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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" xml:lang="en" 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">9504688</journal-id><journal-id journal-id-type="pubmed-jr-id">8741</journal-id><journal-id journal-id-type="nlm-ta">J Occup Environ Med</journal-id><journal-id journal-id-type="iso-abbrev">J Occup Environ Med</journal-id><journal-title-group><journal-title>Journal of occupational and environmental medicine</journal-title></journal-title-group><issn pub-type="ppub">1076-2752</issn><issn pub-type="epub">1536-5948</issn></journal-meta><article-meta><article-id pub-id-type="pmid">38595269</article-id><article-id pub-id-type="pmc">11230841</article-id><article-id pub-id-type="doi">10.1097/JOM.0000000000003103</article-id><article-id pub-id-type="manuscript">NIHMS1978955</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Association of Chronotype and Shiftwork with COVID-19 Infection</article-title></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-9474-7679</contrib-id><name><surname>Quan</surname><given-names>Stuart F.</given-names></name><degrees>M.D.</degrees><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-3578-336X</contrib-id><name><surname>Weaver</surname><given-names>Matthew D.</given-names></name><degrees>Ph.D.</degrees><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-3100-7347</contrib-id><name><surname>Czeisler</surname><given-names>Mark &#x000c9;.</given-names></name><degrees>Ph.D.</degrees><xref rid="A3" ref-type="aff">3</xref><xref rid="A4" ref-type="aff">4</xref><xref rid="A5" ref-type="aff">5</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-8547-7331</contrib-id><name><surname>Barger</surname><given-names>Laura K.</given-names></name><degrees>Ph.D.</degrees><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-0533-3715</contrib-id><name><surname>Booker</surname><given-names>Lauren A.</given-names></name><degrees>Ph.D.</degrees><xref rid="A5" ref-type="aff">5</xref><xref rid="A6" ref-type="aff">6</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-7772-1496</contrib-id><name><surname>Howard</surname><given-names>Mark E.</given-names></name><degrees>M.B.B.S, Ph.D.</degrees><xref rid="A5" ref-type="aff">5</xref><xref rid="A7" ref-type="aff">7</xref><xref rid="A8" ref-type="aff">8</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-4976-8101</contrib-id><name><surname>Jackson</surname><given-names>Melinda L.</given-names></name><degrees>Ph.D.</degrees><xref rid="A4" ref-type="aff">4</xref><xref rid="A5" ref-type="aff">5</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-0612-1466</contrib-id><name><surname>Lane</surname><given-names>Rashon I.</given-names></name><degrees>Ph.D.</degrees><xref rid="A1" ref-type="aff">1</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-6481-3391</contrib-id><name><surname>McDonald</surname><given-names>Christine F.</given-names></name><degrees>M.B.B.S., Ph.D.</degrees><xref rid="A5" ref-type="aff">5</xref><xref rid="A8" ref-type="aff">8</xref><xref rid="A9" ref-type="aff">9</xref><xref rid="A10" ref-type="aff">10</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-1360-9387</contrib-id><name><surname>Ridgers</surname><given-names>Anna</given-names></name><degrees>M.B.B.S.</degrees><xref rid="A5" ref-type="aff">5</xref><xref rid="A8" ref-type="aff">8</xref><xref rid="A9" ref-type="aff">9</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-0288-2505</contrib-id><name><surname>Robbins</surname><given-names>Rebecca</given-names></name><degrees>Ph.D.</degrees><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-5408-1625</contrib-id><name><surname>Varma</surname><given-names>Prerna</given-names></name><degrees>Ph.D.</degrees><xref rid="A4" ref-type="aff">4</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0001-7527-8558</contrib-id><name><surname>Rajaratnam</surname><given-names>Shantha M.W.</given-names></name><degrees>Ph.D.</degrees><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref><xref rid="A4" ref-type="aff">4</xref><xref rid="A5" ref-type="aff">5</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-7408-1849</contrib-id><name><surname>Czeisler</surname><given-names>Charles A.</given-names></name><degrees>M.D., Ph.D.</degrees><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref></contrib></contrib-group><aff id="A1"><label>1</label>Division of Sleep and Circadian Disorders, Brigham and Women&#x02019;s Hospital, Boston, MA, USA</aff><aff id="A2"><label>2</label>Division of Sleep Medicine, Harvard Medical School, Boston, MA, USA</aff><aff id="A3"><label>3</label>Francis Weld Peabody Society, Harvard Medical School, Boston, MA, USA</aff><aff id="A4"><label>4</label>School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia</aff><aff id="A5"><label>5</label>Institute for Breathing and Sleep, Austin Health, Heidelberg, Victoria, Australia</aff><aff id="A6"><label>6</label>University Department of Rural Health, La Trobe Rural Health School, La Trobe University, Bendigo, Victoria, Australia</aff><aff id="A7"><label>7</label>Turner Institute for Brain and Mental Health, Monash University, Clayton, Victoria, Australia</aff><aff id="A8"><label>8</label>Department of Medicine, The University of Melbourne, Melbourne, Victoria, Australia</aff><aff id="A9"><label>9</label>Department of Respiratory and Sleep Medicine, Austin Health, Heidelberg, Victoria, Australia</aff><aff id="A10"><label>10</label>Faculty of Medicine, Monash University, Melbourne Australia</aff><author-notes><corresp id="CR1"><italic toggle="yes">Corresponding Author</italic>: Stuart F. Quan, M.D., Division of Sleep and Circadian Disorders, Brigham and Women&#x02019;s Hospital, 221 Longwood Ave., Boston, MA 02115, <email>Stuart_Quan@hms.harvard.edu</email></corresp><fn id="FN4"><p id="P43">Specific Author Contributions:
<list list-type="alpha-lower" id="L7"><list-item><p id="P44">Concept and design: SFQ</p></list-item><list-item><p id="P45">Data collection: MDW, M&#x000c9;C, MEH</p></list-item><list-item><p id="P46">Data analysis and interpretation: SFQ, LAB, JFW, PV, RR, M&#x000c9;C</p></list-item><list-item><p id="P47">Drafting of the manuscript: SFQ</p></list-item><list-item><p id="P48">Critical feedback and revision of the manuscript: MDW, M&#x000c9;C, LKB, LAB, MEH, MLJ, RL, CFM, AR, RR, PV, SMWR, CAC</p></list-item></list></p></fn></author-notes><pub-date pub-type="nihms-submitted"><day>30</day><month>3</month><year>2024</year></pub-date><pub-date pub-type="ppub"><day>01</day><month>7</month><year>2024</year></pub-date><pub-date pub-type="epub"><day>10</day><month>4</month><year>2024</year></pub-date><pub-date pub-type="pmc-release"><day>01</day><month>7</month><year>2025</year></pub-date><volume>66</volume><issue>7</issue><fpage>548</fpage><lpage>555</lpage><abstract id="ABS1"><sec id="S1"><title>Objective:</title><p id="P1">This study assesses whether chronotype is related to COVID-19 infection and whether there is an interaction with shift work.</p></sec><sec id="S2"><title>Methods:</title><p id="P2">Cross-sectional survey of 19,821 U.S. adults</p></sec><sec id="S3"><title>Results:</title><p id="P3">COVID-19 infection occurred in 40% of participants, 32.6% morning and 17.2% evening chronotypes. After adjusting for demographic and socioeconomic factors, shift/remote work, sleep duration and comorbidities, morning chronotype was associated with a higher (aOR: 1.15, 95% CI 1.10-1.21) and evening chronotype with a lower (aOR: 0.82, 95% CI: 0.78-0.87) prevalence of COVID-19 infection in comparison to an intermediate chronotype. Working exclusively night shifts was not associated with higher prevalence of COVID-19. Morning chronotype and working some evening shifts was associated with the highest prevalence of previous COVID-19 infection (aOR: 1.87, 95% CI: 1.28-2.74).</p></sec><sec id="S4"><title>Conclusion:</title><p id="P4">Morning chronotype and working a mixture of shifts increase risk of COVID-19 infection.</p></sec></abstract><kwd-group><kwd>COVID-19</kwd><kwd>Shift work</kwd><kwd>chronotype</kwd><kwd>diurnal preference</kwd></kwd-group></article-meta></front><body><sec id="S5"><title>Introduction</title><p id="P5">A number of underlying medical conditions such as cardiovascular disease, diabetes, and obesity increase the risk for COVID-19 infection and severity.<sup><xref rid="R1" ref-type="bibr">1</xref>,<xref rid="R2" ref-type="bibr">2</xref></sup> Sleep conditions also are important risk factors associated with increased prevalence and worse outcomes for COVID-19 disease; emerging evidence demonstrates that obstructive sleep apnea<sup><xref rid="R3" ref-type="bibr">3</xref>-<xref rid="R6" ref-type="bibr">6</xref></sup> and more recently, insomnia and reduced sleep duration are linked to an increase in prevalence and worse COVID-19 disease outcomes.<sup><xref rid="R7" ref-type="bibr">7</xref></sup> Circadian rhythmicity is important in the regulation of immune system and inflammatory processes.<sup><xref rid="R8" ref-type="bibr">8</xref>,<xref rid="R9" ref-type="bibr">9</xref></sup> Chronotype is a trait that strongly reflects circadian timing as well as social and homeostatic factors.<sup><xref rid="R10" ref-type="bibr">10</xref></sup> Recently, evening chronotype has been associated with greater risk of poor health with increased rates of obesity, cardiovascular disease, and diabetes.<sup><xref rid="R11" ref-type="bibr">11</xref>,<xref rid="R12" ref-type="bibr">12</xref></sup> However, there have been few studies of whether a specific diurnal preference or chronotype is associated with a greater risk for COVID-19 disease. In a single center study in France, social jet lag as a marker of evening chronotype was associated with a higher rate of COVID-19.<sup><xref rid="R13" ref-type="bibr">13</xref></sup> In contrast, the COVID-19 Outbreak Public Evaluation (COPE) Initiative reported that morning in comparison to evening chronotype was associated with a higher rate of COVID infection;<sup><xref rid="R7" ref-type="bibr">7</xref></sup> while in a study using UK Biobank participants, no association was observed between a specific chronotype and COVID-19.<sup><xref rid="R14" ref-type="bibr">14</xref></sup> Thus, the impact of chronotype on COVID-19 has not been determined.</p><p id="P6">During the height of the COVID-19 pandemic, sleep patterns changed. As a result of lockdowns and social restrictions, stress, meal timing, anxiety and depression, social isolation, and the migration to remote working, both increases and decreases in sleep duration as well as changes in sleep timing occurred.<sup><xref rid="R15" ref-type="bibr">15</xref>-<xref rid="R17" ref-type="bibr">17</xref></sup> The presence of these factors may allow the development of circadian misalignment which increases risk of cardiovascular and metabolic disorders, and importantly infections. Circadian misalignment is a characteristic of shift workers who have been shown to have an increased risk of developing respiratory infections.<sup><xref rid="R18" ref-type="bibr">18</xref>,<xref rid="R19" ref-type="bibr">19</xref></sup> It has been suggested that shift workers are at greater risk for COVID-19.<sup><xref rid="R20" ref-type="bibr">20</xref>-<xref rid="R22" ref-type="bibr">22</xref></sup> This has been confirmed by several studies observing that night shift work is associated with higher rates of COVID-19 infection and hospitalization.<sup><xref rid="R23" ref-type="bibr">23</xref>-<xref rid="R27" ref-type="bibr">27</xref></sup></p><p id="P7">Investigations examining whether the adverse effect of shift work on health is modified by chronotype suggest that shift workers with evening chronotype may have greater risk for diabetes and obesity.<sup><xref rid="R12" ref-type="bibr">12</xref></sup> However, there have been no assessments of whether risk of infection and in particular COVID-19 is similarly affected.</p><p id="P8">In this study, we examined whether both morning and evening chronotypes were more likely to have had a COVID-19 infection in comparison to those who were intermediate chronotypes. Additionally, we examined whether there is a synergistic association between chronotype and shift work, with COVID-19 infection. To accomplish this, we used data from the first four 2022 waves of COPE Initiative (<ext-link xlink:href="http://www.thecopeinitiative.org/" ext-link-type="uri">http://www.thecopeinitiative.org/</ext-link>), a program focused on accumulating data on public attitudes, behaviors and beliefs related to the COVID-19 pandemic from large scale, demographically representative samples.