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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" article-type="research-article"><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">101575677</journal-id><journal-id journal-id-type="pubmed-jr-id">39824</journal-id><journal-id journal-id-type="nlm-ta">Workplace Health Saf</journal-id><journal-id journal-id-type="iso-abbrev">Workplace Health Saf</journal-id><journal-title-group><journal-title>Workplace health &#x00026; safety</journal-title></journal-title-group><issn pub-type="ppub">2165-0799</issn><issn pub-type="epub">2165-0969</issn></journal-meta><article-meta><article-id pub-id-type="pmid">34154467</article-id><article-id pub-id-type="pmc">8600660</article-id><article-id pub-id-type="doi">10.1177/21650799211014768</article-id><article-id pub-id-type="manuscript">HHSPA1748722</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Emotional Labor and Depressive Symptoms Among Healthcare Workers</article-title><subtitle>The Role of Sleep</subtitle></title-group><contrib-group><contrib contrib-type="author"><name><surname>Zhang</surname><given-names>Yuan</given-names></name><degrees>PhD, RN</degrees><contrib-id contrib-id-type="orcid">http://orcid.org/0000-0003-1098-7235</contrib-id><xref ref-type="aff" rid="A1">1</xref></contrib><contrib contrib-type="author"><name><surname>ElGhaziri</surname><given-names>Mazen</given-names></name><degrees>PhD, MPH, RN</degrees><contrib-id contrib-id-type="orcid">http://orcid.org/0000-0003-1146-9982</contrib-id><xref ref-type="aff" rid="A1">1</xref></contrib><contrib contrib-type="author"><name><surname>Siddique</surname><given-names>Sundus</given-names></name><degrees>MBBS, MPH</degrees><xref ref-type="aff" rid="A1">1</xref></contrib><contrib contrib-type="author"><name><surname>Gore</surname><given-names>Rebecca</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="A1">1</xref></contrib><contrib contrib-type="author"><name><surname>Kurowski</surname><given-names>Alicia</given-names></name><degrees>ScD</degrees><xref ref-type="aff" rid="A1">1</xref></contrib><contrib contrib-type="author"><name><surname>Nobrega</surname><given-names>Suzanne</given-names></name><degrees>MS</degrees><xref ref-type="aff" rid="A1">1</xref></contrib><contrib contrib-type="author"><name><surname>Punnett</surname><given-names>Laura</given-names></name><degrees>ScD</degrees><xref ref-type="aff" rid="A1">1</xref></contrib></contrib-group><aff id="A1"><label>1</label>University of Massachusetts Lowell.</aff><author-notes><corresp id="CR1">Address correspondence to: Yuan Zhang, PhD, RN, Solomont School of Nursing, Zuckerberg College of Health Sciences, University of Massachusetts Lowell, 113 Wilder Street, Lowell, MA 01854, USA; <email>Yuan_Zhang@uml.edu</email>.</corresp></author-notes><pub-date pub-type="nihms-submitted"><day>3</day><month>11</month><year>2021</year></pub-date><pub-date pub-type="epub"><day>21</day><month>6</month><year>2021</year></pub-date><pub-date pub-type="ppub"><month>8</month><year>2021</year></pub-date><pub-date pub-type="pmc-release"><day>18</day><month>11</month><year>2021</year></pub-date><volume>69</volume><issue>8</issue><fpage>383</fpage><lpage>393</lpage><!--elocation-id from pubmed: 10.1177/21650799211014768--><abstract id="ABS1"><sec id="S1"><title>Background:</title><p id="P1">Depression is the second leading cause of disability worldwide. Health care workers report a higher prevalence of depressive symptoms than the general population. Emotional labor has contributed to poor health and work outcomes. However, the mechanism for the potential association between emotional labor and depressive symptoms has not been well studied. This study examines the relationship between emotional labor and depressive symptoms and whether sleep plays a role in explaining this relationship.</p></sec><sec id="S2"><title>Methods:</title><p id="P2">In 2018, health care workers (<italic>n</italic> = 1,060) from five public sector facilities in the northeast United States participated in this cross-sectional survey. The survey included questions on participants&#x02019; surface-acting emotional labor (masking one&#x02019;s feelings at work), depressive symptoms, sleep duration and disturbances, and socio-demographic characteristics. Multivariable linear and Poisson regression modeling were used to examine associations among variables.</p></sec><sec id="S3"><title>Findings:</title><p id="P3">There was a significant association between emotional labor and depressive symptoms (&#x003b2; = 0.82, <italic>p</italic> &#x0003c; .001). Sleep disturbances, but not short sleep duration, partially mediated this association. Neither sleep variable moderated this association.</p></sec><sec id="S4"><title>Conclusions/Application to Practice:</title><p id="P4">Depressive symptoms were prevalent among health care workers and were associated with emotional masking. Sleep disturbances play an important intermediate role in translating emotional labor to depressive symptoms in these workers. Effective workplace programs are needed to reduce health care workers&#x02019; emotional labor to improve their mental health. Sleep promotion should also be emphasized to mitigate the negative effect of emotional labor and promote mental wellbeing.</p></sec></abstract><kwd-group><kwd>emotional labor</kwd><kwd>sleep disturbances</kwd><kwd>short sleep duration</kwd><kwd>depressive symptoms</kwd></kwd-group></article-meta></front><body><sec id="S5"><title>Background</title><p id="P5">Health care is one of the largest sectors in the United States, employing over 16 million workers, who constitute 11% of the U.S. labor force (<xref rid="R7" ref-type="bibr">Bureau of Labor Statistics, 2018</xref>). Numerous physical and psychosocial stressors have been reported in the health care work environment, including shift work and extended hours, chemical and biological hazards, excessive workload, workplace violence, and so on (<xref rid="R11" ref-type="bibr">Centers for Disease Control and Prevention, 2017</xref>; <xref rid="R42" ref-type="bibr">Occupational Safety and Health Administration, 2021</xref>). All of these contribute to the poor physical and mental health of these workers, such as musculoskeletal disorders, chronic diseases, sleep deficiency, burnout, and depression (<xref rid="R39" ref-type="bibr">Mohanty et al., 2019</xref>; <xref rid="R60" ref-type="bibr">Weaver et al., 2018</xref>).</p><p id="P6">Depression is the second leading cause of disability worldwide, contributing to an overall global burden of disease (<xref rid="R62" ref-type="bibr">World Health Organization, 2020</xref>). Previous studies have reported a link between depression and poor health behaviors such as smoking, alcohol and substance use, unhealthy diet, and sedentary behaviors (<xref rid="R53" ref-type="bibr">Ruggles et al., 2017</xref>; <xref rid="R54" ref-type="bibr">Saneei et al., 2016</xref>). Depression is also linked to health outcomes such as musculoskeletal disorders, cardiovascular diseases, diabetes, and all-cause mortality (<xref rid="R3" ref-type="bibr">B&#x00103;descu et al., 2016</xref>; <xref rid="R13" ref-type="bibr">Del Campo et al., 2017</xref>; <xref rid="R35" ref-type="bibr">Machado et al., 2018</xref>; <xref rid="R44" ref-type="bibr">Penninx, 2017</xref>). In general, nurses and other health care workers report a higher rate of depressive symptoms than the general population, leading to a high incidence of low job satisfaction, burnout, absenteeism, and turnover (<xref rid="R29" ref-type="bibr">Khamisa et al., 2015</xref>; <xref rid="R33" ref-type="bibr">Letvak et al., 2012</xref>; <xref rid="R60" ref-type="bibr">Weaver et al., 2018</xref>).