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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2017.01890</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Relationship between Job Demands and Employees&#x2019; Counterproductive Work Behaviors: The Mediating Effect of Psychological Detachment and Job Anxiety</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Yang</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/432131/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Shuang</given-names></name>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/489128/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xia</surname> <given-names>Qing</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/489122/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>He</surname> <given-names>Chao</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/489124/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><institution>School of Management, China University of Mining and Technology</institution>, <addr-line>Xuzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Badri Bajaj, Jaypee Institute of Information Technology, India</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Arianna Costantini, University of Verona, Italy; Catherine S. Daus, Southern Illinois University Edwardsville, United States</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Shuang Li, <email>liprofessorcumt@126.com</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Organizational Psychology, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>10</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>1890</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>07</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>10</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Chen, Li, Xia and He.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Chen, Li, Xia and He</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) or licensor 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>This study aims to explore the relation between job demands and counterproductive work behaviors (CWBs). A cross-sectional sample of 439 coal miners completed a self-report questionnaire that assessed their job demands, psychological detachment, job anxiety, and CWBs in a Chinese context. The conceptual model, based on the stressor-detachment model, was examined using structural equation modeling. The results suggest that psychological detachment mediates not only the relation between job demands and job anxiety but also that between job demands and CWBs. Furthermore, the relation between job demands and CWBs is sequentially mediated by psychological detachment and job anxiety. Our findings validate the effectiveness of the stressor-detachment model. Moreover, we demonstrate that the underlying mechanism of the relation between job demands and CWBs can be explained by psychological detachment and job anxiety.</p>
</abstract>
<kwd-group>
<kwd>job demands</kwd>
<kwd>psychological detachment</kwd>
<kwd>job anxiety</kwd>
<kwd>counterproductive work behaviors</kwd>
<kwd>stressor-detachment model</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="129"/>
<page-count count="15"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>China is the world&#x2019;s largest producer and consumer of coal (<xref ref-type="bibr" rid="B54">International Energy Agency, 2000</xref>), and using coal as a main source energy will continue for the foreseeable future (<xref ref-type="bibr" rid="B126">Yan et al., 2011</xref>; <xref ref-type="bibr" rid="B125">Xue and Ren, 2012</xref>). Consequently, the development of China&#x2019;s national economy is influenced by the operations of coal enterprises. It has been shown that the smooth running of coal enterprises depends mainly on the coal miners&#x2019; job performance (<xref ref-type="bibr" rid="B123">Wei et al., 2015</xref>). However, coal enterprises have encountered an unavoidable problem in their day-to-day operations: coal miners&#x2019; counterproductive work behaviors (CWBs) (<xref ref-type="bibr" rid="B78">Peters and Clingan, 1989</xref>; <xref ref-type="bibr" rid="B21">Cao and Yang, 2010</xref>; <xref ref-type="bibr" rid="B63">Li et al., 2013</xref>).</p>
<p>Counterproductive work behavior has been defined as any voluntary act that violates organizational norms and, thus, harms or is intended to harm an organization or its members (<xref ref-type="bibr" rid="B87">Robinson and Bennett, 1995</xref>; <xref ref-type="bibr" rid="B110">Spector and Fox, 2005a</xref>). Scholars use different names to describe these behaviors, such as organizational misbehavior (<xref ref-type="bibr" rid="B122">Vardi and Wiener, 1996</xref>), workplace aggression (<xref ref-type="bibr" rid="B72">Neuman and Baron, 2005</xref>), antisocial behavior (<xref ref-type="bibr" rid="B88">Robinson and O&#x2019;Leary-Kelly, 1998</xref>), and workplace deviance (<xref ref-type="bibr" rid="B86">Robinson and Bennett, 1997</xref>). All of these behaviors are included in the concept of CWBs (<xref ref-type="bibr" rid="B115">Sulea et al., 2015</xref>), and these types of voluntary behaviors include such negative aspects as theft, sabotage, aggression, absenteeism, violence, insulting others, indifference, rudeness, and violating safety procedures (<xref ref-type="bibr" rid="B108">Spector, 2005</xref>; <xref ref-type="bibr" rid="B53">Hystad et al., 2014</xref>; <xref ref-type="bibr" rid="B29">Cohen, 2016</xref>). Considering the nature of these behaviors, CWBs can undoubtedly have significant negative effects on organizations and their members (<xref ref-type="bibr" rid="B16">Bowling and Eschleman, 2010</xref>; <xref ref-type="bibr" rid="B91">Rotundo and Spector, 2010</xref>). CWBs have been found to exist very widely in enterprises (<xref ref-type="bibr" rid="B6">Appelbaum et al., 2007</xref>; <xref ref-type="bibr" rid="B76">Penney et al., 2011</xref>), such as banks (<xref ref-type="bibr" rid="B4">Amazue et al., 2014</xref>; <xref ref-type="bibr" rid="B70">Nawawi et al., 2017</xref>) and hospitals (<xref ref-type="bibr" rid="B46">Grieco, 1987</xref>; <xref ref-type="bibr" rid="B1">Ahmed et al., 2013</xref>). The United States Chamber of Commerce reports that around three quarters of employees have committed theft at least once (<xref ref-type="bibr" rid="B99">Shulman, 2005</xref>). Moreover, CWBs negatively impact individuals, groups, and organizations (<xref ref-type="bibr" rid="B3">Alias et al., 2013</xref>). For example, unauthorized web surfing costs organizations an estimated &#x00A3;300 million per year in lost productivity (<xref ref-type="bibr" rid="B117">Taylor, 2007</xref>). Given these high costs, many researchers have devoted efforts to studying CWBs. The majority of previous CWB studies focused mainly on personality (<xref ref-type="bibr" rid="B74">O&#x2019;Neill and Hastings, 2011</xref>), social culture (<xref ref-type="bibr" rid="B127">Zhang et al., 2015</xref>), and job stressors (<xref ref-type="bibr" rid="B129">Zhou et al., 2014</xref>). However, very few empirical studies have adopted the perspective of recovery.</p>
<p>Recovery is an effective way to avoid stress; it is usually defined as the process during which an individual&#x2019;s functioning returns to its prestressor level and in which strain is reduced (<xref ref-type="bibr" rid="B59">Kinnunen et al., 2011</xref>). Through recovery, an individual&#x2019;s resources are replenished (<xref ref-type="bibr" rid="B66">Meijman and Mulder, 1998</xref>; <xref ref-type="bibr" rid="B118">Trougakos and Hideg, 2009</xref>). However, if their recovery is incomplete, individuals must devote more effort to their work to ensure tasks are completed on time, which may, in turn, cause strain. If this situation continues, health problems and sickness absence will occur (<xref ref-type="bibr" rid="B66">Meijman and Mulder, 1998</xref>). As a main recovery strategy, psychological detachment could help to avoid further consuming employees&#x2019; resources and provides opportunities for their replenishment (<xref ref-type="bibr" rid="B42">Germeys and De Gieter, 2016</xref>).</p>
<p>Accordingly, <xref ref-type="bibr" rid="B106">Sonnentag and Fritz (2015)</xref> has proposed the stressor-detachment model to reveal the mechanism between stressor and strain reactions and subsequent performance. In the original stressor-detachment model, the effect of job stressors on strain is moderated and/or mediated by psychological detachment, and strain can lead to changes in job performance (<xref ref-type="bibr" rid="B101">Sonnentag, 2011</xref>; <xref ref-type="bibr" rid="B106">Sonnentag and Fritz, 2015</xref>). Although numerous studies have been conducted based on this model, most explore the connections between occupational stressors, psychological detachment, and strain reaction, such as fatigue (<xref ref-type="bibr" rid="B101">Sonnentag, 2011</xref>), well-being (<xref ref-type="bibr" rid="B40">Fritz et al., 2010b</xref>) and sleep (<xref ref-type="bibr" rid="B104">Sonnentag et al., 2008</xref>; <xref ref-type="bibr" rid="B77">Pereira and Elfering, 2014</xref>). Far less research has considered the connections between stressors, psychological detachment, negative affect, and job performance. Previous studies emphasize the moderating effect of psychological detachment, and most suggest that this is not significant (<xref ref-type="bibr" rid="B92">Safstrom and Hartig, 2013</xref>; <xref ref-type="bibr" rid="B32">DeArmond et al., 2014</xref>). To date, few studies have examined the mediating effect of psychological detachment (<xref ref-type="bibr" rid="B42">Germeys and De Gieter, 2016</xref>).</p>