</p></sec><sec id="S6"><title>Methods</title><sec id="S7"><title>Study Design and Participants</title><p id="P9">From March 10, 2022 to August 18, 2022, the COPE Initiative administered four successive waves of public health surveillance surveys to adults living in the United States (U.S.). Dates of administration were: Wave 1 (March 10-30, 2022), Wave 2 (April 4-May 1, 2022), Wave 3 (May 4-June 2, 2022) and Wave 4 (July 28-August 18, 2022). Using demographic quota sampling to approximate population estimates for age, sex, race, and ethnicity based on the 2020 U.S. census, each wave consisted of more than 5000 unique participants recruited by Qualtrics, LLC (Provo, Utah, and Seattle, Washington, U.S.). The Monash University Human Research Ethics Committee (Study #24036) approved the study.</p></sec><sec id="S8"><title>Survey Items</title><p id="P10">Participants self-reported demographic, anthropometric, and socioeconomic information including age, race, ethnicity, sex, height and weight, education level, employment status (including employment/job sector) and household income. In addition, they reported information on several current and past medical conditions by answering the question: &#x0201c;Have you ever been diagnosed with any of the following conditions: high blood pressure, cardiovascular disease (e.g., heart attack, stroke, angina), gastrointestinal disorder (e.g., acid reflux, ulcers, indigestion), cancer, chronic kidney disease, liver disease, sickle cell disease, chronic obstructive pulmonary disease or asthma?&#x0201d; Possible responses to each condition were &#x0201c;Never&#x0201d;, &#x0201c;Yes I have in the past, but don&#x02019;t have it now&#x0201d;, &#x0201c;Yes I have, but I do not regularly take medications or receive treatment&#x0201d;, and &#x0201c;Yes I have, and I am regularly taking medications or receiving treatment&#x0201d;.</p><p id="P11">Each survey contained identical items related to COVID-19 infection status and the number of COVID-19 vaccinations participants had obtained. Ascertainment of past COVID-19 infection was obtained using responses from the following questions related to COVID-19 testing:</p><list list-type="order" id="L2"><list-item><p id="P12">&#x0201c;Have you ever tested positive?&#x0201d;</p></list-item><list-item><p id="P13">&#x0201c;Despite never testing positive, are you confident that you have had COVID-19?&#x0201d;</p></list-item><list-item><p id="P14">&#x0201c;Despite never testing positive, have you received a clinical diagnosis of COVID-19?&#x0201d;</p></list-item><list-item><p id="P15">&#x0201c;Have you experienced a problem with decreased sense of smell or taste at any point since January 2020?&#x0201d;</p></list-item></list><p id="P16">Chronotype was ascertained by asking participants the following question from the Horne &#x00026; &#x000d6;stberg Morningness-Eveningness questionnaire:&#x0201d;<sup><xref rid="R28" ref-type="bibr">28</xref></sup> &#x0201c;One hears about &#x02018;morning&#x02019; and &#x02018;evening&#x02019; types of people. Which one of these types do you consider yourself to be?&#x0201d; Possible responses were &#x0201c;Definitely a &#x02018;morning&#x02019; type&#x0201d;, &#x0201c;Rather more of a &#x02018;morning&#x02019; than an &#x02018;evening&#x02019; type&#x0201d;, &#x0201c;Rather more of an &#x02018;evening&#x02019; than a &#x02018;morning&#x02019; type&#x0201d;, &#x0201c;Definitely an &#x02018;evening&#x02019; type&#x0201d;.<sup><xref rid="R29" ref-type="bibr">29</xref></sup> Morningness was defined as definitely a &#x0201c;morning&#x0201d; type and eveningness conversely was defined as definitely an &#x0201c;evening&#x0201d; type. Rather more of an &#x0201c;evening&#x0201d; and rather more of a &#x0201c;morning&#x0201d; were classified as neither morning nor evening type (intermediate).</p><p id="P17">Sleep duration was assessed using a question from the Pittsburgh Sleep Quality Index.<sup><xref rid="R30" ref-type="bibr">30</xref></sup> Responses were rounded to the nearest hour; those &#x0003c;3 hours or &#x0003e;12 hours were excluded as improbable estimates (N=987) as was done in a previous analysis of this cohort.<sup><xref rid="R7" ref-type="bibr">7</xref></sup></p><p id="P18">For participants who endorsed self-employment, full or part-time employment, the following question was asked to determine the presence of shift work: &#x0201c;Currently, what type of shifts do you work? (Select all that apply)&#x0201d; Possible responses were:</p><list list-type="order" id="L4"><list-item><p id="P19">&#x0201c;Day shift occurs any time between 6am and 7pm&#x0201d;</p></list-item><list-item><p id="P20">&#x0201c;Evening shift occurs any time between 3pm and midnight&#x0201d;</p></list-item><list-item><p id="P21">&#x0201c;Night shift is any shift in which the majority of the work hours occur between 10pm and 8am&#x0201d;</p></list-item></list><p id="P22">From these responses, 5 work shift categories were constructed: retired/not working, day shift only, day and/or some evening shifts, day and/or evening shifts and some night shifts, and night shift only. In addition, participants who were employed were asked to provide the percentage of their paid work hours that were completed remotely.</p></sec><sec id="S9"><title>Statistical Analyses</title><p id="P23">Summary data for continuous or ordinal variables are reported as their respective means and standard deviations (SD) and for categorical variables as their percentages. Consistent with previous analyses, we defined a positive history of COVID-19 infection as an affirmative response to having tested positive for COVID-19, new loss of taste or smell or a clinical diagnosis of COVID-19. Number of COVID-19 vaccinations was utilized as an ordinal variable and also dichotomized as boosted (&#x0003e;2 vaccinations) or not boosted (&#x02264;2 vaccinations). Comorbid medical conditions were defined as currently having the condition whether treated or untreated. The effect of comorbid medical conditions was evaluated by summing the number of conditions reported by the participant (minimum value 0, maximum value 9). Body mass index (BMI) was calculated using self-reported height and weight as kg/m<sup>2</sup>. Socioeconomic covariates were dichotomized as follows: employment (retired vs. not retired), education (high school or less vs. some college or higher) and income in U.S. Dollars to approximate 200% of the 2022 U.S. Poverty Level for a family of 4 (&#x0003c;$50,000 vs &#x02265;$50,000).<sup><xref rid="R31" ref-type="bibr">31</xref></sup></p><p id="P24">Comparisons of continuous or ordinal variables stratified by COVID-19 infection status were performed using Student&#x02019;s unpaired t-test. Bivariate comparisons of categorical variables stratified by COVID-19 infection were completed using &#x003c7;<sup>2</sup>. The associations between employment sector and shiftwork status were estimated using a multinomial logistic regression.</p><p id="P25">Multivariable modelling using logistic regression was utilized to determine whether circadian preference and shift work categories were associated with COVID-19 infection. In an initial analysis including all participants with complete data, an initial baseline model was constructed only entering chronotype as a categorical variable with morningness and eveningness compared to the referent of neither morningness nor eveningness. We then developed increasingly complex models by sequentially including demographic factors, comorbidities and vaccination status, socioeconomic factors, shift work category, and sleep duration. In a subsequent model, to separately determine the joint effects of diurnal preference and shift work on the prevalence of COVID-19 infection, analysis was limited only to participants who were full-time, part-time, or self-employed. Models sequentially included demographic factors, comorbidities and vaccination status, socioeconomic factors, employment sector, and sleep duration. An additional model was constructed with 2-way interactions between diurnal preference and shift work categories. In addition, we performed sensitivity analyses with stricter (i.e., using COVID-19 infection as a positive test only) and broader (i.e., our original definition plus presumed positive, but not tested as an indicator of a past COVID-19 infection) definitions.</p><p id="P26">All analyses were conducted using IBM SPSS version 28 (Armonk, NY). A p&#x0003c;0.05 was considered statistically significant.</p></sec></sec><sec id="S10"><title>Results</title><p id="P27"><xref rid="T1" ref-type="table">Table 1</xref> shows the bivariate associations between COVID-19 infection status, diurnal preference, and co-morbid medical, demographic, and social characteristics of the cohort. As shown in the <xref rid="SD1" ref-type="supplementary-material">Supplementary Digital Content</xref>, of the 19821 participants, 7932 (40.0%) had at least one COVID-19 infection. Morning and evening diurnal preferences were observed in 31.9% and 19.4% of participants respectively. Among COVID-19 positive in comparison to COVID-19 negative participants, there was a higher percentage of morning types (32.6 vs 31.4%) and a lower percentage of evening types (17.2 vs. 20.9%, p&#x02264;0.001). Participants who were retired or unemployed were less likely to have had a COVID-19 infection (12.5 vs. 30.8%, p&#x02264;0.001). COVID-19 positive in comparison to COVID-19 negative participants were younger (40.2 &#x000b1; 15.8 vs. 50.4 &#x000b1; 18.0 y, p&#x02264;0.001), had a slightly shorter self-reported sleep duration (6.8 &#x000b1; 1.6 vs. 6.9 &#x000b1; 1.7 h, p&#x02264;0.001), had a slightly larger percent of time working remotely (36 &#x000b1; 34 vs. 32 &#x000b1; 38%, p&#x02264;0.001), were slightly more overweight (BMI: 28.7 vs. 28.3 kg/m<sup>2</sup>, p&#x0003c;0.001) had more comorbidities (1.7 &#x000b1; 2.4 vs. 0.8 &#x000b1; 1.2, p&#x02264;0.001), and were less likely to have received a COVID-19 booster vaccination (27.6 vs. 46.4%, p&#x02264;0.001). COVID-19 positive participants also were more likely to be Hispanic, not retired and have an income more than $50,000 per year.</p><p id="P28">The unadjusted associations between COVID-19 infection and shiftwork status, and employment sector are shown in <xref rid="T2" ref-type="table">Table 2</xref>. In comparison to the Healthcare sector, employees working in Construction, Financial and Protective Services had higher rates of infection while those working in Factory/Manufacturing, Retail, Transportation and Other sectors had lower rates. In comparison to Office/Administration employees, Arts/Entertainment/Media, Cleaning/Maintenance, Factory/Manufacturing, Food Industry, Healthcare, Protective Services, Retail and Transportation had a lower prevalence rate of Day Shift only positions. In contrast, those working in Other sectors had higher rates of Day Shift only positions.</p><p id="P29"><xref rid="T3" ref-type="table">Table 3</xref> displays the logistic regression models for the association between having had a COVID-19 infection and either a morning or evening diurnal preference in comparison to a reference group without a definite preference. In models including demographics, comorbidities, vaccination status, and socioeconomic factors, morning preference was related to a 20% greater likelihood of COVID-19 infection. In contrast, evening preference was 20% less likely to be linked to a COVID-19 infection. These associations were not materially affected by the type of work shift, percent time working remotely or after adjustment for sleep duration.</p><p id="P30">In <xref rid="T4" ref-type="table">Table 4</xref> are the bivariate associations between COVID-19 infection and diurnal preference, and co-morbid medical, demographic, and social characteristics of the cohort limited only to members who were employed (N=11114, <xref rid="SD1" ref-type="supplementary-material">Figure</xref>). In comparison to the entire cohort, participants were slightly younger, more likely to be male, and had a higher income. Participants who worked a mixture of shift types had a higher prevalence rate of infection in comparison to those who worked only day shifts or only night shifts (p&#x0003c;0.001).