</p><p id="P7">Work stress, a strong predictor of poor mental health outcomes, has been reported in health care workers including physicians, nurses, and other professionals (<xref rid="R32" ref-type="bibr">Koinis et al., 2015</xref>; <xref rid="R34" ref-type="bibr">Lin et al., 2016</xref>; <xref rid="R51" ref-type="bibr">Rogers et al., 2014</xref>). According to the job demand-control-support model (<xref rid="R28" ref-type="bibr">Karasek &#x00026; Theorell, 1990</xref>), workers who have high job demands (sustained physical and/or psychological effort), low job control (ability to influence decisions), and low social support (assistance from coworkers and/or supervisors) are at a particular high risk for work stress and depressive symptoms (<xref rid="R18" ref-type="bibr">Freimann &#x00026; Merisalu, 2015</xref>; <xref rid="R58" ref-type="bibr">Topp et al., 2015</xref>).</p><p id="P8">Emotional labor, a process of managing feelings and expressions to fulfill the emotional requirements of a job, is a requirement for health care workers during interactions with patients, and sometimes also with coworkers and supervisors (<xref rid="R20" ref-type="bibr">Grandey, 2000</xref>; <xref rid="R22" ref-type="bibr">Hochschild, 2012</xref>). Generally, emotional labor consists of two primary regulation strategies: Surface acting and deep acting. Surface acting involves masking the actual emotions, for example, using fake smiles to hide one&#x02019;s true feelings. Deep acting involves putting efforts into actually feeling and expressing the required emotions, for example, modifying feelings to match the situation (<xref rid="R22" ref-type="bibr">Hochschild, 2012</xref>). More harmful outcomes to employee health have been reported from surface acting than deep acting (<xref rid="R24" ref-type="bibr">H&#x000fc;lsheger &#x00026; Schewe, 2011</xref>; <xref rid="R48" ref-type="bibr">Qi et al., 2017</xref>).</p><p id="P9">Emotional labor has contributed to poor health outcomes such as musculoskeletal disorders and depression (<xref rid="R30" ref-type="bibr">Kim &#x00026; Choo, 2017</xref>), as well as negative work outcomes such as low job satisfaction and burnout, among employees in carework and other service jobs (<xref rid="R26" ref-type="bibr">Jeung et al., 2018</xref>; <xref rid="R46" ref-type="bibr">Psilopanagioti et al., 2012</xref>; <xref rid="R52" ref-type="bibr">Roh et al., 2016</xref>; <xref rid="R61" ref-type="bibr">Wi &#x00026; Yi, 2012</xref>). Work-family conflict and self-efficacy may mediate between emotional labor and negative consequences such as burnout and poor well-being (<xref rid="R41" ref-type="bibr">Noor &#x00026; Zainuddin, 2011</xref>; <xref rid="R56" ref-type="bibr">Sloan, 2014</xref>). In the health care settings, the link between emotional labor and depressive symptoms has been studied among nurses and doctors (<xref rid="R51" ref-type="bibr">Rogers et al., 2014</xref>; <xref rid="R63" ref-type="bibr">Yoon &#x00026; Kim, 2013</xref>). Surfacing-acting emotional labor has been reported as a significant contributor to depressive symptoms among health care workers (<xref rid="R57" ref-type="bibr">Suh &#x00026; Punnett, 2020</xref>; <xref rid="R63" ref-type="bibr">Yoon &#x00026; Kim, 2013</xref>).</p><p id="P10">The mechanisms for the effect of emotional labor on depression are not well understood. In particular, there has been no study examining the role of health behaviors such as sleep on this association, even though sleep is known to play a critical part in mental wellness. Only one potentially relevant study has been identified, showing that day-specific sleep quality attenuated the influence of emotional dissonance on psychological well-being (<xref rid="R14" ref-type="bibr">Diestel et al., 2015</xref>). As we know, health care workers are at risk for short sleep duration and sleep disturbances (<xref rid="R23" ref-type="bibr">Hulsegge et al., 2019</xref>). Insufficient sleep may be associated with emotional labor (<xref rid="R36" ref-type="bibr">McGinley &#x00026; Wei, 2020</xref>). In addition, short and poor sleep contribute to depression (<xref rid="R59" ref-type="bibr">Tsuno et al., 2005</xref>; <xref rid="R66" ref-type="bibr">Zhai et al., 2015</xref>; <xref rid="R67" ref-type="bibr">Zhang et al., 2017a</xref>, <xref rid="R72" ref-type="bibr">2017b</xref>). Therefore, it is reasonable to postulate that sleep may play a mediating or moderating role in the association between emotional labor and depressive symptoms among health care workers.</p><p id="P11">The objectives of this study were (a) to examine the relationship between emotional labor and depressive symptoms among health care workers and (b) to explore the role of sleep duration and disturbances in explaining the relationship between emotional labor and depressive symptoms among these workers.</p></sec><sec id="S6"><title>Methods</title><sec id="S7"><title>Setting and Subjects</title><p id="P12">As part of a larger research study of health care workers, information was collected on employees&#x02019; work and health in five facilities in the northeast United States, including two mental health hospitals and three veterans&#x02019; facilities providing a mix of acute and residential care (<xref rid="R47" ref-type="bibr">Punnett et al., 2020</xref>). All facilities were managed by the State or Federal government and all workforces were unionized. This study used the baseline cross-sectional survey collected from a sample of 1,060 health care worker between January and June 2018. All full-time, part-time, and per-diem employees over 18 years old and hired directly by these facilities were eligible to participate.</p></sec><sec id="S8"><title>Measurements</title><sec id="S9"><title>Depressive symptoms</title><p id="P13">Depressive symptoms were assessed with the 10-item version of the Center for Epidemiologic Studies Depression Scale (CES-D) (<xref rid="R2" ref-type="bibr">Andresen et al., 1994</xref>; <xref rid="R50" ref-type="bibr">Rodolff, 1977</xref>). Each item is rated on a 4-point Likert-type scale (0 = <italic>rarely or none of the time</italic>, 1 = <italic>some or a little of the time</italic>, 2 = <italic>occasionally or a moderate amount of the time</italic>, and 3 = <italic>most or all of the time</italic>) with a total score ranging from 0 to 30. Higher scores indicate greater severity, and a total score of 10 or more is considered indicative of depression in people aged 18 and older (<xref rid="R2" ref-type="bibr">Andresen et al., 1994</xref>). The scale demonstrated good reliability for the study sample (Cronbach&#x02019;s alpha = .75).