<p>To fill this gap, the present study examines the mediating effect of psychological detachment on the relation between job stressor (i.e., job demands) and negative affect (i.e., job anxiety). Moreover, we also test their influence on subsequent performance (i.e., CWBs).</p>
</sec>
<sec><title>Literature Review and Hypotheses</title>
<sec><title>Job Demands and Employees&#x2019; CWBs</title>
<p>Job demands refer to factors of a job that require continuous physical and/or psychological effort or skills and consume certain physiological and/or psychological costs (<xref ref-type="bibr" rid="B9">Bakker and Demerouti, 2007</xref>). Three job demands have received particular focus in prior research: high workload (<xref ref-type="bibr" rid="B10">Bakker et al., 2004</xref>, <xref ref-type="bibr" rid="B12">2010</xref>; <xref ref-type="bibr" rid="B56">Jourdain and Ch&#x00EA;nevert, 2007</xref>; <xref ref-type="bibr" rid="B79">Petitta and Vecchione, 2011</xref>; <xref ref-type="bibr" rid="B98">Schmidt and Diestel, 2013</xref>; <xref ref-type="bibr" rid="B120">van Doorn and H&#x00FC;lsheger, 2015</xref>), time pressure (<xref ref-type="bibr" rid="B85">Rijk et al., 1998</xref>; <xref ref-type="bibr" rid="B119">van der Doef et al., 2000</xref>), and work-family conflict (<xref ref-type="bibr" rid="B10">Bakker et al., 2004</xref>, <xref ref-type="bibr" rid="B11">2008</xref>; <xref ref-type="bibr" rid="B34">Demerouti et al., 2004</xref>; <xref ref-type="bibr" rid="B56">Jourdain and Ch&#x00EA;nevert, 2007</xref>). All three influence employee performance. Focusing specifically on the work characteristics of coal miners, such as three shifts per day, hard manual work, and no vacations or weekends, many will perceive the workload to be high; as coal miners lose wages if they complete tasks after the prescribed deadline, they are likely to feel time pressure; furthermore, with their workplace located in a remote region, and no vacations or weekends, coal miners may have little opportunity to fulfill their family responsibilities, and so may perceive that work interferes with their family life. Thus, we focus specifically on workload, time pressure, and work-family conflict.</p>
<p>As mentioned earlier, as job demands increase, workers&#x2019; physiological and/or psychological resources are increasingly drained. This will cause negative work outcomes if enough requisite resources of individuals are not available (<xref ref-type="bibr" rid="B33">Demerouti et al., 2001</xref>). Many empirical studies have confirmed the existence of this relationship: for example, <xref ref-type="bibr" rid="B97">Schaufeli et al.&#x2019;s (2002)</xref> study suggests that job demands could cause job burnout. <xref ref-type="bibr" rid="B24">Ceschi et al. (2016)</xref> also found that job demands cause CWBs through emotional exhaustion. Under circumstances of high job demands, the constant consumption of employees&#x2019; resources leaves them unable to cope with these demands. Consequently, task difficulty increases and work enthusiasm declines, increasing the likelihood of absenteeism and absence (<xref ref-type="bibr" rid="B49">Hakanen et al., 2006</xref>; <xref ref-type="bibr" rid="B124">Xanthopoulou et al., 2007</xref>). For example, <xref ref-type="bibr" rid="B26">Chen and Spector&#x2019;s (1992)</xref> study confirmed that job demands (e.g., role conflict, role ambiguity, workload, and interpersonal conflict) were positively related to employees&#x2019; CWBs (e.g., workplace aggressive behaviors, theft, and waste behaviors).</p>
<p>The conservation of resources (COR) theory posits that all individuals tend to gain and maintain valuable resources. When such resources are threatened, lost, or insufficiently returned to cover the resources invested (<xref ref-type="bibr" rid="B51">Hobfoll, 1989</xref>), individuals may withdraw their efforts to conserve resources (<xref ref-type="bibr" rid="B50">Halbesleben and Bowler, 2007</xref>; <xref ref-type="bibr" rid="B73">Ng and Feldman, 2012</xref>; <xref ref-type="bibr" rid="B58">Kiazad et al., 2014</xref>). In line with this, as high job demands constantly consume employees&#x2019; resources (<xref ref-type="bibr" rid="B9">Bakker and Demerouti, 2007</xref>), they will reduce efforts to restore loss or obtain new resources, which will cause CWBs, such as sabotage or absenteeism (<xref ref-type="bibr" rid="B57">Kanten and Ulker, 2013</xref>; <xref ref-type="bibr" rid="B4">Amazue et al., 2014</xref>). Therefore, we propose that:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H1: Job demands (workload, time pressure, and work-family conflict) are positively related to CWBs.</p></list-item></list>
</sec>
<sec><title>Mediating Role of Job Anxiety</title>
<p>Job anxiety is an emotional response to uncertainty, vague fear, insecurity, and worry as regards one or several constituents of a particular job (<xref ref-type="bibr" rid="B113">Srivastava, 1985</xref>; <xref ref-type="bibr" rid="B61">Lazarus, 1991</xref>). Research shows that job stressors are a barrier to achieving individual goals (<xref ref-type="bibr" rid="B47">Hacker, 2003</xref>), making the individual prone to anxiety (<xref ref-type="bibr" rid="B100">Skinner and Brewer, 2002</xref>). As a form of job stressor, job demands are likely to provoke fear of failing to achieve organizational goals, therefore leading to anxiety. This is because high job demands require employees to devote more efforts to sustain an expected performance level (<xref ref-type="bibr" rid="B49">Hakanen et al., 2006</xref>). Under high job demands (e.g., workload, time pressure and work-family conflict), employees&#x2019; physical strength and energy are consumed (<xref ref-type="bibr" rid="B33">Demerouti et al., 2001</xref>), potentially causing them to feel that the job exceeds their capabilities (<xref ref-type="bibr" rid="B48">Hakanen et al., 2005</xref>), which could lead to low job control (<xref ref-type="bibr" rid="B75">Parker, 1998</xref>). Hence, as employees feel uncertain and worried over whether they can complete tasks and successfully achieve goals, anxiety eventually emerges. Accordingly, we hypothesize:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H2: Job demands (workload, time pressure, and work-family conflict) are positively related to job anxiety.</p></list-item></list>
<p>Previous research on CWBs has confirmed that job anxiety influences these behaviors. For example, based on a study of 288 patients with chronic mental disorders, <xref ref-type="bibr" rid="B69">Muschalla and Linden (2014)</xref> found that job anxiety causes employee absenteeism. Moreover, research suggests that individuals with high job anxiety always feel dissatisfaction with their job (<xref ref-type="bibr" rid="B19">B&#x00FC;cker et al., 2014</xref>), and employees may seek to reduce job dissatisfaction by engaging in CWBs (<xref ref-type="bibr" rid="B45">Greenidge et al., 2014</xref>; <xref ref-type="bibr" rid="B128">Zhang and Deng, 2016</xref>). In addition, job anxiety could lead to decreased conscientiousness (<xref ref-type="bibr" rid="B18">Bruce and Lynch, 2011</xref>), and low conscientiousness is a predictor of employees&#x2019; CWBs, such as absenteeism and dishonesty (<xref ref-type="bibr" rid="B94">Salgado et al., 2013</xref>). Therefore, we hypothesize:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H3: Job anxiety is positively related to employees&#x2019; CWBs.</p></list-item></list>
<p>The stressor-emotion model posits that emotions may mediate the relation between stressors and CWBs. When individuals are exposed to a job stressor, they may feel stress, which has the potential to induce a range of negative emotions. To reduce negative emotions, employees are more prone to engage in CWBs to counter job stressors (<xref ref-type="bibr" rid="B111">Spector and Fox, 2005b</xref>). In accordance with this view, job anxiety (a form of negative emotion) (<xref ref-type="bibr" rid="B13">Balducci et al., 2012</xref>) may mediate the relationship between job demands and CWBs. This is because job demands are the stressor (<xref ref-type="bibr" rid="B10">Bakker et al., 2004</xref>) which may hinder achievement of the individual goals (<xref ref-type="bibr" rid="B47">Hacker, 2003</xref>). Under the stress of job demands, employees fear about failure to achieve work goals, therefore leading to job anxiety (<xref ref-type="bibr" rid="B100">Skinner and Brewer, 2002</xref>), and employees may seek to reduce job anxiety by engaging in CWBs (<xref ref-type="bibr" rid="B69">Muschalla and Linden, 2014</xref>). Combining theoretical arguments with hypotheses H1 to H3, job anxiety may be assumed to play a mediator role in the relation between job demands and CWBs. Therefore, we hypothesize:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H4: Job anxiety mediates the relation between job demands and employees&#x2019; CWBs.</p></list-item></list>
</sec>
<sec><title>Psychological Detachment as a Mediator</title>
