by POS through resilience. Furthermore, the proportion of resilience&#x2019;s mediation was 29.8% in the total effect of POS on mental fatigue, 31.8% in the total effect of POS on physical fatigue, and 33.1% in the total effect of POS on emotional fatigue. Thus, H4 was supported.</p>
<table-wrap id="table-5">
<label>Table 5</label>
<caption>
<title>Mediating effect analysis</title>
</caption>
<table>
<colgroup>
<col/>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Path</th>
<th>Indirect effects</th>
<th>S.E.</th>
<th><italic>P</italic></th>
<th>95%CI</th>
</tr>
</thead>
<tbody>
<tr>
<td>perceived organizational support &#x2192; resilience &#x2192; mental fatigue</td>
<td>&#x2013;0.112</td>
<td>0.027</td>
<td>&#x003C;0.001</td>
<td>(&#x2013;0.172, &#x2013;0.066)</td>
</tr>
<tr>
<td>perceived organizational support &#x2192; resilience &#x2192; physical fatigue</td>
<td>&#x2013;0.132</td>
<td>0.028</td>
<td>&#x003C;0.001</td>
<td>(&#x2013;0.199, &#x2013;0.085)</td>
</tr>
<tr>
<td>perceived organizational support &#x2192; resilience &#x2192; emotional fatigue</td>
<td>&#x2013;0.141</td>
<td>0.028</td>
<td>&#x003C;0.001</td>
<td>(&#x2013;0.206, &#x2013;0.095)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Discussion</title>
<sec id="s5_1">
<label>5.1</label>
<title>Interpreting the Findings</title>
<p>Despite the considerable research attention that scholars have devoted to examining the influence factors of fatigue, existing research has primarily focused on individual or work-related factors, and finding positive resources to manage this adverse effect has been ignored. Additionally, given that there are three dimensions of fatigue (mental, physical, and emotional) and each of them reflects different aspects of nurses&#x2019; fatigue, it is crucial to test the distinctive impact of various factors on the three elements. Unfortunately, researchers have focused mainly on physical and mental fatigue, while emotional fatigue has received less attention. Drawing upon conservation of resources theory, we developed and tested an integrated model confirming the positive factors in preventing and relieving the fatigue of Chinese nurses during the COVID-19 pandemic and found that resilience could mediate the relationship between POS and mental, physical, and emotional fatigue. These findings provide critical insights for both researchers and clinical practitioners, which are discussed thoroughly as follows.</p>
<p>Consistent with previous research, our results indicated that resilience is a positive psychological resource for nurses for coping with both physical and mental fatigue [<xref ref-type="bibr" rid="ref-14">14</xref>,<xref ref-type="bibr" rid="ref-17">17</xref>]. Furthermore, we found congruent evidence to support our hypothesis, with results demonstrating that resilience has a significant negative impact on emotional fatigue. The current findings line up with R&#x00ED;squez et al. [<xref ref-type="bibr" rid="ref-41">41</xref>] and Alsharif&#x2019;s [<xref ref-type="bibr" rid="ref-19">19</xref>] results, in which nursing students who showed a higher level of resilience experienced less emotional fatigue, as well as Jin et al. [<xref ref-type="bibr" rid="ref-42">42</xref>] research, which found that resilience had a negative correlation with emotional fatigue. A possible explanation for these findings might be that when nurses have a higher level of resilience, they tend to show more emotional stability when faced with adversity in a constantly changing workplace environment [<xref ref-type="bibr" rid="ref-34">34</xref>,<xref ref-type="bibr" rid="ref-43">43</xref>,<xref ref-type="bibr" rid="ref-44">44</xref>]. Accordingly, resilience is a vital resource for alleviating all kinds of fatigue in nurses, whether it be mental, physical, or emotional fatigue.</p>
<p>As a kind of positive psychological capability, resilience can be developed through enhancing nursing knowledge and skills and practicing positive thinking [<xref ref-type="bibr" rid="ref-45">45</xref>,<xref ref-type="bibr" rid="ref-46">46</xref>]. Based on previous findings, management measures that improve nurses&#x2019; resilience should be applied in hospitals, such as resilience training [<xref ref-type="bibr" rid="ref-47">47</xref>], implementing evidence&#x2013;based resilience improvement programs [<xref ref-type="bibr" rid="ref-46">46</xref>], providing connections and work&#x2013;life balance [<xref ref-type="bibr" rid="ref-48">48</xref>], and creating a caring, healing work environment [<xref ref-type="bibr" rid="ref-22">22</xref>].</p>
<p>Besides resilience, POS is a job resource that can help Chinese nurses cope with fatigue. Specifically, we found that POS not only had a direct effect on fatigue but also indirectly helped relieve fatigue through the mediating effect of resilience. These results suggest that nurse&#x2019;s perception of the organizational support becomes integrated into his or her positive personal resources, which in turn decrease his or her all kinds of fatigue. These results match those observed in earlier empirical studies, which reported that POS was a positive coping resource for work fatigue [<xref ref-type="bibr" rid="ref-14">14</xref>,<xref ref-type="bibr" rid="ref-49">49</xref>,<xref ref-type="bibr" rid="ref-50">50</xref>]. For example, in Liu et al. research [<xref ref-type="bibr" rid="ref-49">49</xref>], organizational support had negative effects on work-related fatigue, no matter it is acute fatigue or chronic fatigue. However, unlike Liu et al. [<xref ref-type="bibr" rid="ref-34">34</xref>] and