</p></sec><sec id="S10"><title>Emotional labor</title><p id="P14">Emotional labor was assessed with 3 items selected from <xref rid="R6" ref-type="bibr">Brotheridge and Grandey (2002)</xref>. The three items measured surface-acting emotional labor by asking on an average day at work, how frequently do participants (a) resist expressing their true feelings; (b) pretend to have emotions that they do not usually have; and (c) hide their true feelings about a situation. Each item is rated on a 5-point Likert-type scale (1 = <italic>never</italic>, 2 = <italic>rarely</italic>, 3 = <italic>sometimes</italic>, 4 = <italic>often</italic>, and 5 = <italic>always</italic>). The three items were averaged, with higher scores indicating more emotional labor. The scale demonstrated very good reliability for the study sample (Cronbach&#x02019;s alpha = .85).</p></sec><sec id="S11"><title>Sleep duration</title><p id="P15">Sleep duration was assessed with one item asking participants&#x02019; typical amount of sleep per 24-hr period during the work week (5 hr or less; 6 hr; 7 hr; 8 hr; 9 hr; and 10 hr or more). Sleep duration was dichotomized as &#x0003e;6 hr per day, versus &#x02264;6 hr per day (short sleep duration) for these analyses (<xref rid="R49" ref-type="bibr">Qiu et al., 2012</xref>).</p></sec><sec id="S12"><title>Sleep disturbances</title><p id="P16">The PROMIS Sleep Disturbance Short Form (<italic>SD</italic>-SF) uses 8 items to assess the severity of sleep disturbances in individuals aged 18 and older (<xref rid="R65" ref-type="bibr">Yu et al., 2012</xref>). Each item was rated on a 5-point Likert-type scale; the sum ranges in total raw score from 8 to 40 and a higher score indicates greater severity. We calculated a T-score from the total raw score, with a range from 28.9 to 76.5 based on the instrument scoring manual. The T-score was categorized as mild (55.0&#x02013;59.9), moderate (60.0&#x02013;69.9), or severe (70.0 and over) sleep disturbances (<xref rid="R65" ref-type="bibr">Yu et al., 2012</xref>). Sleep disturbances were dichotomized as no (&#x0003c;55) or yes (&#x02265;55) for these analyses. The scale demonstrated very good reliability for this study sample (Cronbach&#x02019;s alpha = .89).</p></sec><sec id="S13"><title>Socio-demographics</title><p id="P17">The questionnaire collected age, gender, race, height, weight, job title, current job tenure (how long working in the same facility), and responsibility for children and other dependents. Body mass index (BMI) was calculated from self-reported weight and height, expressed as weight/height<sup>2</sup> and categorized as normal (&#x0003c;25 kg/m<sup>2</sup>), overweight (25.0&#x02013;29.9 kg/m<sup>2</sup>), or obese (&#x02265;30.0 kg/m<sup>2</sup>) (<xref rid="R10" ref-type="bibr">Centers for Disease Control and Prevention, 2015</xref>). Job title was dichotomized as direct care (including doctors, nurses, nursing assistants, mental health workers, social workers, first responders, and rehabilitation staff) or non-direct care jobs (including lab, housekeeping, dietary, facility, orderly, and office/administrative staff).</p></sec><sec id="S14"><title>Working conditions</title><p id="P18">A wide range of work environment descriptors included usual work shift (days, evenings, nights, and rotating), weekly work hours, and weekly overtime hours; as well as physical demands, psychological demands, decision latitude, social support, work-family conflict, workplace safety, bullying, and assaults at work. These working conditions were selected as covariates for the study analyses because they are common work stressors experience by health care workers (<xref rid="R11" ref-type="bibr">Centers for Disease Control and Prevention, 2017</xref>; <xref rid="R42" ref-type="bibr">Occupational Safety and Health Administration, 2021</xref>). Furthermore, previous studies have reported their associations with mental health outcomes in health care workers (<xref rid="R18" ref-type="bibr">Freimann &#x00026; Merisalu, 2015</xref>; <xref rid="R32" ref-type="bibr">Koinis et al., 2015</xref>; <xref rid="R34" ref-type="bibr">Lin et al., 2016</xref>; <xref rid="R37" ref-type="bibr">Mento et al., 2020</xref>; Zhang et al., 2016, <xref rid="R70" ref-type="bibr">2016a</xref>, <xref rid="R72" ref-type="bibr">2017b</xref>).</p><p id="P19">Physical demands (5 items), psychological demands (2 items), decision latitude (6 items), and social support (4 items) items were selected from the subscales of the Job Content Questionnaire (JCQ) (<xref rid="R27" ref-type="bibr">Karasek et al., 1998</xref>) and assessed with a 4-point Likert-type scale (1 = <italic>strongly disagree</italic>, 2 = <italic>disagree</italic>, 3 = <italic>agree</italic>, and 4 = <italic>strongly agree</italic>). The JCQ subscales demonstrated good validity and acceptable reliability in large study populations from six countries (<xref rid="R27" ref-type="bibr">Karasek et al., 1998</xref>). The Cronbach&#x02019;s alpha coefficients of these subscales were good at .88 (physical demands), .61 (psychological demands), .71 (decision authority), and .75 (social support) for this study sample, which were similar to their reliabilities reported in a previous study with nursing assistants (<xref rid="R71" ref-type="bibr">Zhang et al., 2016b</xref>).</p><p id="P20">Work-family conflict was assessed from inter-role conflict, measured with 4 items selected from (<xref rid="R19" ref-type="bibr">Frone et al., 1992</xref>). The scale demonstrated good reliability for this study sample (Cronbach&#x02019;s alpha = .77). Participants&#x02019; perceived safety on their current job in the facility was measured with 7 items selected from the CPH-NEW All Employee Survey (<xref rid="R8" ref-type="bibr">Center for the Promotion of Health in the New England Workplaces, 2020</xref>). The scale demonstrated very good reliability for this study sample (Cronbach&#x02019;s alpha = .86). Negative behaviors at work were assessed with 6 items from the Negative Acts Questionnaire-Revised which covers being humiliated or ridiculed, ignored or shunned, insulted, shouted at or targeted, intimidated with threatening behaviors, or being the subject of excessive teasing and sarcasm in the past six months (<xref rid="R15" ref-type="bibr">Einarsen et al., 2009</xref>). This variable was dichotomized as yes (any) or no (none) for these analyses. Assaults at work were measured with 3 items asking about participants&#x02019; experience of physical hurt or assaults including being hit, slapped, punched, kicked, strangled, and so on, in the past 6 months (<xref rid="R1" ref-type="bibr">Amuwo et al., 2011</xref>). This variable was also dichotomized as yes (any) or no (none) for these analyses.