<p>Psychological detachment refers to individuals not engaging in job-related activities and mentally disengaging themselves from job-related thoughts and worries during off-work time. In short, it is the experience of leaving one&#x2019;s work behind during non-work time (<xref ref-type="bibr" rid="B105">Sonnentag and Fritz, 2007</xref>). Numerous studies have demonstrated that the factors related to work, especially its stressors, have a great effect on psychological detachment (<xref ref-type="bibr" rid="B107">Sonnentag et al., 2010</xref>; <xref ref-type="bibr" rid="B59">Kinnunen et al., 2011</xref>). For example, <xref ref-type="bibr" rid="B92">Safstrom and Hartig (2013)</xref> provided evidence for the existence of this relationship. In their study, taking 173 university students who participated in challenging programs of advanced professional studies, high job demands were found to hinder psychological detachment. High job demands (e.g., workload and time pressure) lead to low psychological detachment. On the one hand, this may be explained by high workload and time pressure causing prolonged activation, which, in turn, inhibits mental disconnect from work-related issues (<xref ref-type="bibr" rid="B17">Brosschot et al., 2006</xref>). On the other hand, employees may need to continue working during off-job time and/or might anticipate in the evening that their workload will also be high the following day, which makes psychological detachment more difficult (<xref ref-type="bibr" rid="B102">Sonnentag, 2012</xref>). Thus, we propose that:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H5: Job demands are negatively related to psychological detachment.</p></list-item></list>
<p>Psychological detachment might affect employees&#x2019; CWBs. This is because psychological detachment during off-work time could help employees to recover from job stressors and recover resources (e.g., energy and physical strength) (<xref ref-type="bibr" rid="B40">Fritz et al., 2010b</xref>). Moreover, according to COR theory, when an individual&#x2019;s resources are replenished, psychological strain is reduced and he/she is less likely to engage in CWBs (<xref ref-type="bibr" rid="B76">Penney et al., 2011</xref>). In addition, it is helpful for employees to show work engagement, when they get the resources are needed at work (<xref ref-type="bibr" rid="B60">K&#x00FC;hnel et al., 2009</xref>). And work engagement has been found to be negatively related to employees&#x2019; CWBs (<xref ref-type="bibr" rid="B7">Ariani, 2013</xref>). Accordingly, we hypothesize:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H6: Psychological detachment is negatively related to employees&#x2019; CWBs.</p></list-item></list>
<p>According to the stressor-detachment model, psychological detachment mediates the relation between job stressors and strains. Stressors can elicit strain reactions, which include physiological responses, psychological reactions, and negative behaviors (e.g., argument with a co-worker). If employees detach from work during off-work time, the effects of job stressors on employees are greatly diminished (<xref ref-type="bibr" rid="B106">Sonnentag and Fritz, 2015</xref>). Given that high job demands lead to strain reactions from employees, such as CWBs, if they are able to psychologically detach from the job outside work, the demands no longer consume their resources, which would help to reduce CWBs (<xref ref-type="bibr" rid="B31">de Jonge and Peeters, 2009</xref>). Combining theoretical arguments with hypotheses H1, H5, and H6, psychological detachment can be assumed to play a mediator role in the relation between job demands and CWBs. Therefore, we hypothesize:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H7: The relation between job demands and employees&#x2019; CWBs is mediated by psychological detachment.</p></list-item></list>
<p>Some studies argue that psychological detachment is related to job anxiety (<xref ref-type="bibr" rid="B68">Moreno-Jim&#x00E9;nez et al., 2012</xref>; <xref ref-type="bibr" rid="B67">Moreno-Jim&#x00E9;nez and Herrer, 2013</xref>). This is because psychological detachment has been shown to reduce employees&#x2019; worry (<xref ref-type="bibr" rid="B106">Sonnentag and Fritz, 2015</xref>), which will, in turn, reduce the possibility of anxiety (<xref ref-type="bibr" rid="B113">Srivastava, 1985</xref>). In addition, it is easier for employees who are psychologically detached from work to shift from a work role into a non-work role during downtime (<xref ref-type="bibr" rid="B8">Ashforth et al., 2000</xref>), thus avoiding the job anxiety caused by role conflict (<xref ref-type="bibr" rid="B43">Gomez, 2014</xref>). <xref ref-type="bibr" rid="B38">Flaxman et al. (2012)</xref> confirmed that psychological detachment has a negative effect on job anxiety, based on a study of 77 academic employees in the United Kingdom. In addition, while job demands drain an individual&#x2019;s resources (e.g., energy and physical strength), psychological detachment could remove the negative effects of job demands on the individual. Removing the mental influence of job demands from the individual can enable resources depleted during work to be rebuilt (<xref ref-type="bibr" rid="B60">K&#x00FC;hnel et al., 2009</xref>), which may improve job control and, consequently, decrease job anxiety (<xref ref-type="bibr" rid="B15">Battams et al., 2014</xref>). Combining theoretical arguments with hypotheses H2 and H5, we hypothesize:</p>
<list list-type="simple" prefix-word="simple">
<list-item><p>H8: Psychological detachment is negatively related to job anxiety.</p></list-item>
<list-item><p>H9: Psychological detachment mediates the relation between job demands and job anxiety.</p></list-item></list>
<p>Based on the stressor-detachment model and previous research, we develop a multivariate model to examine our hypotheses, especially the proposed mediating effect of psychological detachment and job anxiety on the relation between job demands and CWBs. The conceptual model we propose in the present study is depicted in <bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Hypothetical model (based on the stressor-detachment model).</p></caption>
<graphic xlink:href="fpsyg-08-01890-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Participants and Procedures</title>
<sec><title>Participants</title>
<p>The study&#x2019;s participants are full-time coal miners from three large state-owned coal mines in northern China. The data were collected via paper-and-pencil questionnaires. In total, 540 questionnaires were issued and 487 were returned (90.2% response rate). Questionnaires less than 50% completed and those that contained illegible responses were removed (48 responses). Following these exclusions, 439 valid questionnaires remained (81.3% valid response rate).</p>
<p>Due to the nature and uniqueness of the industry, most coal company workers are men; thus, 90% of the valid respondents were men. The age groups were as follows: 12.3% aged under 25, 45.1% aged 26&#x2013;35, 26.9% aged 36&#x2013;45, 15.3% aged 46&#x2013;55 years, and 0.5% aged 56 and above. Most of the participants have senior middle school education (33.1%), followed by junior college (22.8%), junior middle school (21.2%), bachelor degree and above (19.6%), and primary school and below (3.4%). On job tenure, 9.6% have worked for their organization for less than 1 year, 9.6% for 1&#x2013;3 years, 13.4% for 3&#x2013;5 years, 29% for 5&#x2013;10 years, and 38.5% for more than 10 years. The respondents&#x2019; reported positions were as follows: general workers (82.1%), first-line managers (14.6%), middle managers (2.7%), and senior managers (0.7%). Most respondents were married (87.7%), while 10.9% were unmarried (10.9%) and 1.4% reported &#x201C;other.&#x201D;</p>
</sec>
<sec><title>Procedures</title>
<p>The data were collected over approximately 1 month from May to June 2017. First, we contacted each company&#x2019;s HR manager to invite participation in our investigation; all of those we contacted were willing to allow their employees to participate. We then divided our research team into three groups, each of which was assigned to a different company. Assisted by the HR managers, 180 questionnaires were sent to workers at each of the three companies. Each questionnaire was accompanied by a cover letter explaining the purpose of the study, that participation was voluntary, and that participants&#x2019; privacy would be strictly protected. Invitees were required to complete the paper-and-pencil questionnaire within 20 min in a designated meeting room during meeting time. All the questionnaires were collected <italic>in situ</italic> when the 20 min elapsed. To convey our appreciation, participants were offered the gift of a high-quality pen for completing the questionnaire. This study was part of a larger research project on coal miners&#x2019; behaviors. Our study was approved by our university&#x2019;s ethics committee.</p>
</sec>
</sec>
<sec><title>Measures</title>
<p>Each variable in the self-administered survey was measured using a multi-item scale, each of which was adopted from relevant prior research. As all our participants were Chinese, we followed the double-blind back-translation procedure (<xref ref-type="bibr" rid="B96">Schaffer and Riordan, 2003</xref>) to translate all items into Chinese. To avoid translation ambiguity, each item was translated by professional translators. The internal consistency of each scale was verified through Cronbach&#x2019;s alpha.</p>