</p><p id="P31"><xref rid="T5" ref-type="table">Table 5</xref> shows the fully adjusted logistic regression model which adjusted for percent remote work and sleep duration documenting the association between COVID-19 infection and diurnal preference, work shift category and the interactions between diurnal preference and work shift category. In comparison to neither definite morning nor evening preference, there was a 18% greater likelihood of infection in those with morning preference and a 16% lower likelihood in those with an evening preference. Both were comparable to the aORs observed for the overall cohort. Addition of employment sector did not substantially alter these findings. In comparison to working only a day shift, a greater risk of COVID-19 infection was observed in those working a mixture of day and evening shifts (aOR: 1.25, 95% CI: 1.10-1.41); working a mixture of day, evening, and night shifts approached significance (aOR: 1.18, 95% CI: 0.97-1.44). Working only night shifts was not associated with a higher prevalence of COVID-19 infection. The overall interaction between diurnal preference and work shift category was significant (Wald &#x003c7;<sup>2</sup>=13.864, p=0.031). Individual interaction terms indicated that there was a higher likelihood of infection in participants who had a morning preference and working a combination of day and evening shifts (aOR: 1.87, 95% CI: 1.28-2.74); the association with those with a morning preference and working a mixture of day, evening, and night shifts approached significance (aOR: 1.72, 95% CI:0.98-3.02).</p><p id="P32">Sensitivity analyses indicated that our findings were similar using slightly stricter or more liberal definitions of COVID-19. However, a definition that required a positive test only lost statistical significance.</p></sec><sec id="S11"><title>Discussion</title><p id="P33">In this study, morning and evening chronotypes were found to be differentially associated with COVID-19 infection; morning types were more likely and evening types were significantly less likely to be infected. Additionally, in comparison to working only day shifts, working a combination of different shift types, as opposed to day shifts only was associated with a higher prevalence of COVID-19 infection. This finding of higher infection rate was primarily observed in individuals with a morning chronotype who worked a combination of different shifts.</p><p id="P34">Morning chronotypes were more susceptible to COVID-19 infection than evening chronotypes; this finding is consistent with earlier preliminary results from the same cohort.<sup><xref rid="R7" ref-type="bibr">7</xref></sup> This observation stands in contrast to a large body of evidence demonstrating that the prevalence of cardiovascular disease risk factors and metabolic disorders is higher in evening chronotypes.<sup><xref rid="R11" ref-type="bibr">11</xref>,<xref rid="R12" ref-type="bibr">12</xref></sup> Furthermore, our results are distinct from the limited studies that also have assessed the association between chronotype and COVID-19. In a single center study, social jet lag as a marker of evening chronotype was found to be associated with a higher rate of COVID-19.<sup><xref rid="R13" ref-type="bibr">13</xref></sup> In contrast, no association between chronotype and COVID-19 infection was observed in two separate analyses of the UK Biobank<sup><xref rid="R14" ref-type="bibr">14</xref>,<xref rid="R26" ref-type="bibr">26</xref></sup> as well as in an analysis of long COVID from the Nurses&#x02019; Health Study.<sup><xref rid="R32" ref-type="bibr">32</xref></sup> Additionally, to our knowledge, there have been no previous studies of an association between chronotype and infection risk from other pathogens.</p><p id="P35">Despite the paucity of clinical investigations related to chronotype and infection risk, there are mechanisms that could explain our finding of an association between morning chronotype and COVID-19 infection. A reduction in sleep duration has been linked to increased susceptibility to infection.<sup><xref rid="R19" ref-type="bibr">19</xref></sup> However, our observation remained robust after controlling for sleep duration in our modelling. Alternatively, various components of the immune system exhibit circadian rhythmicity.<sup><xref rid="R33" ref-type="bibr">33</xref></sup> Secretion of inflammatory cytokines, trafficking myeloid and lymphocyte subsets and maturation of leukocytes exhibit a circadian rhythm with the aggregate response favoring a proinflammatory response while asleep.<sup><xref rid="R33" ref-type="bibr">33</xref></sup> Some,<sup><xref rid="R34" ref-type="bibr">34</xref>,<xref rid="R35" ref-type="bibr">35</xref></sup> but not all<sup><xref rid="R36" ref-type="bibr">36</xref>,<xref rid="R37" ref-type="bibr">37</xref></sup> have found that time of day influences the antibody response to COVID-19 vaccination. Therefore, it is possible that immunity to COVID-19 is less robust in morning chronotypes resulting in greater susceptibility to infection.</p><p id="P36">In this study, the association between working night shift and COVID-19 infection was the same as working day shift. However, working a mixture of shifts, particularly ones that included evening shifts was associated with a higher likelihood of COVID-19 infection. These findings stand in contrast to some previous observations that have noted a positive association between rotating and consistent/permanent night shift work and COVID-19 infection.<sup><xref rid="R24" ref-type="bibr">24</xref>,<xref rid="R25" ref-type="bibr">25</xref>,<xref rid="R27" ref-type="bibr">27</xref></sup> However, not all studies have found a significant relationship among those who only worked consistent/permanent night shift.<sup><xref rid="R23" ref-type="bibr">23</xref>,<xref rid="R26" ref-type="bibr">26</xref></sup> Working night shifts and early morning shifts are associated with circadian misalignment as well as shorter sleep duration. Both may increase the propensity for COVID-19 infection as well as other respiratory contagions. However, night shift workers tend to have less interpersonal contact than day shift workers.<sup><xref rid="R38" ref-type="bibr">38</xref></sup> This may mitigate the adverse impact of circadian misalignment on increased risk of COVID-19 infection. Our results suggest that the impact of circadian misalignment and sleep loss, and consequent predisposition towards being infected with COVID-19 is greater among persons who irregularly perform shift work rather than in those who work permanent/consistent day or night shifts.</p><p id="P37">We observed a significant interaction between chronotype and shift work in which morning diurnal preference together with working a mixture of shifts was associated with the highest aOR of having had a COVID-19 infection. This implies that irregularity in sleep schedule was a major factor in susceptibility to COVID-19 infection in those with morning diurnal preference. Irregularity in sleep-wake patterns has been associated with higher levels of cardiovascular disease biomarkers<sup><xref rid="R39" ref-type="bibr">39</xref></sup> as well as a greater risk of cardiovascular disease.<sup><xref rid="R40" ref-type="bibr">40</xref></sup> Using UK Biobank data, sleep irregularity also has been demonstrated to increase risk of COVID-19 infection and its severity.<sup><xref rid="R41" ref-type="bibr">41</xref></sup> Potential explanatory mechanisms include the impact of sleep irregularity on reducing sleep duration as well as consequences of higher levels of circadian misalignment. Both of these factors can contribute to greater amounts of both acute and chronic inflammation resulting in higher risk of COVID-19 infection.</p><p id="P38">Several other observations from our study are noteworthy. Remote workers in our study had a slightly higher COVID-19 infection rate which is counterintuitive to the concept of less interpersonal contact should reduce infection risk.<sup><xref rid="R42" ref-type="bibr">42</xref></sup> However, this was not confirmed in a recent study where remote work was found to have a higher risk of COVID-19.<sup><xref rid="R43" ref-type="bibr">43</xref></sup> Possible explanations were that remote work led to a false sense of security and less use of personal protective measures such as mask wearing and handwashing as well as the opportunity to engage in other high risk activities such as dining out with others.<sup><xref rid="R43" ref-type="bibr">43</xref></sup> We also noted that higher income was associated with greater COVID-19 infection risk. Although many studies have identified lower income as a risk factor for COVID-19 infection, others have noted the converse or no impact.<sup><xref rid="R44" ref-type="bibr">44</xref></sup> Income is associated with many factors including type and place of employment, living conditions, educational attainment, race and/or ethnicity. In our study, these factors favored a slightly greater COVID-19 rate in those with a higher income. Additionally, we observed that there was substantial variation in COVID-19 infection and shiftwork status among various employment sectors. Because of the heterogeneity between and within employment sectors and shiftwork status with respect to interpersonal contact, these differences were expected. We do not believe any of these factors altered our findings related to circadian preference in that they were included in our fully adjusted models.</p><p id="P39">Our study should be interpreted in the context of several limitations. First, all of the data were self-reported including ascertainment of both diurnal preference (using a single self-report item) and COVID-19 infection. However, sensitivity analyses using different definitions of COVID-19 infection were qualitatively similar to the findings reported herein. In addition, broadly similar to a previous report, we found that morning chronotypes were more prevalent than evening chronotypes, suggesting that our ascertainment of chronotype was acceptable.<sup><xref rid="R45" ref-type="bibr">45</xref></sup> Second, our analyses were cross-sectional and causal inference cannot be assumed. Third, although we attempted to adjust for a number of factors known to increase risk of COVID-19 infection, residual confounding is possible.</p><p id="P40">In conclusion, morning diurnal preference is associated with an increase and evening diurnal preference is associated with a decrease in COVID-19 infection. Neither working day nor night shifts were linked to an increase in prevalence of COVID-19 infection. However, COVID-19 infection was more likely in those working a mixture of shifts, with the greatest risk conferred on those with a morning chronotype. These findings may be informative for developing measures for greater COVID-19 surveillance of shift workers with a morning chronotype, particularly as first responders in healthcare and other settings are often engaged in shift work.</p></sec><sec sec-type="data-availability" id="S14"><title>Data Availability:</title><p id="P49">Data are available upon appropriate request to the corresponding author.</p></sec><sec sec-type="supplementary-material" id="SM1"><title>Supplementary Material</title><supplementary-material id="SD1" position="float" content-type="local-data"><label>Strobe Diagram Figure</label><caption><p id="P41">Figure: Strobe diagram showing participant classifications</p></caption><media xlink:href="NIHMS1978955-supplement-Strobe_Diagram_Figure.docx" id="d67e649" position="anchor"/></supplementary-material><supplementary-material id="SD2" position="float" content-type="local-data"><label>Strobe Checklist</label><media xlink:href="NIHMS1978955-supplement-Strobe_Checklist.docx" id="d67e652" position="anchor"/></supplementary-material></sec></body><back><ack id="S12"><title>Acknowledgments:</title><p id="P42">Sources of Support: Kinghorn Foundation, Centers for Disease Control and Prevention Foundation, National Heart, Lung, and Blood Institute (HL151637, HL150339),National Institute for Occupational Safety and Health (OH011773)</p><sec id="S13"><title>Funding Information:</title><p id="P51">The results reported herein correspond to the specific aims of a contract to Drs. Charles A. Czeisler, Mark E. Howard and Shantha M.W. Rajaratnam from the CDC Foundation. This work was also supported by grant OH011773 from the United States National Institute for Occupational Health and Safety, grant HL151637 from the United States National Heart, Lung, and Blood Institute, and a grant from the Kinghorn Foundation.