</p></sec></sec><sec id="S15"><title>Data Collection</title><p id="P21">The research team distributed and collected the questionnaires at each facility over a 2 to 5-day period to accommodate employees working at different shifts and units. The team members explained the study purpose and procedure, potential benefits and risks, and protection of confidentiality to participants. Although employees were given the option to take home the questionnaires to complete in private, most completed questionnaires during break times and returned them in person. Compensation of $10 was offered for each completed questionnaire with a consent form. The study was approved by the University of Massachusetts Lowell Institutional Review Board (No. 16&#x02013;131-PUN-XPD).</p></sec><sec id="S16"><title>Data Analysis</title><p id="P22">All statistical analyses were completed using the SPSS software 26.0. Emotional labor and depressive symptoms were treated as continuous, while sleep duration and disturbances were treated as dichotomous variables. The associations of socio-demographics and working conditions with emotional labor and depressive symptoms were examined using Independent Samples <italic>t</italic>-Test (for means of two independent groups), ANOVA (means of three or more independent groups), and Spearman correlation coefficients (for variables that are not continuous or not normally distributed) (<xref rid="R16" ref-type="bibr">Field, 2013</xref>). Multivariable linear regression modeling was used to calculate coefficients and 95% confidence intervals (CI) for depressive symptoms (continuous). The prevalence of sleep disturbances and short sleep duration were both over 10%. Poisson regression modeling with robust variance estimates was therefore used to calculate prevalence ratios (PR) and 95% CI because it is more conservative and accurate than logistic regression modeling (<xref rid="R5" ref-type="bibr">Barros &#x00026; Hirakata, 2003</xref>). Multicollinearity assumptions were checked using Variance Inflation Factors (VIF) to quantify how much the variance is inflated in the multivariable linear regression models (<xref rid="R16" ref-type="bibr">Field, 2013</xref>). Socio-demographics and working conditions were adjusted as covariates in the multivariable regression models using the change-in-estimate criterion (<xref rid="R21" ref-type="bibr">Greenland, 1989</xref>), defined as 10% change in the coefficient of emotional labor in the model.</p><p id="P23">Baron and Kenny&#x02019;s method (<xref rid="R4" ref-type="bibr">Baron &#x00026; Kenny, 1986</xref>) was used to assess the potential mediating effect of sleep disturbances or duration on the association between emotional labor and depressive symptoms by evaluating four criteria: (a) emotional labor association with depressive symptoms, (b) emotional labor association with sleep disturbances (or duration), (c) sleep disturbances (or duration) association with depressive symptoms; and (d) attenuation of the association between emotional labor and depressive symptoms with inclusion of sleep disturbances (or/and duration).</p><p id="P24">To assess the potential moderating effect of sleep disturbances or duration, the interaction of sleep disturbances (yes vs. no) or sleep duration (&#x02264;6 vs. &#x0003e;6 hr/day) with emotional labor was introduced into the multivariable linear regression models after the main effects and tested for statistical significance.</p></sec></sec><sec id="S17"><title>Results</title><sec id="S18"><title>Descriptive and Correlation Analyses</title><p id="P25">A total of 1,060 among 2,776 health care workers employed in these five facilities completed the survey (response rate of 38%), with an average age of 47 years (<xref rid="T1" ref-type="table">Table 1</xref>). More than three-fourths were overweight or obese, and 72% reported working day shifts. Over a half were involved in direct care, including doctors, nurses, nursing assistants, mental health workers, social workers, first responders, and rehabilitation staff. Over one-half reported negative behaviors at work and over one-fourth reported assaults at work in the past 6 months. Nearly one-quarter reported depressive symptoms (CES-D &#x02265; 10), while short sleep duration (over one-half) and sleep disturbances (nearly one-third) were even more common.</p><p id="P26">Depression scores were higher if employees reporting higher emotional labor (<italic>p</italic> &#x0003c; .01), as well as higher physical demands (<italic>p</italic> &#x0003c; .01), psychological demands (<italic>p</italic> &#x0003c; .01), social support (<italic>p</italic> &#x0003c; .01), work-family conflict (<italic>p</italic> &#x0003c; .01), negative behaviors at work (<italic>p</italic> &#x0003c; .01), assaults (<italic>p</italic> &#x0003c; .01), and more weekly overtime hours (<italic>p</italic> &#x0003c; .05); but lower decision latitude (<italic>p</italic> &#x0003c; .01) and workplace safety (<italic>p</italic> &#x0003c; .01). Younger and white workers had higher depression scores than older (<italic>p</italic> &#x0003c; .01) and non-white (<italic>p</italic> &#x0003c; .01) ones.</p><p id="P27">Employees reported higher emotional labor when they also experienced higher psychological demands (<italic>p</italic> &#x0003c; .01), work-family conflict (<italic>p</italic> &#x0003c; .01), negative behaviors at work (<italic>p</italic> &#x0003c; .01), assaults (<italic>p</italic> &#x0003c; .01), and more weekly work hours (<italic>p</italic> &#x0003c; .05), but lower decision latitude (<italic>p</italic> &#x0003c; .01), social support (<italic>p</italic> &#x0003c; .01), and workplace safety (<italic>p</italic> &#x0003c; .01).</p><p id="P28">Direct care employees reported more physical demands (<italic>p</italic> &#x0003c; .001), decision latitude (<italic>p</italic> &#x0003c; .05), workplace safety (<italic>p</italic> &#x0003c; .001), and work-family conflict (<italic>p</italic> &#x0003c; .01), more weekly overtime hours (<italic>p</italic> &#x0003c; .05), working more evening and night shifts (<italic>p</italic> &#x0003c; .001), and more prevalence of negative behaviors (<italic>p</italic> &#x0003c; .01), assaults (<italic>p</italic> &#x0003c; .001), and short sleep duration (<italic>p</italic> &#x0003c; .05). Older employees reported lower prevalence of short sleep duration (<italic>p</italic> &#x0003c; .01), while female employees reported higher prevalence of sleep disturbances (<italic>p</italic> &#x0003c; .05). Non-white employees reported less emotional labor (<italic>p</italic> &#x0003c; .01), but higher prevalence of short sleep duration (<italic>p</italic> &#x0003c; .01) (<xref rid="T2" ref-type="table">Table 2</xref>).</p></sec><sec id="S19"><title>Multivariate Analyses</title><p id="P29">Multivariable linear regression model of emotional labor and depressive symptoms was adjusted for social support, work family conflict, and negative behaviors at work (<xref rid="T3" ref-type="table">Table 3</xref>). Variance Inflation Factor (VIF) ranges from 1.11 to 1.38, indicating non-multicollinerity. There was a significant association between emotional labor and depressive symptoms. With every unit increase of the emotional labor score, the depressive symptoms score increased by 0.88 units (<xref rid="T3" ref-type="table">Table 3</xref>, Model 1).