<sec><title>Job Demands</title>
<sec>
<title>Workload</title>
<p>This was assessed using the four-item scale of <xref ref-type="bibr" rid="B30">De Grood (2009)</xref>, which was originally developed by <xref ref-type="bibr" rid="B22">Caplan et al. (1975)</xref>. Participants&#x2019; responses were measured on a 5-point Likert scale, ranging from strongly disagree (1) to strongly agree (5). Sample items of this scale include, &#x201C;My workload is too heavy in my job&#x201D; and &#x201C;I have to work very quickly to get everything done in my job.&#x201D; The scale&#x2019;s Cronbach&#x2019;s alpha for this sample was 0.78.</p>
</sec>
<sec>
<title>Time pressure</title>
<p>This was assessed using a five-item scale adopted from <xref ref-type="bibr" rid="B2">Aleksi&#x0107; et al. (2017)</xref>. Responses were measured on a 5-point Likert scale, ranging from strongly disagree (1) to strongly agree (5). The sample items include: &#x201C;When working, I have only a limited amount of time to finish my work&#x201D; and &#x201C;When working, I am in a hurry.&#x201D; The scale&#x2019;s Cronbach&#x2019;s alpha for this sample was 0.79.</p>
</sec>
<sec>
<title>Work-family conflict</title>
<p>This was assessed using a five-item scale developed by <xref ref-type="bibr" rid="B71">Netemeyer et al. (1996)</xref>, designed to measure the extent to which employees feel that work interferes with their family life. Given the evidence that work interferes with family life to a greater degree than family life interferes with work (<xref ref-type="bibr" rid="B41">Frone et al., 1992</xref>; <xref ref-type="bibr" rid="B35">Eagle et al., 1997</xref>; <xref ref-type="bibr" rid="B116">Swanson et al., 1998</xref>; <xref ref-type="bibr" rid="B36">Emslie et al., 2004</xref>). Thus, in this study, we have chosen to focus on work-to-family conflict (which we refer to as &#x2018;work-family conflict&#x2019;). Responses were measured on a 5-point Likert scale, ranging from strongly disagree (1) to strongly agree (5). The sample items include: &#x201C;The demands of my work interfere with my home and family life&#x201D; and &#x201C;The amount of time my job takes up makes it difficult for me to fulfill my family responsibilities.&#x201D; The scale&#x2019;s Cronbach&#x2019;s alpha for this sample is 0.86.</p>
</sec>
</sec>
<sec><title>Psychological Detachment</title>
<p>The four-item scale to measure psychological detachment was adopted from the work of <xref ref-type="bibr" rid="B105">Sonnentag and Fritz (2007)</xref>. This scale refers to employees&#x2019; views on their non-work time over the past few weeks. Every item was rated on a 5-point Likert scale, ranging from fully disagree (1) to fully agree (5). Sample items include: &#x201C;I don&#x2019;t think about work at all during non-work time&#x201D; and &#x201C;I get a break from the demands of work during non-work time.&#x201D; Cronbach&#x2019;s alpha was 0.80.</p>
</sec>
<sec><title>Job Anxiety</title>
<p>The eight-item job anxiety scale developed by <xref ref-type="bibr" rid="B65">McCarthy et al. (2016)</xref> was applied to assess participants&#x2019; current job-related anxiety. Each item was measured on a 5-point Likert scale, ranging from absolutely disagree (1) to absolutely agree (5). Sample items include: &#x201C;I am overwhelmed by thoughts of doing poorly at work&#x201D; and &#x201C;I often feel anxious that I will not be able to perform my job duties in the allotted time.&#x201D; Cronbach&#x2019; s alpha was 0.87.</p>
</sec>
<sec><title>Counterproductive Work Behaviors</title>
<p>We assessed CWBs with a 19-item measure of quantitative CWBs developed by <xref ref-type="bibr" rid="B87">Robinson and Bennett (1995)</xref>. Participants responded to each item on a 5-point Likert scale (1 = Never, 5 = Everyday). The scale is a multidimensional construct including two portions: (a) 7 items for CWB aims to the individual members (CWB-I) (&#x03B1; = 0.78), (b) 12 items for CWB aims to the organization (CWB-O) (&#x03B1; = 0.75). Examples of the statements include: &#x201C;Made fun of someone at work&#x201D; and &#x201C;Dragged out work in order to get overtime.&#x201D; Cronbach&#x2019;s alpha of the whole scale was 0.73.</p>
<p>To rule out the potential confounding effects of demographic variables and some work-related background variables, we controlled for gender, age, education, job tenure, position, and marital status. First, gender was divided into two categories (0 = male; 1 = female). Second, to protect privacy, participants were divided into five age groups (1 = under 25; 2 = 26&#x2013;35 years old; 3 = 36&#x2013;45; 4 = 46&#x2013;55; 5 = 56 and above). Third, education was divided into five categories (1 = primary school and below; 2 = junior middle school; 3 = senior middle school; 4 = junior college; 5 = bachelor degree and above). Job tenure was also divided into five categories (1 = under 1 year; 2 = 1&#x2013;3 years; 3 = 3&#x2013;5 years; 4 = 5&#x2013;10 years; 5 = over 10 years). Fourth, to avoid the potential effects of position, we treated it as control variable by dividing into four categories (1 = general worker; 2 = first-line manager; 3 = middle manager; 4 = senior manager). Finally, marital status was divided into unmarried (1), married (2), and others (3).</p>
</sec>
</sec>
<sec><title>Data Analytic Strategy</title>
<p>For data analysis, SPSS version 21.0 was used to analyze the internal consistency, descriptive statistics, and correlations among the variables. In conducting the two-step approach to test the mediating effects, as suggested by <xref ref-type="bibr" rid="B5">Anderson and Gerbing (1988)</xref>, we utilized AMOS version 22.0. First, the measurement model was tested using confirmatory factor analysis (CFA) to assess the variables&#x2019; discriminate validity (<xref ref-type="bibr" rid="B27">Cheung and Wong, 2011</xref>; <xref ref-type="bibr" rid="B28">Choi and Moon, 2017</xref>). The fit indices of the hypothesized factor model were compared with those of alternative factor models to confirm which better fit the data (<xref ref-type="bibr" rid="B64">Mathieu and Farr, 1991</xref>; <xref ref-type="bibr" rid="B27">Cheung and Wong, 2011</xref>). The second step, viable only after validation through the first step, was to use maximum likelihood structural equation modeling (SEM) to examine the structural relationships among the study variables.</p>
<p>The following indices were used to study the adequacy of the estimated model: goodness-of-fit index (GFI), &#x03C7;<sup>2</sup>/df, normed fit index (NFI), root mean square error of approximation (RMSEA), and comparative fit index (CFI). An acceptable &#x03C7;<sup>2</sup>/df is between 1 and 5 (<xref ref-type="bibr" rid="B95">Salisbury et al., 2002</xref>). The GFI, NFI, and CFI should each be over 0.90 (<xref ref-type="bibr" rid="B95">Salisbury et al., 2002</xref>). Finally, the RMSEA should be less than 0.08 (<xref ref-type="bibr" rid="B20">Byrne, 2006</xref>).</p>
</sec>
</sec>
<sec><title>Results</title>
<sec><title>Common Method Bias</title>
<p>Common method bias (CMB) can inflate relationships when the data are collected from a single source (<xref ref-type="bibr" rid="B80">Podsakoff et al., 2003</xref>). To determine whether CMB is problematic in this study, the CFA marker technique was employed (<xref ref-type="bibr" rid="B81">Podsakoff et al., 2012</xref>). We built the CFA (5-factor) model by adding the CMB variable to the 4-factor model. Compared with the 4-factor model (&#x03C7;<sup>2</sup>/df = 4.29, GFI = 0.98, NFI = 0.95, CFI = 0.96, RMSEA = 0.068), the CFA (5-factor) model (&#x03C7;<sup>2</sup>/df = 7.20, GFI = 0.93, NFI = 0.86, CFI = 0.87, RMSEA = 0.119) is no better. Further, the chi-square difference also did not reach the significant level [&#x0394;&#x03C7;<sup>2</sup>(9) = 7.88, <italic>p</italic> > 0.05]. Thus, CMB was negligible in our study (see <bold>Table <xref ref-type="table" rid="T3">3</xref></bold>).</p>
</sec>
<sec><title>Description</title>
<p>Before testing our hypotheses, we examined the intraclass correlation coefficient (ICC) (see <bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). The result show that the data&#x2019;s reliability is good.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>The intraclass correlation coefficient of the variables.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Name</th>
<th valign="top" align="center">Estimate value</th>
<th valign="top" align="center" colspan="2">95%CI<hr/></th>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"></td>
<th valign="top" align="center">Lower bounds</th>
<th valign="top" align="center">Upper bounds</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ICC1</td>
<td valign="top" align="center">0.852</td>
<td valign="top" align="center">0.829</td>
<td valign="top" align="center">0.872</td></tr>
<tr>
<td valign="top" align="left">ICC2</td>
<td valign="top" align="center">0.793</td>
<td valign="top" align="center">0.758</td>
<td valign="top" align="center">0.824</td>
</tr>
<tr>
<td valign="top" align="left">ICC3</td>
<td valign="top" align="center">0.844</td>