</p></sec></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P52">Conflicts of Interest:</p><p id="P53">Dr. Matthew D. Weaver reported consulting fees from Fred Hutchinson Cancer Center, the National Sleep Foundation, and the University of Pittsburgh.</p><p id="P54">Dr. Mark &#x000c9;. Czeisler reported personal fees from Vanda Pharmaceuticals Inc., research grants or gifts to Monash University from WHOOP, Inc., Hopelab, Inc., CDC Foundation, Fulbright Foundation, and the Centers for Disease Control and Prevention/NTOUCH.</p><p id="P55">Dr. Charles A. Czeisler reported grants and contracts to Brigham and Women&#x02019;s Hospital from Axsome Therapeutics, CDC Foundation, Dayzz Live Well, Delta Airlines, Jazz Pharmaceuticals PLC Inc, Puget Sound Pilots, Regeneron Pharmaceuticals/Sanofi during the conduct of the study; reports personal fees from Axsome Therapeutics, Associated Professional Sleep Societies, Bryte Foundation, City of San Francisco, Clement Law Firm, Institute of Digital Media and Child Development, Klarman Family Foundation, Law Offices of James L Mitchell, Law Office of Yolanda Huang, Massachusetts Medical Society, National Council for Mental Wellbeing, National Sleep Foundation, Puget Sound Pilots, Rabb and Rabb LLC, Segal Law Firm, Shaked Law Firm, P.A., Simpson &#x00026; Simpson, Tencent Holdings Ltd, Teva Pharma Australia, The Armstrong Firm, PLLC, Vanda Pharmaceuticals Inc, With Deep, Inc. and Zehl Law Firm, during the conduct of the study; reports research/education support to Brigham and Women&#x02019;s Hospital from Abbaszadeh Foundation, Alexandra Drane, Apnimed, Inc., Avadel Pharmaceuticals, Bryte Foundation, Casey Feldman Foundation, Cephalon, DR Capital, Eisai Co., LTD, f.lux Software, LLC, Idorsia Pharmaceuticals LTD, Mary Ann &#x00026; Stanley Snider via Combined Jewish Philanthropies, Harmony Biosciences LLC, Jazz Pharmaceuticals PLC, Inc, Johnson &#x00026; Johnson, NeuroCare, Inc., Optum, Peter Brown and Margaret Hamburg, Philips Respironics Inc, Regional Home Care, ResMed Foundation, San Francisco Bar Pilots, Sleep Number Corp., Stuart F. and Diana L. Quan Charitable Fund, Summus, Inc., Takeda Pharmaceutical Co., LTD, Teva Pharmaceuticals Industries Ltd, ResMed, Sanofi, Philips, Vanda Pharmaceuticals and Whoop, Inc., during the conduct of the study; and is the incumbent of an endowed professorship provided to Harvard University by Cephalon Inc. during the conduct of the study; report serving as an expert witness in legal cases, including those involving Advanced Power Technologies, Aegis Chemical Solutions LLC, Amtrak, Bombardier, Inc., Casper Sleep Inc, C&#x00026;J Energy Services, Delta Airlines/Comair, Enterprise Rent-A-Car, FedEx, Greyhound Lines, Inc., Puget Sound Pilots, Steel Warehouse, FedEx, Greyhound Lines, Product &#x00026; Logistics Services LLC, San Francisco Sheriff&#x02019;s Department, Schlumberger Technology Corp., Union Pacific Railroad, UPS, and Vanda Pharmaceuticals during the conduct of the study; reports having an equity interest in Vanda Pharmaceuticals, With Deep, Inc, and Signos, Inc. during the conduct of the study; and reports receiving royalties from McGraw Hill, Massachusetts Medical Society, and Philips Respironics for the Actiwatch-2 and Actiwatch Spectrum devices during the conduct of the study. Dr. Czeisler&#x02019;s interests were reviewed and are managed by the Brigham and Women&#x02019;s Hospital and Mass General Brigham in accordance with their conflict-of-interest policies.</p><p id="P56">Dr. Stuart F. Quan has served as a consultant for Best Doctors/Teledoc, Bryte Foundation, Jazz Pharmaceuticals, Apnimed, and Whispersom.</p><p id="P57">Dr. Rebecca Robbins reports serving as a consultant to byNacht GmbH, Savoir Bedts Ltd., Oura Ring Ltd., Castle Hot Springs, and Sonesta Hotels International.</p><p id="P58">Dr. Laura K. Barger reports institutional support from the US Centers for Disease Control and Prevention, National Institutes of Occupational Safety and Health, Delta Airlines, and the Puget Sound Pilots; as well as honorariums from the National Institutes of Occupational Safety and Health, University of Arizona, and University of British Columbia.</p><p id="P59">Dr. Shantha M.W. Rajaratnam reports institutional support from Circadian Therapeutics, Roche and Vanda Pharmaceuticals as well as unpaid appointments at the Cooperative Research Centre for Alertness, Safety and Productivity, Australia and the Sleep Health Foundation; he also is supported on grants from Vanda Pharmaceuticals, Philips Respironics, Cephalon, Rio Tinto, BHP, Billiton and Shell, is a consultant to Circadian Therapeutics through his institution, and is a member of member of the National Sleep Foundation Sleep Timing Variability Consensus Panel, for which he was paid an honorarium through his institution</p></fn><fn id="FN2"><p id="P60">No other disclosures were reported.</p></fn><fn id="FN3"><p id="P61">Ethical Considerations and Disclosures:</p><p id="P62">The study was approved by The Monash University Human Research Ethics Committee (Study #24036). 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<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Mean</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">SD</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Mean</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">SD</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Mean</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">SD</italic>
</th></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">&#x000a0;</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Age (y) <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19812</td><td align="center" valign="top" rowspan="1" colspan="1">50.4</td><td align="center" valign="top" rowspan="1" colspan="1">18.0</td><td align="center" valign="top" rowspan="1" colspan="1">40.2</td><td align="center" valign="top" rowspan="1" colspan="1">15.8</td><td align="center" valign="top" rowspan="1" colspan="1">46.3</td><td align="center" valign="top" rowspan="1" colspan="1">17.9</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Body Mass Index (kg/m<sup>2</sup>) <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19578</td><td align="center" valign="top" rowspan="1" colspan="1">28.3</td><td align="center" valign="top" rowspan="1" colspan="1">7.8</td><td align="center" valign="top" rowspan="1" colspan="1">28.7</td><td align="center" valign="top" rowspan="1" colspan="1">10.3</td><td align="center" valign="top" rowspan="1" colspan="1">28.5</td><td align="center" valign="top" rowspan="1" colspan="1">8.9</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">No. Comorbidities <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19821</td><td align="center" valign="top" rowspan="1" colspan="1">0.8</td><td align="center" valign="top" rowspan="1" colspan="1">1.2</td><td align="center" valign="top" rowspan="1" colspan="1">1.7</td><td align="center" valign="top" rowspan="1" colspan="1">2.4</td><td align="center" valign="top" rowspan="1" colspan="1">1.2</td><td align="center" valign="top" rowspan="1" colspan="1">1.9</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Remote Work (%)<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11057</td><td align="center" valign="top" rowspan="1" colspan="1">32</td><td align="center" valign="top" rowspan="1" colspan="1">38</td><td align="center" valign="top" rowspan="1" colspan="1">36</td><td align="center" valign="top" rowspan="1" colspan="1">34</td><td align="center" valign="top" rowspan="1" colspan="1">34</td><td align="center" valign="top" rowspan="1" colspan="1">36</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Sleep Duration Self-Report (h)<xref rid="TFN1" ref-type="table-fn">*</xref><sup><xref rid="TFN2" ref-type="table-fn">&#x02020;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">14409</td><td align="center" valign="top" rowspan="1" colspan="1">6.9</td><td align="center" valign="top" rowspan="1" colspan="1">1.6</td><td align="center" valign="top" rowspan="1" colspan="1">6.6</td><td align="center" valign="top" rowspan="1" colspan="1">1.8</td><td align="center" valign="top" rowspan="1" colspan="1">6.8</td><td align="center" valign="top" rowspan="1" colspan="1">1.7</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">&#x000a0;</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><th colspan="2" align="left" valign="top" rowspan="1"/><th align="center" valign="top" rowspan="1" colspan="1"/><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Sex</td><td align="center" valign="top" rowspan="1" colspan="1">19665</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;</td><td align="left" valign="top" rowspan="1" colspan="1">Male</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">5752</td><td align="center" valign="top" rowspan="1" colspan="1">48.6</td><td align="center" valign="top" rowspan="1" colspan="1">3871</td><td align="center" valign="top" rowspan="1" colspan="1">49.4</td><td align="center" valign="top" rowspan="1" colspan="1">9681</td><td align="center" valign="top" rowspan="1" colspan="1">48.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Female</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">6080</td><td align="center" valign="top" rowspan="1" colspan="1">51.4</td><td align="center" valign="top" rowspan="1" colspan="1">3962</td><td align="center" valign="top" rowspan="1" colspan="1">50.6</td><td align="center" valign="top" rowspan="1" colspan="1">10042</td><td align="center" valign="top" rowspan="1" colspan="1">51.0</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Race/Ethnicity <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19821</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">White</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">7832</td><td align="center" valign="top" rowspan="1" colspan="1">65.9</td><td align="center" valign="top" rowspan="1" colspan="1">4691</td><td align="center" valign="top" rowspan="1" colspan="1">59.1</td><td align="center" valign="top" rowspan="1" colspan="1">12523</td><td align="center" valign="top" rowspan="1" colspan="1">63.2</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Black</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1248</td><td align="center" valign="top" rowspan="1" colspan="1">10.5</td><td align="center" valign="top" rowspan="1" colspan="1">841</td><td align="center" valign="top" rowspan="1" colspan="1">10.6</td><td align="center" valign="top" rowspan="1" colspan="1">2089</td><td align="center" valign="top" rowspan="1" colspan="1">10.5</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Hispanic</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1493</td><td align="center" valign="top" rowspan="1" colspan="1">12.6</td><td align="center" valign="top" rowspan="1" colspan="1">1720</td><td align="center" valign="top" rowspan="1" colspan="1">21.7</td><td align="center" valign="top" rowspan="1" colspan="1">3213</td><td align="center" valign="top" rowspan="1" colspan="1">16.2</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Other</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1316</td><td align="center" valign="top" rowspan="1" colspan="1">11.1</td><td align="center" valign="top" rowspan="1" colspan="1">680</td><td align="center" valign="top" rowspan="1" colspan="1">8..6</td><td align="center" valign="top" rowspan="1" colspan="1">1996</td><td align="center" valign="top" rowspan="1" colspan="1">10.1</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Employment <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19821</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Retired</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3659</td><td align="center" valign="top" rowspan="1" colspan="1">30.8</td><td align="center" valign="top" rowspan="1" colspan="1">988</td><td align="center" valign="top" rowspan="1" colspan="1">12.5</td><td align="center" valign="top" rowspan="1" colspan="1">4647</td><td align="center" valign="top" rowspan="1" colspan="1">23.4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Not Retired</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">8230</td><td align="center" valign="top" rowspan="1" colspan="1">69.2</td><td align="center" valign="top" rowspan="1" colspan="1">6944</td><td align="center" valign="top" rowspan="1" colspan="1">87.5</td><td align="center" valign="top" rowspan="1" colspan="1">15174</td><td align="center" valign="top" rowspan="1" colspan="1">76.6</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Education</td><td align="center" valign="top" rowspan="1" colspan="1">19821</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">High School or Less</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3187</td><td align="center" valign="top" rowspan="1" colspan="1">26.8</td><td align="center" valign="top" rowspan="1" colspan="1">2137</td><td align="center" valign="top" rowspan="1" colspan="1">26.9</td><td align="center" valign="top" rowspan="1" colspan="1">5324</td><td align="center" valign="top" rowspan="1" colspan="1">26.