</p><p id="P30">In the multivariable Poisson and linear regression models, there were significant associations between emotional labor and sleep disturbances (<xref rid="T3" ref-type="table">Table 3</xref>, Model 2a), and between sleep disturbances and depressive symptoms (Model 3a), after adjustment for covariates (<xref rid="T3" ref-type="table">Table 3</xref>). After introducing sleep disturbances into the model (Model 4a), emotional labor remained a significant association with depressive symptoms. Sleep disturbances were associated with depressive symptoms and partially attenuated this association by 17.0%. The mediating role of sleep disturbances between emotional labor and depressive symptoms is shown in <xref rid="F1" ref-type="fig">Figure 1</xref>.</p><p id="P31">Although the association between short sleep duration and depressive symptoms was significant (<xref rid="T3" ref-type="table">Table 3</xref>, Model 3b), the association between emotional labor and short sleep duration was not significant (Model 2b), after adjustment for covariates. Therefore, short sleep duration was not considered as a mediator or moderator in the association between emotional labor and depressive symptoms.</p><p id="P32">In the multivariable linear regression model with emotional labor and sleep disturbances as main effects, the interaction between emotional labor and sleep disturbances was not statistically significant (&#x003b2; = 0.21, 95% CI: &#x02212;0.33, 0.74, <italic>p</italic> = .46), indicating that sleep disturbances did not modify this association.</p></sec></sec><sec id="S20"><title>Discussion</title><p id="P33">In this study of 1,060 mixed-occupation health care workers, nearly a quarter reported depressive symptoms over the past week. This prevalence is higher than in the U.S. general population (<xref rid="R9" ref-type="bibr">Centers for Disease Control and Prevention, 2013</xref>) and also higher than that in one random sample of hospital nurses (<xref rid="R33" ref-type="bibr">Letvak et al., 2012</xref>). Over one-half of the study participants reported short sleep duration (&#x02264;6 hr per day) and nearly a third had sleep disturbances. These prevalence values were similar to those in a sample of hospital nurses (<xref rid="R68" ref-type="bibr">Zhang et al., 2018</xref>).</p><p id="P34">Surface-acting emotional labor was positively associated with depressive symptoms; this relationship has also been found previously (<xref rid="R51" ref-type="bibr">Rogers et al., 2014</xref>; <xref rid="R63" ref-type="bibr">Yoon &#x00026; Kim, 2013</xref>). Suh and Punnett reported that surface-acting emotional labor strongly predicted depressive symptoms 2 years later among health care workers at nursing homes (<xref rid="R57" ref-type="bibr">Suh &#x00026; Punnett, 2020</xref>). Rogers and colleagues found positive associations among surface-acting emotional labor, work-related burnout, and depressive symptoms among Australian doctors, in contrast to a negative association between deep-acting emotional labor and burnout. The authors also suggested work-related burnout as a mediator between surface-acting emotional labor and depressive symptoms (<xref rid="R51" ref-type="bibr">Rogers et al., 2014</xref>). Two studies have reported negative associations between surface-acting emotional labor and job satisfaction, one of physicians in Greece (<xref rid="R46" ref-type="bibr">Psilopanagioti et al., 2012</xref>) and another of social workers in health care settings in the United States (<xref rid="R52" ref-type="bibr">Roh et al., 2016</xref>).</p><p id="P35">As expected, we found that sleep disturbances were associated with both emotional labor and depressive symptoms. However, short sleep duration was associated with depressive symptoms but not emotional labor. Sleep duration is largely dependent on time availability, which is affected by the limited amount of resources to allocate to activities associated with life domains such as work, family, and sleep. Therefore, it is understandable that emotional labor has more effect on sleep quality than quantity, but both sleep domains have significant effect on mental health and wellbeing. A meta-analysis of seven prospective studies suggested that both short and long sleep duration was significantly associated with increased risk of depression in adults, with the pooled relative risk for depression as 1.31 for short sleep duration compared to normal sleep duration (<xref rid="R66" ref-type="bibr">Zhai et al., 2015</xref>). Sleep disturbances have been previously associated with poor mental health among health care workers (<xref rid="R67" ref-type="bibr">Zhang et al., 2017a</xref>, <xref rid="R72" ref-type="bibr">2017b</xref>). The association between emotional labor and sleep has not been well studied, with only a few studies published from a sample of dental hygienists (<xref rid="R43" ref-type="bibr">Park et al., 2017</xref>; <xref rid="R64" ref-type="bibr">S.-U. Yoon &#x00026; Nam, 2011</xref>).</p><p id="P36">This study adds new evidence to the literature by reporting that sleep disturbances partially attenuated the strength of the association between surface-acting emotional labor and depressive symptoms in health care workers. Sleep has been reported as a significant mediator between work-family conflict and poor mental health (<xref rid="R43" ref-type="bibr">Park et al., 2017</xref>; <xref rid="R64" ref-type="bibr">Yoon &#x00026; Nam, 2011</xref>). Our study is innovative in examining and verifying this mechanism between emotional labor and depressive symptoms in a large sample of mixed-occupation health care workers. Confirming our expectation, sleep disturbances play a partial mediating role in this association. If this finding reflects a causal mechanism, then it may be that masking one&#x02019;s actual emotions during work interactions may cause sleep disturbances, which in turn lead to depressive symptoms among health care workers.</p><p id="P37">Emotional labor, especially the surface-acting form (masking of actual emotions), can be greatly impacted by working conditions or perhaps exacerbated by them. For example, due to health care workers&#x02019; high exposure to occupational violence, it has been recommended to adjust the effect of verbal and physical assaults when examining the negative effect of emotional labor on employee health (<xref rid="R26" ref-type="bibr">Jeung et al., 2018</xref>; <xref rid="R45" ref-type="bibr">Phillips, 2016</xref>). In our bivariate analyses, emotional labor was positively associated with psychological demands, work-family conflict, negative behaviors at work, assaults, and weekly work hours, while negatively associated with decision latitude, workplace safety, and social support. <xref rid="R55" ref-type="bibr">Shani and colleagues (2014)</xref> reported four contextual themes that may affect emotional labor in hospitality industries, including the manager-employee relationship, the job&#x02019;s physical demands, the quality of emotional labor training, and the frequency, duration and repetition of guest-employee encounters. Another study reported that customer contact, role ambiguity, job autonomy, and social support potentially moderated the association between emotional labor and burnout in service workers (<xref rid="R31" ref-type="bibr">S. Kim &#x00026; Wang, 2018</xref>).