<td valign="top" align="center">0.820</td>
<td valign="top" align="center">0.866</td></tr>
<tr>
<td valign="top" align="left">ICC4</td>
<td valign="top" align="center">0.900</td>
<td valign="top" align="center">0.886</td>
<td valign="top" align="center">0.914</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>ICC1, the intraclass correlation coefficient of job demands; ICC2, the intraclass correlation coefficient of psychological detachment; ICC3, the intraclass correlation coefficient of job anxiety; ICC4, the intraclass correlation coefficient of CWB.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>The means and standard deviations of and the correlations between each of the variables are presented in <bold>Table <xref ref-type="table" rid="T2">2</xref></bold>. Workload, time pressure, and work-family conflict are all positively related to employees&#x2019; CWBs (<italic>r</italic> = 0.25, <italic>p</italic> &#x003C; 0.001; <italic>r</italic> = 0.21, <italic>p</italic> &#x003C; 0.001; <italic>r</italic> = 0.46, <italic>p</italic> &#x003C; 0.001) and job anxiety (<italic>r</italic> = 0.31, <italic>p</italic> &#x003C; 0.001; <italic>r</italic> = 0.25, <italic>p</italic> &#x003C; 0.001; <italic>r</italic> = 0.42, <italic>p</italic> &#x003C; 0.001). Workload, time pressure, and work-family conflict were all significantly and negatively correlated with psychological detachment (<italic>r</italic> = -0.29, <italic>p</italic> &#x003C; 0.001; <italic>r</italic> = -0.31, <italic>p</italic> &#x003C; 0.001; <italic>r</italic> = -0.19, <italic>p</italic> &#x003C; 0.001). Thus H1, H2, and H5 were each preliminary supported. Psychological detachment was negatively associated with CWBs (<italic>r</italic> = -0.21, <italic>p</italic> &#x003C; 0.001) and job anxiety (<italic>r</italic> = -0.34, <italic>p</italic> &#x003C; 0.001), providing preliminary support for H6 and H8. Job anxiety was related positively to CWBs (<italic>r</italic> = 0.47, <italic>p</italic> &#x003C; 0.001), providing preliminary support for H3. As the correlations between the control variables and our study variables were either weak or not significant, we do not further consider the effects of control variables in subsequent analysis.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Descriptive statistics and correlations among all variables.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="center"><italic>M</italic></th>
<th valign="top" align="center"><italic>SD</italic></th>
<th valign="top" align="center">1</th>
<th valign="top" align="center">2</th>
<th valign="top" align="center">3</th>
<th valign="top" align="center">4</th>
<th valign="top" align="center">5</th>
<th valign="top" align="center">6</th>
<th valign="top" align="center">7</th>
<th valign="top" align="center">8</th>
<th valign="top" align="center">9</th>
<th valign="top" align="center">10</th>
<th valign="top" align="center">11</th>
<th valign="top" align="center">12</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">(1) Gender</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(2) Age</td>
<td valign="top" align="center">2.47</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">&#x2013;0.28&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(3) Education</td>
<td valign="top" align="center">3.35</td>
<td valign="top" align="center">1.12</td>
<td valign="top" align="center">0.23&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.37&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(4) Job tenure</td>
<td valign="top" align="center">3.76</td>
<td valign="top" align="center">1.31</td>
<td valign="top" align="center">&#x2013;0.38&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.57&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.31&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(5) Position</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.29&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(6) Marital status</td>
<td valign="top" align="center">1.90</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">&#x2013;0.04</td>
<td valign="top" align="center">0.17&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.21&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.03</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(7) Time pressure</td>
<td valign="top" align="center">2.93</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">&#x2013;0.04</td>
<td valign="top" align="center">0.11&#x002A;</td>
<td valign="top" align="center">&#x2013;0.06</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">(0.79)</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(8)Workload</td>
<td valign="top" align="center">3.14</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">&#x2013;0.02</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.50&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">(0.78)</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(9) Work-family conflict</td>
<td valign="top" align="center">3.11</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">&#x2013;0.07</td>
<td valign="top" align="center">&#x2013;0.06</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">&#x2013;0.01</td>
<td valign="top" align="center">0.24&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.30&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">(0.86)</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(10) Psychological detachment</td>
<td valign="top" align="center">2.82</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">&#x2013;0.07</td>
<td valign="top" align="center">&#x2013;0.10&#x002A;</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">&#x2013;0.02</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">&#x2013;0.05</td>
<td valign="top" align="center">&#x2013;0.31&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.29&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.19&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">(0.80)</td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(11) CWB</td>
<td valign="top" align="center">3.17</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">&#x2013;0.02</td>
<td valign="top" align="center">&#x2013;0.02</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">&#x2013;0.02</td>
<td valign="top" align="center">0.21&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.25&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.46&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.21&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">(0.73)</td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">(12) Job anxiety</td>
<td valign="top" align="center">3.39</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">&#x2013;0.05</td>
<td valign="top" align="center">0.14&#x002A;&#x002A;</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.11&#x002A;</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.25&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.31&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.42&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.34&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.47&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">(0.87)</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>Gender: (0 = male and 1 = female); age: (1 = under age 25, 2 = 26&#x2013;35 year-old, 3 = 36&#x2013;45 year-old, 4 = 46&#x2013;55 year-old, 5 = 56 year-old and above); education: (1 = primary school and below, 2 = junior middle school, 3 = senior middle school, 4 = junior college, 5 = bachelor degree and above); job tenure: (1 = under 1 year, 2 = 1&#x2013;3 years, 3 = 3&#x2013;5 years, 4 = 5&#x2013;10 years, 5 = above 10 years); position: (1 = general worker, 2 = first-line manager, 3 = middle manager, 4 = senior manager); marital status: (1 = unmarried, 2 = married, 3 = others). Cronbach&#x2019;s alpha are in parentheses on the diagonal. <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec><title>Measurement Model Testing</title>
<p>We next performed CFA using AMOS 22.0. To increase the accuracy of parameter estimates, the method of item parceling should be adopted to represent variables&#x2019; indicators (<xref ref-type="bibr" rid="B89">Rogers and Schmitt, 2004</xref>). Therefore, four latent factors (job demands, psychological detachment, job anxiety, and CWBs) and nine observed indicators were included in the study. When comparing with item-level data, the advantages of aggregate-level data (e.g., higher communality and lower random error) are obvious (<xref ref-type="bibr" rid="B62">Li et al., 2017</xref>). The measurement model was tested by comparing the fit indices between the single-factor model (job demands, job anxiety, psychological detachment, and CWBs combined into one factor), 2-factor model (job demands, job anxiety, and CWBs on the same factor; psychological detachment on the other), 3-factor model (job demands and job anxiety on the same factor; psychological detachment and CWBs as separate factors), and 4-factor model (job demands, job anxiety, psychological detachment, and CWBs as separate factors). The results suggested that the 4-factor model (&#x03C7;<sup>2</sup>/df = 4.29, GFI = 0.98, NFI = 0.95, CFI = 0.96, RMSEA = 0.068) provided a better fit than the other models (see <bold>Table <xref ref-type="table" rid="T3">3</xref></bold>). In organizational behavior studies, the method explained above has been widely used in prior research (<xref ref-type="bibr" rid="B64">Mathieu and Farr, 1991</xref>; <xref ref-type="bibr" rid="B27">Cheung and Wong, 2011</xref>).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Comparison of measurement model.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Structure</th>