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Some College</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">8702</td><td align="center" valign="top" rowspan="1" colspan="1">73.2</td><td align="center" valign="top" rowspan="1" colspan="1">5795</td><td align="center" valign="top" rowspan="1" colspan="1">73.1</td><td align="center" valign="top" rowspan="1" colspan="1">14497</td><td align="center" valign="top" rowspan="1" colspan="1">73.1</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Income (Yearly) <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">18990</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">&#x0003c; $50,000</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">5421</td><td align="center" valign="top" rowspan="1" colspan="1">48.0</td><td align="center" valign="top" rowspan="1" colspan="1">3219</td><td align="center" valign="top" rowspan="1" colspan="1">41.9</td><td align="center" valign="top" rowspan="1" colspan="1">8640</td><td align="center" valign="top" rowspan="1" colspan="1">45.5</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">&#x02265; $50,000</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">5882</td><td align="center" valign="top" rowspan="1" colspan="1">52.0</td><td align="center" valign="top" rowspan="1" colspan="1">4468</td><td align="center" valign="top" rowspan="1" colspan="1">58.1</td><td align="center" valign="top" rowspan="1" colspan="1">10350</td><td align="center" valign="top" rowspan="1" colspan="1">54.5</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Diurnal Preference <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19821</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Definitely Morning Type</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3739</td><td align="center" valign="top" rowspan="1" colspan="1">31.4</td><td align="center" valign="top" rowspan="1" colspan="1">2588</td><td align="center" valign="top" rowspan="1" colspan="1">32.6</td><td align="center" valign="top" rowspan="1" colspan="1">6327</td><td align="center" valign="top" rowspan="1" colspan="1">31.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Definitely Evening Type</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2481</td><td align="center" valign="top" rowspan="1" colspan="1">20.9</td><td align="center" valign="top" rowspan="1" colspan="1">1367</td><td align="center" valign="top" rowspan="1" colspan="1">17.2</td><td align="center" valign="top" rowspan="1" colspan="1">3848</td><td align="center" valign="top" rowspan="1" colspan="1">19.4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Not Definitely Morning or Evening Type</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">5669</td><td align="center" valign="top" rowspan="1" colspan="1">47.7</td><td align="center" valign="top" rowspan="1" colspan="1">3977</td><td align="center" valign="top" rowspan="1" colspan="1">50.1</td><td align="center" valign="top" rowspan="1" colspan="1">9646</td><td align="center" valign="top" rowspan="1" colspan="1">48.7</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Work Shift Category <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Retired/Not Working</td><td align="center" valign="top" rowspan="1" colspan="1">19818</td><td align="center" valign="top" rowspan="1" colspan="1">6210</td><td align="center" valign="top" rowspan="1" colspan="1">52.2</td><td align="center" valign="top" rowspan="1" colspan="1">2550</td><td align="center" valign="top" rowspan="1" colspan="1">32.2</td><td align="center" valign="top" rowspan="1" colspan="1">8760</td><td align="center" valign="top" rowspan="1" colspan="1">44.2</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day Shift Only</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">4170</td><td align="center" valign="top" rowspan="1" colspan="1">35.1</td><td align="center" valign="top" rowspan="1" colspan="1">3430</td><td align="center" valign="top" rowspan="1" colspan="1">43.3</td><td align="center" valign="top" rowspan="1" colspan="1">7600</td><td align="center" valign="top" rowspan="1" colspan="1">38.3</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day and/or Some Evening Shifts</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">976</td><td align="center" valign="top" rowspan="1" colspan="1">8.2</td><td align="center" valign="top" rowspan="1" colspan="1">1334</td><td align="center" valign="top" rowspan="1" colspan="1">16.8</td><td align="center" valign="top" rowspan="1" colspan="1">2310</td><td align="center" valign="top" rowspan="1" colspan="1">11.7</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day/Evening and Some Night Shifts</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">290</td><td align="center" valign="top" rowspan="1" colspan="1">2.4</td><td align="center" valign="top" rowspan="1" colspan="1">393</td><td align="center" valign="top" rowspan="1" colspan="1">5.0</td><td align="center" valign="top" rowspan="1" colspan="1">683</td><td align="center" valign="top" rowspan="1" colspan="1">3.4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Night Shifts Only</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">242</td><td align="center" valign="top" rowspan="1" colspan="1">2.0</td><td align="center" valign="top" rowspan="1" colspan="1">223</td><td align="center" valign="top" rowspan="1" colspan="1">2.8</td><td align="center" valign="top" rowspan="1" colspan="1">465</td><td align="center" valign="top" rowspan="1" colspan="1">2.3</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Vaccination # <xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19926</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">0</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2659</td><td align="center" valign="top" rowspan="1" colspan="1">22.3</td><td align="center" valign="top" rowspan="1" colspan="1">1795</td><td align="center" valign="top" rowspan="1" colspan="1">22.5</td><td align="center" valign="top" rowspan="1" colspan="1">4454</td><td align="center" valign="top" rowspan="1" colspan="1">22.4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">1</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">692</td><td align="center" valign="top" rowspan="1" colspan="1">5.8</td><td align="center" valign="top" rowspan="1" colspan="1">1272</td><td align="center" valign="top" rowspan="1" colspan="1">15.9</td><td align="center" valign="top" rowspan="1" colspan="1">1964</td><td align="center" valign="top" rowspan="1" colspan="1">9.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">2</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3047</td><td align="center" valign="top" rowspan="1" colspan="1">25.5</td><td align="center" valign="top" rowspan="1" colspan="1">2712</td><td align="center" valign="top" rowspan="1" colspan="1">34.0</td><td align="center" valign="top" rowspan="1" colspan="1">5759</td><td align="center" valign="top" rowspan="1" colspan="1">28.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">3</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">4385</td><td align="center" valign="top" rowspan="1" colspan="1">36.7</td><td align="center" valign="top" rowspan="1" colspan="1">1855</td><td align="center" valign="top" rowspan="1" colspan="1">23.2</td><td align="center" valign="top" rowspan="1" colspan="1">6240</td><td align="center" valign="top" rowspan="1" colspan="1">31.3</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">4</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1162</td><td align="center" valign="top" rowspan="1" colspan="1">9.7</td><td align="center" valign="top" rowspan="1" colspan="1">347</td><td align="center" valign="top" rowspan="1" colspan="1">4.3</td><td align="center" valign="top" rowspan="1" colspan="1">1509</td><td align="center" valign="top" rowspan="1" colspan="1">7.6</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Vaccination Boosted<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">19926</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">No (&#x02264;2 Vaccinations)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">6398</td><td align="center" valign="top" rowspan="1" colspan="1">53.6</td><td align="center" valign="top" rowspan="1" colspan="1">5779</td><td align="center" valign="top" rowspan="1" colspan="1">72.4</td><td align="center" valign="top" rowspan="1" colspan="1">12177</td><td align="center" valign="top" rowspan="1" colspan="1">61.1</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Yes (&#x0003e;2 Vaccinations)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">5547</td><td align="center" valign="top" rowspan="1" colspan="1">46.4</td><td align="center" valign="top" rowspan="1" colspan="1">2202</td><td align="center" valign="top" rowspan="1" colspan="1">27.6</td><td align="center" valign="top" rowspan="1" colspan="1">7749</td><td align="center" valign="top" rowspan="1" colspan="1">38.9</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><label>*</label><p id="P64">p&#x02264;0.001, significant differences in means or proportions</p></fn><fn id="TFN2"><label>&#x02020;</label><p id="P65">participants with self-reported sleep duration &#x0003c;3 or &#x0003e;12 hours were excluded as improbable</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T2"><label>Table 2:</label><caption><p id="P66">Associations of COVID-19 Infection and Shiftwork Status with Employment Sector</p></caption><table frame="void" rules="none"><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"/><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"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="center" valign="middle" rowspan="1" colspan="1"/><th align="center" valign="middle" rowspan="1" colspan="1"/><th colspan="4" align="center" valign="middle" rowspan="1">COVID-19 Infection Status<xref rid="TFN3" ref-type="table-fn">*</xref></th><th colspan="6" align="center" valign="middle" rowspan="1">Shiftwork Status<xref rid="TFN4" ref-type="table-fn">&#x000a7;</xref></th></tr><tr><th align="left" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">Employment Sector</italic>
</th><th colspan="2" align="center" valign="middle" rowspan="1">
<italic toggle="yes">Overall</italic>
</th><th colspan="2" align="center" valign="middle" rowspan="1">
<italic toggle="yes">COVID-19</italic>
<break/>
<italic toggle="yes">Negative</italic>
</th><th colspan="2" align="center" valign="middle" rowspan="1">
<italic toggle="yes">COVID-19</italic>
<break/>
<italic toggle="yes">Positive</italic>
</th><th colspan="2" align="center" valign="middle" rowspan="1">
<italic toggle="yes">Days Only</italic>
</th><th colspan="2" align="center" valign="middle" rowspan="1">
<italic toggle="yes">Mixture</italic>
</th><th colspan="2" align="center" valign="middle" rowspan="1">
<italic toggle="yes">Nights</italic>
<break/>
<italic toggle="yes">Only</italic>
<xref rid="TFN5" ref-type="table-fn">#</xref>