Qiu et al. [<xref ref-type="bibr" rid="ref-14">14</xref>], in which the interactions of POS and resilience decreased fatigue, the findings of our study confirmed the positive impact of POS on resilience, and then, POS reduced fatigue both directly and indirectly through resilience. Our results highlight that nurses&#x2019; resilient attributes can be developed through supportive environments (i.e., organizational support). Simultaneously, our results can be interpreted by COR theory to indicate that the availability of job resources (i.e., POS) leads to increasement of personal resources (i.e., resilience), which subsequently produce positive psychological outcomes such as alleviating of fatigue. Therefore, our results highlight that continuous attention has been paid by nursing researchers and managers to improving nurses&#x2019; POS, such as providing supportive settings, making reasonable work arrangements, giving adequate help, treating nurses fairly, affirming nurses&#x2019; contributions, and caring about their well-being [<xref ref-type="bibr" rid="ref-33">33</xref>,<xref ref-type="bibr" rid="ref-51">51</xref>,<xref ref-type="bibr" rid="ref-52">52</xref>].</p>
<p>COVID-19 epidemic has added to the uncertainty and crisis in workplace, especially for Chinses nurses, due to the nursing shortage and high workload. Not only do they have to handle physical and mental stress in work, but also deal with traumatic events, such as illness and death. They are more likely to experience fatigue than others due to the intensive work and high risk of infection. Therefore, it is urgent for nurses to seek organizational support to reduce their fatigue. This study found that organizational support can enhance nurses&#x2019; resilience, and then relieve their fatigue, which contribute both the theoretical and practical research in times of COVID-19.</p>
<p>In addition, to reduce the risk of negative psychological consequences of the COVID-19 epidemic and promote social stability, the National Health Commission of China has incorporated psychological crisis intervention into the overall deployment of disease prevention and issued more than 10 documents related to mental health [<xref ref-type="bibr" rid="ref-53">53</xref>]. Our study timely reflected the mental health and fatigue of current nurses in China. Therefore, these results provide new ideas for nursing managers in improving nurses&#x2019; resilience and reducing mental, physical, and emotional fatigue. In turn, protecting the mental health of nurse is an important part of public health measures to fight the COVID-19 epidemic.</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Limitations</title>
<p>Although the counteractive mechanism of fatigue that was derived from the positive perspective was confirmed by our data, there are still some limitations of the research. One potential limitation is that since all variables were self-reported, this survey method may suffer from the response bias of each respondent [<xref ref-type="bibr" rid="ref-54">54</xref>]. Future studies should integrate qualitative and quantitative research methods to obtain more reliable data to test the factors of fatigue. Second, all the subjects were from secondary and above hospitals in the same province, while nurses from community and rural hospitals and institutions in other provinces were not employed in this study. In the future, nurses from various types of hospitals should be studied to guarantee to the generalizability of the results. Last but not the least, although we analysed the antecedent variables of kinds of nurses&#x2019; fatigue through constructing cross-sectional study, it cannot explain the causal relationship between these variables strongly. In the future, longitudinal methods are needed to confirm the results of the present study.</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Conclusion</title>
<p>Our study demonstrated that perceived organizational support could decrease the nurses&#x2019; mental/physical/emotional fatigue through the mediating role of resilience. Hospital managers should identify effective prevention strategies to alleviate the fatigue of clinical nurses.</p>
<p>As mentioned above, because fatigue is a pervasive phenomenon in the nursing workplace that jeopardizes a nurse&#x2019;s ability to provide safe and effective care to patients, nursing supervisors should pay more attention to provide more organizational support and improve nurses&#x2019; resilience to reduce nurses&#x2019; physical, mental, and emotional fatigue. This study contributed to understanding the buffering effect of perceived organizational support and resilience on nurse fatigue.</p>
</sec>
</body>
<back>
<ack>
<p>We are grateful to the hospitals and their employees who participated in this study.</p>
</ack><fn-group>
<fn fn-type="other">
<p><bold>Funding Statement:</bold> This work was funded by the National Natural Science Foundation of China Project (71901031, 71801120, 71801017), the Social Science Program of the Beijing Municipal Education Commission Project (SM201911232006), the Development of University Connotation Scientific Research Level Promotion Project at Beijing Information Science and Technology University (2019KYNH215), and the China Postdoctoral Science Foundation (2020M680282).</p>
</fn>
<fn fn-type="conflict">
<p><bold>Conflicts of Interest:</bold> The authors declare that they have no conflicts of interest to report regarding the present study.</p>
</fn>
</fn-group>
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