<th valign="top" align="center">&#x03C7;<sup>2</sup></th>
<th valign="top" align="center">df</th>
<th valign="top" align="center">&#x03C7;<sup>2</sup>/df</th>
<th valign="top" align="center">GFI</th>
<th valign="top" align="center">NFI</th>
<th valign="top" align="center">CFI</th>
<th valign="top" align="center">RMSEA</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1- factor</td>
<td valign="top" align="center">372.23</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">13.79</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.171</td></tr>
<tr>
<td valign="top" align="left">2- factor</td>
<td valign="top" align="center">213.23</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">8.20</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.128</td>
</tr>
<tr>
<td valign="top" align="left">3- factor</td>
<td valign="top" align="center">188.61</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">7.86</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.125</td></tr>
<tr>
<td valign="top" align="left">4- factor</td>
<td valign="top" align="center">94.29</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">4.29</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">0.068</td>
</tr>
<tr>
<td valign="top" align="left">5- factor</td>
<td valign="top" align="center">86.41</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">7.20</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.119</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>1-factor: JD (TP; WL; WC)+PD+JA+CWB; 2-factor: JD+JA+CWB; PD; 3-factor: JD, PD; JA+CWB; 4-factor: JD, PD, JA, CWB; 5-factor: JD, PD, JA, CWB, CMB. JD, job demands; TP, time pressure; WL, workload; WC, work-family conflict; PD, psychological detachment; JA, job anxiety; CWB, counterproductive work behavior; CMB, common method bias.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec><title>Structure Model Testing</title>
<p>We use SEM to examine the mediating effects of psychological detachment and job anxiety and to assess our proposed model. In the original stressor-detachment model, there is no direct effect from psychological detachment to subsequent performance. Thus, we built an alternative Model 1 (see <bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold>), in which the direct path from psychological detachment to CWBs was deleted from our Hypothetical model (based on the stressor-detachment model) (<bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold>). The results showed that Model 1 (&#x03C7;<sup>2</sup>/df = 7.47, GFI = 0.92, NFI = 0.84, CFI = 0.86, RMSEA = 0.122) did not fit the data well. Compared with the Hypothetical model (&#x03C7;<sup>2</sup>/df = 7.72, GFI = 0.92, NFI = 0.94, CFI = 0.86, RMSEA = 0.124), the chi-square difference did not reach the significant level [&#x0394;&#x03C7;<sup>2</sup>(1) = 2.03, <italic>p</italic> > 0.05], suggesting that Model 1 did not fit the data better than the Hypothetical model (see <bold>Table <xref ref-type="table" rid="T4">4</xref></bold>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>The original stressor-detachment model (Model 1). JD, job demands; TP, time pressure; WL, workload; WC, work-family conflict; PD, psychological detachment; JA, job anxiety; CWB, counterproductive work behavior; CI, CWB-I; CO, CWB-O; PD1 and PD2 aggregate of two items from Psychological Detachment Questionnaire, respectively; JA1 and JA2 aggregate of four items from Job Anxiety Questionnaire, respectively <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic xlink:href="fpsyg-08-01890-g002.tif"/>
</fig>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Comparison of the structural models.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Model</th>
<th valign="top" align="center">&#x03C7;<sup>2</sup></th>
<th valign="top" align="center"><italic>df</italic></th>
<th valign="top" align="center">&#x03C7;<sup>2</sup>/df</th>
<th valign="top" align="center">GFI</th>
<th valign="top" align="center">NFI</th>
<th valign="top" align="center">CFI</th>
<th valign="top" align="center">RMSEA</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Hypothetical model</td>
<td valign="top" align="center">169.82</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">7.72</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.124</td>
</tr>
<tr>
<td valign="top" align="left">M1</td>
<td valign="top" align="center">171.85</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">7.47</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.122</td></tr>
<tr>
<td valign="top" align="left">M2</td>
<td valign="top" align="center">160.12</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">7.28</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.120</td>
</tr>
<tr>
<td valign="top" align="left">M3</td>
<td valign="top" align="center">83.16</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">3.96</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.073</td></tr>
<tr>
<td valign="top" align="left">M4</td>
<td valign="top" align="center">150.90</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">7.19</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.119</td></tr>
</tbody>
</table>
</table-wrap>
<p>We then built Model 2 (see <bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold>), in which a direct path from job demands to CWBs was added to Model 1. The results demonstrated that Model 2 (&#x03C7;<sup>2</sup>/df = 7.28, GFI = 0.92, NFI = 0.85, CFI = 0.87, RMSEA = 0.120) also has unsatisfactory data fitting (see <bold>Table <xref ref-type="table" rid="T4">4</xref></bold>). Compared with Model 1, the chi-square difference [&#x0394;&#x03C7;<sup>2</sup>(1) = 11.73, <italic>p</italic> &#x003C; 0.05] reached a significant level, meaning that Model 2 is superior to Model 1.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>The alternative model bases on the Model 1 (Model 2). JD, job demands; TP, time pressure; WL, workload; WC, work-family conflict; PD, psychological detachment; JA, job anxiety; CWB, counterproductive work behavior; CI, CWB-I; CO, CWB-O; PD1 and PD2 aggregate of two items from Psychological Detachment Questionnaire, respectively; JA1 and JA2 aggregate of four items from Job Anxiety Questionnaire, respectively <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic xlink:href="fpsyg-08-01890-g003.tif"/>
</fig>
<p>To find the most satisfactory model, we then developed another alternative model (Model 3), in which a path from psychological detachment to CWBs was added to Model 2 (see <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). The results demonstrated that Model 3 (&#x03C7;<sup>2</sup>/df = 3.96, GFI = 0.97, NFI = 0.94, CFI = 0.95, RMSEA = 0.073) fitted the data well. Moreover, the factor loading of each indicator was between 0.53 and 0.80, and all reached the significant level (<italic>p</italic> &#x003C; 0.001) (see <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). Hence, all of the indicators are suitable to represent their latent constructs. Through comparison of the chi-square change between Model 3 and the Hypothetical model [&#x0394;&#x03C7;<sup>2</sup>(1) = 86.66, <italic>p</italic> &#x003C; 0.001], Model 3 and Model 1 [&#x0394;&#x03C7;<sup>2</sup>(2) = 88.69, <italic>p</italic> &#x003C; 0.001], and Model 3 and Model 2 [&#x0394;&#x03C7;<sup>2</sup>(1) = 76.96, <italic>p</italic> &#x003C; 0.001], the significant level was reached, revealing that Model 3 significantly improves model fit and is superior to all of the alternative models (see <bold>Table <xref ref-type="table" rid="T4">4</xref></bold>). Thus, Model 3 was selected as our study&#x2019;s structural model (see <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>The ultimate mediation model (Model 3). <italic>N</italic> = 439. JD, job demands; TP, time pressure; WL, workload; WC, work-family conflict; PD, psychological detachment; JA, job anxiety; CWB, counterproductive work behavior; CI, CWB-I; CO, CWB-O; PD1 and PD2 aggregate of two items from Psychological Detachment Questionnaire, respectively; JA1 and JA2 aggregate of four items from Job Anxiety Questionnaire, respectively <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic xlink:href="fpsyg-08-01890-g004.tif"/>
</fig>
<p>To determine the casual relationships between our study variables, we also test the reverse model (Model 4) (see <bold>Figure <xref ref-type="fig" rid="F5">5</xref></bold>). The results show that the path coefficient from CWBs to job anxiety (&#x03B2; = 0.66, <italic>p</italic> &#x003C; 0.001) is significant. However, the fit indices of the reverse model are unsatisfactory (see <bold>Table <xref ref-type="table" rid="T4">4</xref></bold>). Therefore, the reverse model is not acceptable.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The reversed model (Model 4). JD, job demands; TP, time pressure; WL, workload; WC, work-family conflict; PD, psychological detachment; JA, job anxiety; CWB, counterproductive work behavior; CI, CWB-I; CO, CWB-O; PD1 and PD2 aggregate of two items from Psychological Detachment Questionnaire, respectively; JA1 and JA2 aggregate of four items from Job Anxiety Questionnaire, respectively <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic xlink:href="fpsyg-08-01890-g005.tif"/>