</p><sec id="S21"><title>Strengths and Limitations</title><p id="P38">This study has several strengths, including the large sample of workers, the inclusion of a wide range of health care jobs, the adjustment for multiple sociodemographic and work covariates in the data analyses, and the consideration of possible mediating and moderating effects of sleep. This study also has several limitations. Definitive conclusions about causal relationships cannot be drawn in a cross-sectional design. Future longitudinal studies are needed to verify the study findings. The study setting (public sector facilities with union representation) might limit the generalizability of the study findings. A prospective study using a more nationally representative random sample of health care workers would be a valuable follow-up.</p></sec></sec><sec id="S22"><title>Implications for Occupational Health Nursing Practice</title><p id="P39">This quantitative cross-sectional study found that surface-acting emotional labor was significantly associated with depressive symptoms among health care workers. This association was partially mediated by sleep disturbances. These findings have particular implications for occupational health nurses who are responsible for reducing work-related safety and health hazards and promoting healthy behaviors of employees. Health care work involves high physical and psychosocial stress, leading to low employee job satisfaction, burnout, intention to turnover, and poor health outcomes (<xref rid="R25" ref-type="bibr">Iliceto et al., 2013</xref>; <xref rid="R29" ref-type="bibr">Khamisa et al., 2015</xref>; <xref rid="R40" ref-type="bibr">Mosadeghrad, 2013</xref>; <xref rid="R69" ref-type="bibr">Zhang et al., 2014</xref>). These workers&#x02019; sleep and mental health deserves particular attention since poor sleep and mental health likely affect the quality of care delivery and patient safety.</p><p id="P40">Workplace programs are needed to prevent or reduce emotional masking in order to address the prevalence of depressive symptoms among healthcare workers. Previous studies (<xref rid="R31" ref-type="bibr">Kim &#x00026; Wang, 2018</xref>; <xref rid="R55" ref-type="bibr">Shani et al., 2014</xref>) as well as this one suggest that improving the work environment to reduce surface-acting emotional labor may have great potential for employee well-being. Team climate may act as a moderator between emotional labor and burnout, subsequently influencing employee turnover intention (<xref rid="R12" ref-type="bibr">Cheng et al., 2013</xref>). Flores and colleagues stated that the higher the organizational support received by nurses, the less they manifest surface acting (<xref rid="R17" ref-type="bibr">Flores, 2018</xref>). Another study reported that social support may offset the harmful effect of emotional masking on organizational commitment (<xref rid="R38" ref-type="bibr">Mikeska et al., 2015</xref>). Therefore, workplace programs improving social support from coworkers, supervisors, and the organization could potentially reduce the negative effect of emotional labor.</p><p id="P41">Other organizational strategies to reduce surface-acting emotional labor may include but are not limited to: Provide more opportunities to make job decisions; improve workplace safety through reducing negative behaviors and assaults at work, schedule appropriate length of work hours on a weekly basis, and genuinely listen to workers&#x02019; difficulties when conflict arises from their work or family life. In addition, providing sufficient resources at the workplace with regards to facilitating work-family balance, promoting more collaborative team environment, and providing free and supportive psychological counseling may reduce emotional masking and in turn, may improve worker mental health and wellbeing. Workplaces may also provide programs that can help employees understand their reactions to emotional labor and develop policies and procedures to reduce its negative impact.</p><p id="P42">Sleep is an important self-care domain and sufficient sleep is needed for optimum human function. In order to attenuate the negative influence of emotional labor on worker mental health, sleep promotion is important. Workplace education or interventions are encouraged to address healthy sleep practices including sleep hygiene education. Additionally, non-pharmacological strategies, such as meditation, mindfulness, yoga and other complementary medicines are recommended as effective treatments of sleep problems and practical strategies of sleep promotion. These may be implemented through workplace training or continuing education.</p></sec></body><back><ack id="S23"><title>Funding</title><p id="P43">The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: The Center for the Promotion of Health in the New England Workplace is supported by Grant Number 2 U19 OH008857 from the National Institute for Occupational Safety and Health (CDC). This work is solely the responsibility of the authors and does not necessarily represent the official views of NIOSH. We are grateful to the CPH-NEW Research Team members who collected the questionnaire data and the workers who shared their experiences with us.</p></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P51">Declaration of Conflicting Interests</p><p id="P52">The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.</p></fn><fn id="FN2"><p id="P53">IRB Protocol Number</p><p id="P54">This study was approved by the Institutional Review Board at University of Massachusetts Lowell (No. 16-131-PUN-XPD).</p></fn></fn-group><bio id="d40e758"><title>Author Biographies</title><p id="P44">Yuan Zhang, PhD, RN, is an Associate Professor of Nursing at the University of Massachusetts Lowell. Her research focuses on the broader effect of work environment on sleep quality, physical and mental health of health care workers; and workplace participatory interventions to improve employee health and safety.</p><p id="P45">Mazen ElGhaziri, PhD, MPH, RN, is an Assistant Professor and Associated Chair of Nursing at the University of Massachusetts Lowell. His research focuses on workplace violence prevention and its impact on physical and mental health of the health care and correctional workforce, with a bio-behavioral approach to preventive interventions.</p><p id="P46">Sundus Siddique, MBBS, MPH, is a doctoral candidate in Epidemiology at the University of Massachusetts Lowell. She has worked as a general physician and surgeon. Her primary research focuses on occupational medicine, specifically burnout in health care professionals.</p><p id="P47">Rebecca Gore, PhD, is a Senior Biostatistician in the Department of Biomedical Engineering at the University of Massachusetts Lowell. She has experience in regression modeling of various types including robust regression, regression smoothing and mixed and multilevel models. Other areas of interest are causal inference and Bayesian modeling.