</th></tr><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="middle" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th></tr></thead><tbody><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Arts, Entertainment, Media</td><td align="center" valign="bottom" rowspan="1" colspan="1">411</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">184</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">227</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">231</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.1<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">159</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.4</td><td align="center" valign="bottom" rowspan="1" colspan="1">21</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.2</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Cleaning/Maintenance</td><td align="center" valign="bottom" rowspan="1" colspan="1">227</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">104</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.9</td><td align="center" valign="bottom" rowspan="1" colspan="1">123</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.1</td><td align="center" valign="bottom" rowspan="1" colspan="1">148</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.3<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">67</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">11</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.1</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Construction<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">912</td><td align="center" valign="bottom" rowspan="1" colspan="1">8.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">369</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.3</td><td align="center" valign="bottom" rowspan="1" colspan="1">543</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.9</td><td align="center" valign="bottom" rowspan="1" colspan="1">644</td><td align="center" valign="bottom" rowspan="1" colspan="1">5.8</td><td align="center" valign="bottom" rowspan="1" colspan="1">246</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">20</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.2</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Education</td><td align="center" valign="bottom" rowspan="1" colspan="1">850</td><td align="center" valign="bottom" rowspan="1" colspan="1">7.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">448</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">402</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">712</td><td align="center" valign="bottom" rowspan="1" colspan="1">6.4</td><td align="center" valign="bottom" rowspan="1" colspan="1">129</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">10</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.1</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Factory/Manufacturing<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">583</td><td align="center" valign="bottom" rowspan="1" colspan="1">5.3</td><td align="center" valign="bottom" rowspan="1" colspan="1">339</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.1</td><td align="center" valign="bottom" rowspan="1" colspan="1">244</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">415</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.7<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">116</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.0<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">46</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.4</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Financial<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">952</td><td align="center" valign="bottom" rowspan="1" colspan="1">8.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">381</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.4</td><td align="center" valign="bottom" rowspan="1" colspan="1">571</td><td align="center" valign="bottom" rowspan="1" colspan="1">5.1</td><td align="center" valign="bottom" rowspan="1" colspan="1">698</td><td align="center" valign="bottom" rowspan="1" colspan="1">6.3</td><td align="center" valign="bottom" rowspan="1" colspan="1">229</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.1</td><td align="center" valign="bottom" rowspan="1" colspan="1">21</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.2</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Food Industry</td><td align="center" valign="bottom" rowspan="1" colspan="1">743</td><td align="center" valign="bottom" rowspan="1" colspan="1">6.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">403</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">340</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.1</td><td align="center" valign="bottom" rowspan="1" colspan="1">370</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.3<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">331</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">38</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.3</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Healthcare</td><td align="center" valign="bottom" rowspan="1" colspan="1">1021</td><td align="center" valign="bottom" rowspan="1" colspan="1">9.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">512</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">509</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">636</td><td align="center" valign="bottom" rowspan="1" colspan="1">5.7<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">288</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.6<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">90</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.8</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Office/Administration</td><td align="center" valign="bottom" rowspan="1" colspan="1">1075</td><td align="center" valign="bottom" rowspan="1" colspan="1">9.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">524</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">551</td><td align="center" valign="bottom" rowspan="1" colspan="1">5.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">874</td><td align="center" valign="bottom" rowspan="1" colspan="1">7.9</td><td align="center" valign="bottom" rowspan="1" colspan="1">182</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">21</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.2</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Other<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">2602</td><td align="center" valign="bottom" rowspan="1" colspan="1">23.5</td><td align="center" valign="bottom" rowspan="1" colspan="1">1518</td><td align="center" valign="bottom" rowspan="1" colspan="1">13.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">1084</td><td align="center" valign="bottom" rowspan="1" colspan="1">9.8</td><td align="center" valign="bottom" rowspan="1" colspan="1">1929</td><td align="center" valign="bottom" rowspan="1" colspan="1">17.4<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">570</td><td align="center" valign="bottom" rowspan="1" colspan="1">5.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">99</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.9</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Personal Care</td><td align="center" valign="bottom" rowspan="1" colspan="1">137</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">67</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">70</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">77</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">57</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.5</td><td align="center" valign="bottom" rowspan="1" colspan="1">3</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.0</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Protective Services<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">248</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.2</td><td align="center" valign="bottom" rowspan="1" colspan="1">72</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">176</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">112</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.0<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">115</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">21</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.2</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Retail<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">928</td><td align="center" valign="bottom" rowspan="1" colspan="1">8.4</td><td align="center" valign="bottom" rowspan="1" colspan="1">537</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.8</td><td align="center" valign="bottom" rowspan="1" colspan="1">391</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.5</td><td align="center" valign="bottom" rowspan="1" colspan="1">517</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.7<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">378</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.4</td><td align="center" valign="bottom" rowspan="1" colspan="1">34</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.3</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Transportation<xref rid="TFN7" ref-type="table-fn">&#x02021;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">401</td><td align="center" valign="bottom" rowspan="1" colspan="1">3.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">226</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">175</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.6</td><td align="center" valign="bottom" rowspan="1" colspan="1">238</td><td align="center" valign="bottom" rowspan="1" colspan="1">2.2<xref rid="TFN6" ref-type="table-fn">&#x02020;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">129</td><td align="center" valign="bottom" rowspan="1" colspan="1">1.2<xref rid="TFN7" ref-type="table-fn">&#x02021;</xref></td><td align="center" valign="bottom" rowspan="1" colspan="1">34</td><td align="center" valign="bottom" rowspan="1" colspan="1">0.3</td></tr><tr><td align="left" valign="bottom" rowspan="1" colspan="1">Totals</td><td align="center" valign="bottom" rowspan="1" colspan="1">11090</td><td align="center" valign="bottom" rowspan="1" colspan="1">100.0</td><td align="center" valign="bottom" rowspan="1" colspan="1">5684</td><td align="center" valign="bottom" rowspan="1" colspan="1">51.3</td><td align="center" valign="bottom" rowspan="1" colspan="1">5406</td><td align="center" valign="bottom" rowspan="1" colspan="1">48.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">7601</td><td align="center" valign="bottom" rowspan="1" colspan="1">68.7</td><td align="center" valign="bottom" rowspan="1" colspan="1">2996</td><td align="center" valign="bottom" rowspan="1" colspan="1">27.1</td><td align="center" valign="bottom" rowspan="1" colspan="1">469</td><td align="center" valign="bottom" rowspan="1" colspan="1">4.2</td></tr></tbody></table><table-wrap-foot><fn id="TFN3"><label>*</label><p id="P67">Reference Category: Healthcare</p></fn><fn id="TFN4"><label>&#x000a7;</label><p id="P68">Reference Category: Office/Administration</p></fn><fn id="TFN5"><label>#</label><p id="P69">Reference Category: Nights Only</p></fn><fn id="TFN6"><label>&#x02020;</label><p id="P70">p&#x0003c;0.01</p></fn><fn id="TFN7"><label>&#x02021;</label><p id="P71">p&#x0003c;0.05</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T3"><label>Table 3:</label><caption><p id="P72">Odds Ratio (adjusted) for Reporting One or More COVID-19 Infections Based on Circadian Preference (N=19821)</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"/></colgroup><thead><tr><th align="left" valign="top" rowspan="1" colspan="1"/><th colspan="2" align="center" valign="top" rowspan="1">Morningness</th><th colspan="2" align="center" valign="top" rowspan="1">Eveningness</th></tr><tr><th align="left" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Model</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">aOR</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">95% CI</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">aOR</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">95% CI</italic>