</fig>
<p>Furthermore, the bootstrapping method was used to test the mediation effects in Model 3. Bootstrapping is the ideal way to test indirect effects as it does not impose distributional assumptions (<xref ref-type="bibr" rid="B127">Zhang et al., 2015</xref>). The most accurate estimation of indirect effects can be obtained by bootstrap sampling. If zero is not included in the 95% confidence interval, then indirect effects are significant. The results showed that our hypotheses are all verified (see <bold>Tables <xref ref-type="table" rid="T5">5</xref>, <xref ref-type="table" rid="T6">6</xref></bold> and <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). First, the total effect from job demands to CWBs was significant (&#x03B2; = 0.74, <italic>p</italic> &#x003C; 0.001), supporting H1. Second, the total effect from job demands to job anxiety was also significant (&#x03B2; = 0.67, <italic>p</italic> &#x003C; 0.01), supporting H2. Third, the direct effect from job anxiety to CWBs was significant (&#x03B2; = 0.36, <italic>p</italic> &#x003C; 0.001), supporting H3. Fourth, the indirect effect of job demands on CWBs through job anxiety was significant (&#x03B2; = 0.21, <italic>p</italic> &#x003C; 0.05), supporting H4. Fifth, the direct effect from job demands to psychological detachment was significant (&#x03B2; = -0.51, <italic>p</italic> &#x003C; 0.001), supporting H5. Sixth, the direct effect from psychological detachment to CWBs reached the significant level (&#x03B2; = -0.25, <italic>p</italic> &#x003C; 0.01), supporting H6. Seventh, the indirect effect of job demands on CWB via psychological detachment was significant (&#x03B2; = 0.13, <italic>p</italic> &#x003C; 0.05), supporting H7. Eighth, the path coefficient between psychological detachment and job anxiety was significant (&#x03B2; = -0.18, <italic>p</italic> &#x003C; 0.05), supporting H8. Ninth, job demands affected job anxiety through psychological detachment (&#x03B2; = 0.09, <italic>p</italic> &#x003C; 0.05), supporting H9. Finally, we also demonstrated that the relation between job demands and CWBs was sequentially mediated by psychological detachment and job anxiety (&#x03B2; = 0.03, <italic>p</italic> &#x003C; 0.05).</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>The results of the study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Hypothesis</th>
<th valign="top" align="center">Estimate effect</th>
<th valign="top" align="center">Get supported or not</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">H1</td>
<td valign="top" align="center">0.74&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H2</td>
<td valign="top" align="center">0.67&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H3</td>
<td valign="top" align="center">0.36&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H4</td>
<td valign="top" align="center">0.21&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H5</td>
<td valign="top" align="center">&#x2013;0.51&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H6</td>
<td valign="top" align="center">&#x2013;0.25&#x002A;&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H7</td>
<td valign="top" align="center">0.13&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H8</td>
<td valign="top" align="center">&#x2013;0.18&#x002A;</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="left">H9</td>
<td valign="top" align="center">0.09&#x002A;</td>
<td valign="top" align="center">Yes</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic><sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.001.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T6">
<label>Table 6</label>
<caption><p>Direct and indirect effects and 95% confidence intervals in final model 3.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Model pathways</th>
<th valign="top" align="center">Estimated effect</th>
<th valign="top" align="center" colspan="2">95% CI<hr/></th>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"></td>
<th valign="top" align="center">Lower bounds</th>
<th valign="top" align="center">Upper bounds</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Total effects</bold></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td></tr>
<tr>
<td valign="top" align="left">JD&#x2192;CWB</td>
<td valign="top" align="center">0.74&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.568</td>
<td valign="top" align="center">0.904</td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;JA</td>
<td valign="top" align="center">0.67&#x002A;&#x002A;</td>
<td valign="top" align="center">0.488</td>
<td valign="top" align="center">0.826</td></tr>
<tr>
<td valign="top" align="left"><bold>Direct effects</bold></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;PD</td>
<td valign="top" align="center">&#x2013;0.51&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.644</td>
<td valign="top" align="center">&#x2013;0.385</td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;CWB</td>
<td valign="top" align="center">0.37&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.211</td>
<td valign="top" align="center">0.529</td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;JA</td>
<td valign="top" align="center">0.58&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.368</td>
<td valign="top" align="center">0.785</td>
</tr>
<tr>
<td valign="top" align="left">PD&#x2192;JA</td>
<td valign="top" align="center">&#x2013;0.18&#x002A;</td>
<td valign="top" align="center">&#x2013;0.337</td>
<td valign="top" align="center">&#x2013;0.022</td>
</tr>
<tr>
<td valign="top" align="left">PD&#x2192;CWB</td>
<td valign="top" align="center">&#x2013;0.25&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.422</td>
<td valign="top" align="center">&#x2013;0.072</td>
</tr>
<tr>
<td valign="top" align="left">JA&#x2192;CWB</td>
<td valign="top" align="center">0.36&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.054</td>
<td valign="top" align="center">0.666</td></tr>
<tr>
<td valign="top" align="left"><bold>Indirect effects</bold></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
<td valign="top" align="center"></td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;PD&#x2192;CWB</td>
<td valign="top" align="center">0.13&#x002A;</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">0.228</td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;PD&#x2192;JA</td>
<td valign="top" align="center">0.09&#x002A;</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.160</td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;PD&#x2192;JA&#x2192;CWB</td>
<td valign="top" align="center">0.03&#x002A;</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">0.038</td>
</tr>
<tr>
<td valign="top" align="left">JD&#x2192;JA&#x2192;CWB</td>
<td valign="top" align="center">0.21&#x002A;</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">0.389</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>JD, job demands; PD, psychological detachment; JA, job anxiety; CWB, counterproductive work behavior. <sup>&#x2217;</sup><italic>p</italic> &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic> &#x003C; 0.01, <italic><sup>&#x2217;</sup>p</italic> &#x003C; 0.001.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec><title>Discussion</title>
<p>Based on the stressor-detachment model, we confirmed that psychological detachment and job anxiety partially and sequentially mediate the relation between job demands and CWBs. Further, psychological detachment mediates the relation between job demands and job anxiety. Compared with the original stressor-detachment model, two additional path coefficients are significant (i.e., job demands to CWBs and psychological detachment to CWBs) in our model. This might be explained by CWBs working as both performance and strain reactors (<xref ref-type="bibr" rid="B37">Fida et al., 2015</xref>). Our research thereby makes several contributions to the stressor-detachment model and CWB literature.</p>
<sec><title>Theoretical Implications</title>
<p>Our research has some theoretical implications. Primarily, this study extends the stressor-detachment model&#x2019;s application by demonstrating that psychological detachment mediates job demands&#x2019; respective relations with job anxiety and CWBs. Previous research focused mostly on detachment&#x2019;s moderating effect, with the mediating effect largely neglected (<xref ref-type="bibr" rid="B101">Sonnentag, 2011</xref>; <xref ref-type="bibr" rid="B42">Germeys and De Gieter, 2016</xref>). Thus, our study helps deepen understanding of the stressor-detachment model, and responds to <xref ref-type="bibr" rid="B101">Sonnentag&#x2019;s (2011)</xref> call to test the mediating effect of psychological detachment. The present study also added subsequent performance (i.e., CWBs) to the stressor-detachment model. The study moved beyond the limitations of prior research, which has mainly considered the relationships among stressors, psychological detachment, and strain (<xref ref-type="bibr" rid="B92">Safstrom and Hartig, 2013</xref>; <xref ref-type="bibr" rid="B77">Pereira and Elfering, 2014</xref>). Through empirical study, we found that job demands (a form of stressor) and job anxiety (a form of strain) have positive effects on CWBs (a form of performance), while psychological detachment has a negative effect on CWBs. These results are similar to those of <xref ref-type="bibr" rid="B32">DeArmond et al. (2014)</xref>, and are also broadly in line with the stressor-detachment model.</p>