</p><p id="P48">Alicia Kurowski, ScD, is a Research Professor in the Department of Biomedical Engineering at the University of Massachusetts Lowell. Her research interests are in health care ergonomics, safe patient handling, and participatory ergonomics methods for employee engagement.</p><p id="P49">Suzanne Nobrega, MS, is Outreach Project Director and a doctoral student in Education Research and Evaluation at the University of Massachusetts Lowell. Her research interests are in job stress and chronic disease, Total Worker Health, and participatory interventions.</p><p id="P50">Laura Punnett, ScD, is Professor of Biomedical Engineering at the University of Massachusetts Lowell. 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0.73 = the standardized coefficient after introducing sleep disturbances into the model; 17.0% =the mediated percentage of the association between emotional labor and depressive symptoms after introducing sleep disturbances into the model. **<italic>p</italic> &#x0003c; .01.</p></caption><graphic xlink:href="nihms-1748722-f0001"/></fig><table-wrap id="T1" position="float" orientation="portrait"><label>Table 1.</label><caption><p id="P56">Socio-Demographics, Working Conditions, Emotional Labor, Sleep, and Depressive Symptoms Among Health Care Workers (<italic>N</italic> = 1,060)</p></caption><table frame="box" rules="all"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1">Variables</th><th align="center" valign="top" rowspan="1" colspan="1"><italic>M</italic> &#x000b1; <italic>SD</italic> or frequency (percentage)</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Age</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">47.28 &#x000b1; 11.96</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Job tenure</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">9.54 &#x000b1; 9.39</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Gender (female)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">689 (65.0%)</td></tr><tr><td align="left" valign="top" colspan="2" rowspan="1">
<bold>Race</bold>
</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>White</bold></td><td align="center" valign="top" rowspan="1" colspan="1">753 (71.0%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Non-white</bold></td><td align="center" valign="top" rowspan="1" colspan="1">307 (29.0%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>BMI</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">29.40 &#x000b1; 6.89</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Normal</bold></td><td align="center" valign="top" rowspan="1" colspan="1">262 (25.7%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Overweight</bold></td><td align="center" valign="top" rowspan="1" colspan="1">348 (34.2%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Obese</bold></td><td align="center" valign="top" rowspan="1" colspan="1">409 (44.3%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Children responsibility (yes)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">447 (43.10%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Other dependent responsibility (yes)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">222 (22.4%)</td></tr><tr><td align="left" valign="top" colspan="2" rowspan="1">
<bold>Job title</bold>
</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Direct care</bold></td><td align="center" valign="top" rowspan="1" colspan="1">602 (56.8%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Non-direct care</bold></td><td align="center" valign="top" rowspan="1" colspan="1">458 (43.2%)</td></tr><tr><td align="left" valign="top" colspan="2" rowspan="1">
<bold>Shift work</bold>
</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Days</bold></td><td align="center" valign="top" rowspan="1" colspan="1">750 (72.4%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Evenings</bold></td><td align="center" valign="top" rowspan="1" colspan="1">136 (13.1%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Nights</bold></td><td align="center" valign="top" rowspan="1" colspan="1">85 (8.2%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Rotations</bold></td><td align="center" valign="top" rowspan="1" colspan="1">38 (3.7%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;<bold>Others</bold></td><td align="center" valign="top" rowspan="1" colspan="1">27 (2.6%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Weekly work hours</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">41.13 &#x000b1; 10.53</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Weekly overtime hours</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">4.99 &#x000b1; 31.71</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Physical demands (range 5&#x02013;20)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">10.60 &#x000b1; 3.80</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Psychological demands (range 2&#x02013;8)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">4.78 &#x000b1; 1.31</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Decision latitude (range 6&#x02013;24)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">17.19 &#x000b1; 2.96</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Social support (range 4&#x02013;16)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">11.47 &#x000b1; 2.32</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Workplace safety (range 1&#x02013;4)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">1.91 &#x000b1; 0.57</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Work-family conflict (range 1&#x02013;5)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">2.42 &#x000b1; 0.57</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Emotional labor (range 1&#x02013;5)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">2.56 &#x000b1; 1.00</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Depressive symptoms/CES-D (range 0&#x02013;30)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">6.81 &#x000b1; 4.80</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Assaults at work (yes)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">299 (28.2%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Negative behaviors at work (yes)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">608 (58.3%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Short sleep duration (yes)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">558 (53.6%)</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">
<bold>Sleep disturbances (yes)</bold>