</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x000a0;</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">Baseline</td><td align="center" valign="top" rowspan="1" colspan="1">1.07</td><td align="center" valign="top" rowspan="1" colspan="1">1.03-1.12<xref rid="TFN12" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.86</td><td align="center" valign="top" rowspan="1" colspan="1">0.81-0.90<xref rid="TFN12" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">+Demographics<sup><xref rid="TFN9" ref-type="table-fn">&#x02020;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">1.21</td><td align="center" valign="top" rowspan="1" colspan="1">1.15-1.26<xref rid="TFN12" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.76</td><td align="center" valign="top" rowspan="1" colspan="1">0.73-0.81<xref rid="TFN12" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">+Comorbidities and Vaccination Status<sup><xref rid="TFN10" ref-type="table-fn">&#x02021;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">1.23</td><td align="center" valign="top" rowspan="1" colspan="1">1.16-1.31<xref rid="TFN12" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.77</td><td align="center" valign="top" rowspan="1" colspan="1">0.72-0.83<xref rid="TFN12" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">+Socioeconomic<sup><xref rid="TFN11" ref-type="table-fn">&#x000a7;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">1.20</td><td align="center" valign="top" rowspan="1" colspan="1">1.13-1.28<xref rid="TFN12" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.80</td><td align="center" valign="top" rowspan="1" colspan="1">0.74-0.86<xref rid="TFN12" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">+Shift Work</td><td align="center" valign="top" rowspan="1" colspan="1">1.21</td><td align="center" valign="top" rowspan="1" colspan="1">1.14-1.29<xref rid="TFN12" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.79</td><td align="center" valign="top" rowspan="1" colspan="1">0.73-0.85<xref rid="TFN12" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">+Self-Reported Sleep Duration and % Remote Work</td><td align="center" valign="top" rowspan="1" colspan="1">1.23</td><td align="center" valign="top" rowspan="1" colspan="1">1.15-1.31<xref rid="TFN12" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">0.78</td><td align="center" valign="top" rowspan="1" colspan="1">0.73-0.85<xref rid="TFN12" ref-type="table-fn">*</xref></td></tr></tbody></table><table-wrap-foot><fn id="TFN8"><p id="P73">The baseline model includes only definitely morning or definitely evening preference. Subsequent models are additive to their immediate predecessor and are adjusted as indicated below (see text for covariate definitions) with the fully adjusted model reflecting demographic, comorbid disease, socioeconomic characteristics, and the occurrence of shift work.</p></fn><fn id="TFN9"><label>&#x02020;</label><p id="P74">age, sex, race</p></fn><fn id="TFN10"><label>&#x02021;</label><p id="P75">BMI, vaccination status (boosted vs. not boosted), # of the following conditions: diabetes, asthma, sickle cell disease, cardiovascular disease, hypertension, cancer, chronic kidney disease, liver disease, chronic obstructive pulmonary disease</p></fn><fn id="TFN11"><label>&#x000a7;</label><p id="P76">education, income, employment</p></fn><fn id="TFN12"><label>*</label><p id="P77">p&#x0003c;0.001</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T4"><label>Table 4:</label><caption><p id="P78">Associations Between COVID-19 Infection Status, Diurnal Preference, Shift Work, and Co-morbid Medical, Demographic and Social Characteristics in Employed Participants</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"/><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 colspan="3" align="left" valign="top" rowspan="1"/><th colspan="2" align="center" valign="top" rowspan="1">COVID-19<break/>Negative<break/>(N=5678)</th><th colspan="2" align="center" valign="top" rowspan="1">COVID-19<break/>Positive<break/>(N=5379)</th><th colspan="2" align="center" valign="top" rowspan="1">Overall<break/><break/>(N=11114)</th></tr></thead><tbody><tr><th colspan="2" align="left" valign="top" rowspan="1"/><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Mean</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">SD</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Mean</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">SD</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">Mean</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">SD</italic>
</th></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">&#x000a0;</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Age (y) <xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11028</td><td align="center" valign="top" rowspan="1" colspan="1">43.7</td><td align="center" valign="top" rowspan="1" colspan="1">14.9</td><td align="center" valign="top" rowspan="1" colspan="1">37.3</td><td align="center" valign="top" rowspan="1" colspan="1">12.6</td><td align="center" valign="top" rowspan="1" colspan="1">40.6</td><td align="center" valign="top" rowspan="1" colspan="1">14.2</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Body Mass Index (kg/m<sup>2</sup>) <sup><xref rid="TFN16" ref-type="table-fn">&#x02020;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">10826</td><td align="center" valign="top" rowspan="1" colspan="1">27.8</td><td align="center" valign="top" rowspan="1" colspan="1">7.8</td><td align="center" valign="top" rowspan="1" colspan="1">28.2</td><td align="center" valign="top" rowspan="1" colspan="1">10.9</td><td align="center" valign="top" rowspan="1" colspan="1">28.0</td><td align="center" valign="top" rowspan="1" colspan="1">9.4</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">No. Comorbidities <xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1">0.6</td><td align="center" valign="top" rowspan="1" colspan="1">1.3</td><td align="center" valign="top" rowspan="1" colspan="1">1.9</td><td align="center" valign="top" rowspan="1" colspan="1">2.6</td><td align="center" valign="top" rowspan="1" colspan="1">1.3</td><td align="center" valign="top" rowspan="1" colspan="1">2.2</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Remote Work (%)</td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1">32</td><td align="center" valign="top" rowspan="1" colspan="1">38</td><td align="center" valign="top" rowspan="1" colspan="1">36</td><td align="center" valign="top" rowspan="1" colspan="1">34</td><td align="center" valign="top" rowspan="1" colspan="1">34</td><td align="center" valign="top" rowspan="1" colspan="1">36</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Sleep Duration Self-Report (h)<xref rid="TFN15" ref-type="table-fn">*</xref><sup><xref rid="TFN17" ref-type="table-fn">&#x02021;</xref></sup></td><td align="center" valign="top" rowspan="1" colspan="1">10375</td><td align="center" valign="top" rowspan="1" colspan="1">6.8</td><td align="center" valign="top" rowspan="1" colspan="1">1.5</td><td align="center" valign="top" rowspan="1" colspan="1">6.6</td><td align="center" valign="top" rowspan="1" colspan="1">1.8</td><td align="center" valign="top" rowspan="1" colspan="1">6.7</td><td align="center" valign="top" rowspan="1" colspan="1">1.7</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">&#x000a0;</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><th colspan="2" align="left" valign="top" rowspan="1"/><th align="center" valign="top" rowspan="1" colspan="1"/><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">N</italic>
</th><th align="center" valign="top" rowspan="1" colspan="1">
<italic toggle="yes">%</italic>
</th></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Sex <xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">10950</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;</td><td align="left" valign="top" rowspan="1" colspan="1">Male</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2829</td><td align="center" valign="top" rowspan="1" colspan="1">50.1</td><td align="center" valign="top" rowspan="1" colspan="1">2932</td><td align="center" valign="top" rowspan="1" colspan="1">55.3</td><td align="center" valign="top" rowspan="1" colspan="1">5761</td><td align="center" valign="top" rowspan="1" colspan="1">52.6</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Female</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2820</td><td align="center" valign="top" rowspan="1" colspan="1">49.9</td><td align="center" valign="top" rowspan="1" colspan="1">2369</td><td align="center" valign="top" rowspan="1" colspan="1">44.7</td><td align="center" valign="top" rowspan="1" colspan="1">5189</td><td align="center" valign="top" rowspan="1" colspan="1">47.4</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Race/Ethnicity <xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">White</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3476</td><td align="center" valign="top" rowspan="1" colspan="1">61.2</td><td align="center" valign="top" rowspan="1" colspan="1">3082</td><td align="center" valign="top" rowspan="1" colspan="1">57.5</td><td align="center" valign="top" rowspan="1" colspan="1">6555</td><td align="center" valign="top" rowspan="1" colspan="1">59.4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Black</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">663</td><td align="center" valign="top" rowspan="1" colspan="1">11.7</td><td align="center" valign="top" rowspan="1" colspan="1">579</td><td align="center" valign="top" rowspan="1" colspan="1">10.8</td><td align="center" valign="top" rowspan="1" colspan="1">1247</td><td align="center" valign="top" rowspan="1" colspan="1">11.3</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Hispanic</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">849</td><td align="center" valign="top" rowspan="1" colspan="1">15.0</td><td align="center" valign="top" rowspan="1" colspan="1">1256</td><td align="center" valign="top" rowspan="1" colspan="1">23.4</td><td align="center" valign="top" rowspan="1" colspan="1">2105</td><td align="center" valign="top" rowspan="1" colspan="1">19.1</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Other</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">687</td><td align="center" valign="top" rowspan="1" colspan="1">12.1</td><td align="center" valign="top" rowspan="1" colspan="1">447</td><td align="center" valign="top" rowspan="1" colspan="1">8.3</td><td align="center" valign="top" rowspan="1" colspan="1">1134</td><td align="center" valign="top" rowspan="1" colspan="1">10.3</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Education</td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">High School or Less</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1254</td><td align="center" valign="top" rowspan="1" colspan="1">22.1</td><td align="center" valign="top" rowspan="1" colspan="1">1177</td><td align="center" valign="top" rowspan="1" colspan="1">21.9</td><td align="center" valign="top" rowspan="1" colspan="1">2431</td><td align="center" valign="top" rowspan="1" colspan="1">22.0</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Some College</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">4418</td><td align="center" valign="top" rowspan="1" colspan="1">77.9</td><td align="center" valign="top" rowspan="1" colspan="1">4187</td><td align="center" valign="top" rowspan="1" colspan="1">78.1</td><td align="center" valign="top" rowspan="1" colspan="1">8605</td><td align="center" valign="top" rowspan="1" colspan="1">78.0</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Income (Yearly) <xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">10751</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">&#x0003c; $50,000</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2226</td><td align="center" valign="top" rowspan="1" colspan="1">40.5</td><td align="center" valign="top" rowspan="1" colspan="1">1729</td><td align="center" valign="top" rowspan="1" colspan="1">32.9</td><td align="center" valign="top" rowspan="1" colspan="1">3955</td><td align="center" valign="top" rowspan="1" colspan="1">36.8</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">&#x02265; $50,000</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3264</td><td align="center" valign="top" rowspan="1" colspan="1">59.5</td><td align="center" valign="top" rowspan="1" colspan="1">3532</td><td align="center" valign="top" rowspan="1" colspan="1">67.1</td><td align="center" valign="top" rowspan="1" colspan="1">6796</td><td