<p>Second, our study extended the existing research on CWBs. Previous research has explained the formation mechanism of CWBs based mainly on the stressor-emotion model: the stressor elicits negative feelings and employees are prone to engage in CWB under their influence (<xref ref-type="bibr" rid="B110">Spector and Fox, 2005a</xref>). Though some research has examined the relationships among job demands, job-related affect (e.g., job anxiety), and CWBs (<xref ref-type="bibr" rid="B112">Spector and Fox, 2002</xref>; <xref ref-type="bibr" rid="B14">Balducci et al., 2011</xref>), few studies have examined the relation between psychological detachment and CWBs. This study reveals that CWBs can be explained by job demands and its relationship with psychological detachment and job anxiety. Thus, we proposed a new perspective to explain the formation mechanism of CWBs by introducing it into the stressor-detachment model, thereby opening a new avenue for further research.</p>
<p>Third, we tested the role of job anxiety in the stressor-detachment model. There is only limited research in which job anxiety, as a specific strain reaction, is incorporated in the stressor-detachment model. Through the literature review, we identified that earlier research tends to take fatigue as a strain reaction, but few consider job anxiety. The current study&#x2019;s results suggest that job demands and psychological detachment act as antecedent variables and CWBs as an outcome variable of job anxiety. Our study shifts from the previous studies&#x2019; focus on personality traits (antecedent variables) (<xref ref-type="bibr" rid="B44">Gramstad et al., 2013</xref>; <xref ref-type="bibr" rid="B114">Starrenburg et al., 2013</xref>) and turnover intention (outcome variable) (<xref ref-type="bibr" rid="B55">Jensen et al., 2013</xref>; <xref ref-type="bibr" rid="B121">Vanderpool and Way, 2013</xref>; <xref ref-type="bibr" rid="B52">Husain et al., 2016</xref>). Thus, this study enriches understanding of the antecedent and outcome variables of job anxiety and contributes to existing knowledge about job anxiety by incorporating it as a key part of the stressor-detachment model.</p>
</sec>
<sec><title>Practical Implications</title>
<p>Our results also have several important practical implications. First, they confirm that job demands are positively related to job anxiety and CWBs, and negatively correlated with psychological detachment. These relationships should be considered by organizations in seeking to reduce job demands. For instance, job design and performance assessment should be based on the practical working capability of employees, and each should be allocated reasonable tasks. Thereby, staff could finish work on time and avoid continuing to work in off-job time. If the job demands cannot be reduced, organizations could create more opportunities for employees to attend training, for example, in setting priorities, time-management skills, and job skills, to help them to work more efficiently (<xref ref-type="bibr" rid="B103">Sonnentag et al., 2014</xref>) and avoid perceiving a high workload and time pressure. According to <xref ref-type="bibr" rid="B90">Rothbard et al. (2005)</xref>, managing the boundaries between work and family depend on each employee&#x2019;s preference: an employee that wishes to integrate the two may set blurring role boundaries, while one who prefers to segment may set clear role boundaries. Therefore, to diminish work-family conflict, employees must be permitted to set boundaries between work and family in accordance with their own preference. At the same time, a more segmenting policy such as flextime should be implemented as this would not be detrimental to integrators and may marginally help segmentors (<xref ref-type="bibr" rid="B90">Rothbard et al., 2005</xref>).</p>
<p>Given that psychological detachment influences job anxiety and CWBs, employees should pursue leisure activities during off-job time (<xref ref-type="bibr" rid="B102">Sonnentag, 2012</xref>), such as exercising or developing new interests (<xref ref-type="bibr" rid="B39">Fritz et al., 2010a</xref>). Moreover, before starting work each day, it is helpful for employees to create a list (in order of priority) of work tasks that need to be completed that day (<xref ref-type="bibr" rid="B40">Fritz et al., 2010b</xref>): workers can, thereby, complete tasks through a planned approach, avoiding the need to engage in work-related thoughts or activities during off-work time. In addition, debiasing trainings are the useful strategies to help employees to set priority (<xref ref-type="bibr" rid="B23">Ceschi et al., 2017</xref>). Further, both mangers and co-workers should not be available for and should avoid work-related communication with employees during off-work time.</p>
<p>Finally, to avoid negative effects from job anxiety, organizations should select and train employees carefully. For example, the 16 Personality Factor Questionnaire should be used to assess the personality characteristic of anxiety when recruiting (<xref ref-type="bibr" rid="B25">Chakravarthy and Chandramohan, 2015</xref>). In addition, organizations can seek to eliminate employees&#x2019; worries or fear of failing to achieve organizational goals by setting realistic objectives for employees. Organizations could also provide training courses to teach employees&#x2019; practical skills to cope with job anxiety, or create more opportunities for employees to receive psychological counseling and consultation.</p>
</sec>
<sec><title>Limitations and Future Research</title>
<p>Our study has several limitations that should be overcome in future research. Primarily, our study employed a cross-sectional design. Therefore, it would be premature to draw exact conclusions about causality. Although some studies have validated the causal linkage between job anxiety and CWBs (<xref ref-type="bibr" rid="B93">Salami, 2010</xref>; <xref ref-type="bibr" rid="B69">Muschalla and Linden, 2014</xref>), alternative explanations are difficult to rule out. For instance, in our research, we assumed that employees with high job anxiety tend to engage in CWBs. Another possibility is that employees are punished for engaging in CWBs, which increases their job anxiety. For example, if an employee breaks the organization&#x2019;s rules, they may be punished, for example, through a pay deduction. Thereafter, they may worry about another pay deduction if they break the rules again, hence increasing their job anxiety. This may explain why the path coefficient between CWBs and job demands was significant (&#x03B2; = 0.66, <italic>p</italic> &#x003C; 0.001) in the reverse model. Thus, to confirm causal links, longitudinal and experimental studies should be employed in future research.</p>
<p>Second, the research data were collected through a self-report form and all variables were assessed based on employees&#x2019; perceptions, which may lead to CMB (<xref ref-type="bibr" rid="B82">Proenca et al., 2017</xref>). We took some measures to control the effect of CMB during questionnaire design and data analysis. However, <xref ref-type="bibr" rid="B109">Spector (2006)</xref> suggested that CMB may be not a serious issue in practice (<xref ref-type="bibr" rid="B83">Prottas et al., 2017</xref>). Further, the CFA marker technique demonstrated that CMB was not serious. Nonetheless, CMB is a potential limitation. Therefore, some other measurement methods, such as coworker assessment, leader assessment, depth interview, and behavioral observation should be employed in future research.</p>
<p>Third, as our data were only collected from three large, state-owned coal mines in northern China, the generalizability of our findings to other organizations is questionable. There are huge differences in the job characteristics and environment between coal mines and other industries (<xref ref-type="bibr" rid="B84">Qing-gui et al., 2012</xref>). Thus, to enhance the universality of the current conclusions future research should test our model in more diverse industries.</p>
</sec>
</sec>
<sec><title>Ethics Statement</title>
<p>This study was carried out in accordance with the recommendations of ethics committee of China University of Mining and Technology with written informed consent from all subjects. All subjects gave written informed consent in accordance with the Declaration of Helsinki. The protocol was approved by the ethics committee of China University of Mining and Technology.</p>
</sec>
<sec><title>Author Contributions</title>
<p>YC designed and drafted the work. SL collected the data. QX revised the manuscript. CH analyzed data for the study.</p>
</sec>
<sec><title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study was supported by the National Natural Science Foundation of China (71573256), and the National Key Research and Development Plan of China (2017YFC0804408).</p>
</fn>
</fn-group>
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