</td><td align="center" valign="top" rowspan="1" colspan="1">339 (32.2%)</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><p id="P57"><italic>Note.</italic> A total score of 10 or more is indicative of depressive symptomatology. BMI = Body Mass Index. CES-D = Center for Epidemiologic Studies Depression Scale, 10-item version.</p></fn></table-wrap-foot></table-wrap><table-wrap id="T2" position="float" orientation="landscape"><label>Table 2.</label><caption><p id="P58">Associations of Selected Demographic Characteristics With Emotional Labor and Sleep.</p></caption><table frame="box" rules="all"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1">Selected demographic variables</th><th align="center" valign="top" rowspan="1" colspan="1">Emotional labor</th><th align="center" valign="top" rowspan="1" colspan="1">Short sleep duration</th><th align="center" valign="top" rowspan="1" colspan="1">Sleep disturbances</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Age (older)</td><td align="center" valign="top" rowspan="1" colspan="1">ns</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;<xref rid="TFN4" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">ns</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Gender (female)</td><td align="center" valign="top" rowspan="1" colspan="1">ns</td><td align="center" valign="top" rowspan="1" colspan="1">ns</td><td align="center" valign="top" rowspan="1" colspan="1">+<xref rid="TFN3" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Race (non-white)</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;<xref rid="TFN4" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">+<xref rid="TFN4" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">ns</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Job title (direct care)</td><td align="center" valign="top" rowspan="1" colspan="1">ns</td><td align="center" valign="top" rowspan="1" colspan="1">+<xref rid="TFN3" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">ns</td></tr></tbody></table><table-wrap-foot><fn id="TFN2"><p id="P59"><italic>Note.</italic> ns = not significant; &#x02212; = negative association; + = positive association.</p></fn><fn id="TFN3"><label>*</label><p id="P60"><italic>p</italic> &#x0003c; .05.</p></fn><fn id="TFN4"><label>**</label><p id="P61"><italic>p</italic> &#x0003c; .01.</p></fn></table-wrap-foot></table-wrap><table-wrap id="T3" position="float" orientation="landscape"><label>Table 3.</label><caption><p id="P62">Multivariate Linear and Poisson Regression Models for Emotional Labor, Sleep, and Depressive Symptoms among Health Care Workers.</p></caption><table frame="box" rules="all"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1">Analysis and model</th><th align="center" valign="top" rowspan="1" colspan="1">Independent variable</th><th align="center" valign="top" rowspan="1" colspan="1">Dependent variable</th><th align="center" valign="top" rowspan="1" colspan="1">&#x003b2; or <italic>PR</italic></th><th align="center" valign="top" rowspan="1" colspan="1">95% confidence intervals</th><th align="center" valign="top" rowspan="1" colspan="1">Adjusted <italic>R</italic><sup>2</sup></th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">Model 1</td><td align="left" valign="top" rowspan="1" colspan="1">Emotional labor</td><td align="left" valign="top" rowspan="1" colspan="1">Depressive symptoms</td><td align="center" valign="top" rowspan="1" colspan="1">0.88<xref rid="TFN7" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.55&#x02013;1.16</td><td align="center" valign="top" rowspan="1" colspan="1">0.23</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Model 2a</td><td align="left" valign="top" rowspan="1" colspan="1">Emotional labor</td><td align="left" valign="top" rowspan="1" colspan="1">Sleep disturbances</td><td align="center" valign="top" rowspan="1" colspan="1">1.16<xref rid="TFN7" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">1.05&#x02013;1.29</td><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Model 2b</td><td align="left" valign="top" rowspan="1" colspan="1">Emotional labor</td><td align="left" valign="top" rowspan="1" colspan="1">Short sleep duration</td><td align="center" valign="top" rowspan="1" colspan="1">1.05</td><td align="center" valign="top" rowspan="1" colspan="1">0.98&#x02013;1.12</td><td align="left" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Model 3a</td><td align="left" valign="top" rowspan="1" colspan="1">Sleep disturbances</td><td align="left" valign="top" rowspan="1" colspan="1">Depressive symptoms</td><td align="center" valign="top" rowspan="1" colspan="1">2.96<xref rid="TFN7" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">2.40&#x02013;3.52</td><td align="center" valign="top" rowspan="1" colspan="1">0.28</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Model 3b</td><td align="left" valign="top" rowspan="1" colspan="1">Short sleep duration</td><td align="left" valign="top" rowspan="1" colspan="1">Depressive symptoms</td><td align="center" valign="top" rowspan="1" colspan="1">0.83<xref rid="TFN7" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.29&#x02013;1.36</td><td align="center" valign="top" rowspan="1" colspan="1">0.21</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Model 4a</td><td align="left" valign="top" rowspan="1" colspan="1">Emotional labor</td><td align="left" valign="top" rowspan="1" colspan="1">Depressive symptoms</td><td align="center" valign="top" rowspan="1" colspan="1">0.73<xref rid="TFN7" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.43&#x02013;1.02</td><td align="center" valign="top" rowspan="1" colspan="1">0.30</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Sleep disturbances</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2.83<xref rid="TFN7" ref-type="table-fn">**</xref></td><td align="center" valign="top" rowspan="1" colspan="1">2.27&#x02013;3.39</td><td align="left" valign="top" rowspan="1" colspan="1"/></tr></tbody></table><table-wrap-foot><fn id="TFN5"><p id="P63"><italic>Note.</italic> Models 1, 2, 3, and 4 were adjusted for social support, work-family conflict, and negative behaviors at work. When introducing sleep disturbances into Model 4a, the correlation coefficient between emotional labor and depressive symptoms reduced from 0.88 (Model 1) to 0.73 (Model 4a), suggesting that 17% of this association was mediated by sleep disturbances.</p></fn><fn id="TFN6"><p id="P64">PR = prevalence ratio</p></fn><fn id="TFN7"><label>**</label><p id="P65"><italic>p</italic> &#x0003c; .01.</p></fn></table-wrap-foot></table-wrap><boxed-text id="BX1" position="float" orientation="portrait"><caption><title>Applying Research to Occupational Health Practice</title></caption><p id="P66">This study provides innovative information about sleep disturbances as a partial mediator in the association between surface-acting emotional labor and depressive symptoms among health care workers. Both sleep and mental health of health care workers are of significance since their ability to mentally function at a high level during the work process is essential to ensure patient safety and quality of care. Findings from this study provide useful information to occupational health nurses to identify organizational risk factors associated with emotional labor and to understand poor health behaviors and outcomes resulting from emotional labor. Workplace programs are needed to improve health care workers&#x02019; work environment and help them understand their reactions to emotional labor, thereby develop policies and procedures to reduce the negative impact of emotional labor. In addition, sleep promotion needs to receive considerable attention for health care workers to mitigate the negative effect of emotional labor on their mental health and wellbeing.</p></boxed-text></floats-group></article>