align="center" valign="top" rowspan="1" colspan="1">63.2</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Diurnal Preference <xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Definitely Morning Type</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1856</td><td align="center" valign="top" rowspan="1" colspan="1">32.7</td><td align="center" valign="top" rowspan="1" colspan="1">1960</td><td align="center" valign="top" rowspan="1" colspan="1">36.5</td><td align="center" valign="top" rowspan="1" colspan="1">3816</td><td align="center" valign="top" rowspan="1" colspan="1">34.6</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Definitely Evening Type</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1156</td><td align="center" valign="top" rowspan="1" colspan="1">20.4</td><td align="center" valign="top" rowspan="1" colspan="1">780</td><td align="center" valign="top" rowspan="1" colspan="1">14.5</td><td align="center" valign="top" rowspan="1" colspan="1">1936</td><td align="center" valign="top" rowspan="1" colspan="1">17.5</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Not Definitely Morning or Evening Type</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="middle" rowspan="1" colspan="1">2660</td><td align="center" valign="middle" rowspan="1" colspan="1">46.9</td><td align="center" valign="middle" rowspan="1" colspan="1">2624</td><td align="center" valign="middle" rowspan="1" colspan="1">48.9</td><td align="center" valign="middle" rowspan="1" colspan="1">5284</td><td align="center" valign="middle" rowspan="1" colspan="1">47.9</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Work Shift Category<xref rid="TFN15" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day Shift Only</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">4168</td><td align="center" valign="top" rowspan="1" colspan="1">73.5</td><td align="center" valign="top" rowspan="1" colspan="1">3421</td><td align="center" valign="top" rowspan="1" colspan="1">63.8</td><td align="center" valign="top" rowspan="1" colspan="1">7589</td><td align="center" valign="top" rowspan="1" colspan="1">68.8</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day and/or Some Evening Shifts</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">974</td><td align="center" valign="top" rowspan="1" colspan="1">17.2</td><td align="center" valign="top" rowspan="1" colspan="1">1330</td><td align="center" valign="top" rowspan="1" colspan="1">24.8</td><td align="center" valign="top" rowspan="1" colspan="1">2304</td><td align="center" valign="top" rowspan="1" colspan="1">20.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day/Evening and Some Night Shifts</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">288</td><td align="center" valign="top" rowspan="1" colspan="1">5.1</td><td align="center" valign="top" rowspan="1" colspan="1">392</td><td align="center" valign="top" rowspan="1" colspan="1">7.3</td><td align="center" valign="top" rowspan="1" colspan="1">680</td><td align="center" valign="top" rowspan="1" colspan="1">6.2</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Night Shifts Only</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">242</td><td align="center" valign="top" rowspan="1" colspan="1">4.3</td><td align="center" valign="top" rowspan="1" colspan="1">221</td><td align="center" valign="top" rowspan="1" colspan="1">4.1</td><td align="center" valign="top" rowspan="1" colspan="1">463</td><td align="center" valign="top" rowspan="1" colspan="1">4.2</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Vaccination # <xref rid="TFN13" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">0</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1317</td><td align="center" valign="top" rowspan="1" colspan="1">55.8</td><td align="center" valign="top" rowspan="1" colspan="1">1045</td><td align="center" valign="top" rowspan="1" colspan="1">44.2</td><td align="center" valign="top" rowspan="1" colspan="1">2362</td><td align="center" valign="top" rowspan="1" colspan="1">21.4</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">1</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">417</td><td align="center" valign="top" rowspan="1" colspan="1">29.6</td><td align="center" valign="top" rowspan="1" colspan="1">990</td><td align="center" valign="top" rowspan="1" colspan="1">70.4</td><td align="center" valign="top" rowspan="1" colspan="1">1407</td><td align="center" valign="top" rowspan="1" colspan="1">12.7</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">2</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1663</td><td align="center" valign="top" rowspan="1" colspan="1">45.8</td><td align="center" valign="top" rowspan="1" colspan="1">1968</td><td align="center" valign="top" rowspan="1" colspan="1">54.2</td><td align="center" valign="top" rowspan="1" colspan="1">3631</td><td align="center" valign="top" rowspan="1" colspan="1">32.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">3</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">1961</td><td align="center" valign="top" rowspan="1" colspan="1">61.4</td><td align="center" valign="top" rowspan="1" colspan="1">1231</td><td align="center" valign="top" rowspan="1" colspan="1">38.6</td><td align="center" valign="top" rowspan="1" colspan="1">3192</td><td align="center" valign="top" rowspan="1" colspan="1">28.9</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">4</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">314</td><td align="center" valign="top" rowspan="1" colspan="1">70.7</td><td align="center" valign="top" rowspan="1" colspan="1">130</td><td align="center" valign="top" rowspan="1" colspan="1">29.3</td><td align="center" valign="top" rowspan="1" colspan="1">444</td><td align="center" valign="top" rowspan="1" colspan="1">4.0</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Vaccination Boosted<xref rid="TFN13" ref-type="table-fn">*</xref></td><td align="center" valign="top" rowspan="1" colspan="1">11036</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">No (&#x02264;2 Vaccinations)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">3397</td><td align="center" valign="top" rowspan="1" colspan="1">45.9</td><td align="center" valign="top" rowspan="1" colspan="1">4003</td><td align="center" valign="top" rowspan="1" colspan="1">54.1</td><td align="center" valign="top" rowspan="1" colspan="1">7400</td><td align="center" valign="top" rowspan="1" colspan="1">67.1</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Yes (&#x0003e;2 Vaccinations)</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1">2275</td><td align="center" valign="top" rowspan="1" colspan="1">62.6</td><td align="center" valign="top" rowspan="1" colspan="1">1361</td><td align="center" valign="top" rowspan="1" colspan="1">37.4</td><td align="center" valign="top" rowspan="1" colspan="1">3636</td><td align="center" valign="top" rowspan="1" colspan="1">32.9</td></tr></tbody></table><table-wrap-foot><fn id="TFN13"><p id="P79"><sup>&#x02020;</sup>p&#x0003c;0.05, *p&#x02264;0.001, significant differences in means or proportions</p></fn><fn id="TFN15"><label>*</label><p id="P81">p&#x0003c;0.001</p></fn><fn id="TFN16"><label>&#x02020;</label><p id="P82">p&#x0003c;0.05</p></fn><fn id="TFN17"><label>&#x02021;</label><p id="P83">Participants with self-reported sleep duration &#x0003c;3 or &#x0003e;12 hours were excluded as improbable</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T5"><label>Table 5:</label><caption><p id="P84">Odds Ratio (adjusted) in Fully Adjusted Model<xref rid="TFN18" ref-type="table-fn">*</xref> with Interactions for Reporting One or More COVID-19 Infections Based on Circadian Preference and Shift Work (N=9877)</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 colspan="2" align="left" valign="top" rowspan="1"/><th align="center" valign="top" rowspan="1" colspan="1">aOR</th><th align="center" valign="top" rowspan="1" colspan="1">95%CI</th></tr></thead><tbody><tr><td colspan="2" align="left" valign="top" rowspan="1">Diurnal Preference</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">&#x02003;&#x02003;</td><td align="left" valign="top" rowspan="1" colspan="1">Neither Morning nor Evening Preference</td><td align="center" valign="top" rowspan="1" colspan="1">Referent</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Definite Morning Preference</td><td align="center" valign="top" rowspan="1" colspan="1">1.23</td><td align="center" valign="top" rowspan="1" colspan="1">1.16-1.32</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Definite Evening Preference</td><td align="center" valign="top" rowspan="1" colspan="1">0.79</td><td align="center" valign="top" rowspan="1" colspan="1">0.73-0.85</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Work Shift Category</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day Shift Only</td><td align="center" valign="top" rowspan="1" colspan="1">Referent</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day and/or Some Evening Shifts</td><td align="center" valign="top" rowspan="1" colspan="1">1.25</td><td align="center" valign="top" rowspan="1" colspan="1">1.10-1.41</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Day/Evening and Some Night Shifts</td><td align="center" valign="top" rowspan="1" colspan="1">1.18</td><td align="center" valign="top" rowspan="1" colspan="1">0.97-1.44</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Night Shifts Only</td><td align="center" valign="top" rowspan="1" colspan="1">0.95</td><td align="center" valign="top" rowspan="1" colspan="1">0.75-1.20</td></tr><tr><td colspan="2" align="left" valign="top" rowspan="1">Diurnal Preference x Work Shift Interactions</td><td align="center" valign="top" rowspan="1" colspan="1"/><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Neither Morning nor Evening Preference x Day Shift Only</td><td align="center" valign="top" rowspan="1" colspan="1">Referent</td><td align="center" valign="top" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Morning Preference x Day and/or Some Evening Shifts</td><td align="center" valign="top" rowspan="1" colspan="1">1.87</td><td align="center" valign="top" rowspan="1" colspan="1">1.28-2.74</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Morning Preference x Day/Evening and Some Night Shifts</td><td align="center" valign="top" rowspan="1" colspan="1">1.72</td><td align="center" valign="top" rowspan="1" colspan="1">0.98-3.02</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Morning Preference x Night Shifts Only</td><td align="center" valign="top" rowspan="1" colspan="1">0.93</td><td align="center" valign="top" rowspan="1" colspan="1">0.47-1.84</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Evening Preference x Day and/or Some Evening Shifts</td><td align="center" valign="top" rowspan="1" colspan="1">0.89</td><td align="center" valign="top" rowspan="1" colspan="1">0.59-1.33</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Evening Preference x Day/Evening and Some Night Shifts</td><td align="center" valign="top" rowspan="1" colspan="1">0.68</td><td align="center" valign="top" rowspan="1" colspan="1">0.39-1.24</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Evening Preference x Night Shifts Only</td><td align="center" valign="top" rowspan="1" colspan="1">0.79</td><td align="center" valign="top" rowspan="1" colspan="1">0.41-1.52</td></tr></tbody></table><table-wrap-foot><fn id="TFN18"><label>*</label><p id="P85">Fully adjusted model includes age, sex, race, BMI, vaccination status (boosted vs. not boosted), # of the following conditions: diabetes, asthma, sickle cell disease, cardiovascular disease, hypertension, cancer, chronic kidney disease, liver disease, chronic obstructive pulmonary disease, and the following factors: education, income, employment, sleep duration, percent time working remotely, employment sector</p></fn></table-wrap-foot></table-wrap><boxed-text id="BX1" position="float"><caption><title>Learning Outcomes</title></caption><list list-type="bullet" id="L6"><list-item><p id="P86">Describe the association between chronotype and prevalence of COVID-19 infection</p></list-item><list-item><p id="P87">Summarize the combined effect of chronotype and shift work on the prevalence of COVID-19 infection</p></list-item></list></boxed-text></floats-group></article>