<!DOCTYPE article
PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD with MathML3 v1.2 20190208//EN" "JATS-archivearticle1-mathml3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article"><?properties manuscript?><front><journal-meta><journal-id journal-id-type="nlm-journal-id">9204382</journal-id><journal-id journal-id-type="pubmed-jr-id">30083</journal-id><journal-id journal-id-type="nlm-ta">Work</journal-id><journal-id journal-id-type="iso-abbrev">Work</journal-id><journal-title-group><journal-title>Work (Reading, Mass.)</journal-title></journal-title-group><issn pub-type="ppub">1051-9815</issn><issn pub-type="epub">1875-9270</issn></journal-meta><article-meta><article-id pub-id-type="pmid">28211832</article-id><article-id pub-id-type="pmc">7641201</article-id><article-id pub-id-type="doi">10.3233/WOR-172481</article-id><article-id pub-id-type="manuscript">HHSPA1638624</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Associations between trunk flexion and physical activity of patient care workers for a single shift: A pilot study</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Arias</surname><given-names>Oscar E.</given-names></name><xref ref-type="aff" rid="A1">a</xref><xref ref-type="aff" rid="A8">h</xref><xref rid="CR1" ref-type="corresp">*</xref></contrib><contrib contrib-type="author"><name><surname>Umukoroa</surname><given-names>Peter E.</given-names></name><xref ref-type="aff" rid="A1">a</xref></contrib><contrib contrib-type="author"><name><surname>Stoffel</surname><given-names>Sonja D.</given-names></name><xref ref-type="aff" rid="A2">b</xref><xref ref-type="aff" rid="A3">c</xref></contrib><contrib contrib-type="author"><name><surname>Hopcia</surname><given-names>Karen</given-names></name><xref ref-type="aff" rid="A4">d</xref><xref ref-type="aff" rid="A5">e</xref></contrib><contrib contrib-type="author"><name><surname>Sorensen</surname><given-names>Glorian</given-names></name><xref ref-type="aff" rid="A3">c</xref><xref ref-type="aff" rid="A6">f</xref></contrib><contrib contrib-type="author"><name><surname>Dennerlein</surname><given-names>Jack T.</given-names></name><xref ref-type="aff" rid="A1">a</xref><xref ref-type="aff" rid="A7">g</xref></contrib></contrib-group><aff id="A1"><label>a</label>Harvard School of Public Health Center for Work, Health and Wellbeing, Boston, MA, USA</aff><aff id="A2"><label>b</label>Centre for Sport and Exercise Education, Camosun College, Victoria, BC, Canada</aff><aff id="A3"><label>c</label>Department of Social and Behavioral Sciences, Harvard School of Public Health, Boston, MA, USA</aff><aff id="A4"><label>d</label>Department of Occupational Health, Partners HealthCare, Inc., Boston, MA, USA</aff><aff id="A5"><label>e</label>Department of Health Systems Science, University of Illinois at Chicago, Chicago, IL, USA</aff><aff id="A6"><label>f</label>Center for Community Based Research, Dana Faber Cancer Institute, Boston, MA, USA</aff><aff id="A7"><label>g</label>Department of Physical Therapy, Movement, and Rehabilitation Sciences, Bouv&#x000e9; College of Health Sciences, Northeastern University, Boston, MA, USA</aff><aff id="A8"><label>h</label>Department of Environmental Health Sciences, University of California, Los Angeles (UCLA), CA, USA</aff><author-notes><corresp id="CR1"><label>*</label>Address for correspondence: Oscar E. Arias, University California Los Angeles, 650 Charles E. Young Dr. S., 56-071C Box 951772. Los Angeles, CA 90095-1772, USA. Tel.: +1 310728 5220; <email>oea936@mail.harvard.edu</email>.</corresp></author-notes><pub-date pub-type="nihms-submitted"><day>23</day><month>10</month><year>2020</year></pub-date><pub-date pub-type="ppub"><year>2017</year></pub-date><pub-date pub-type="pmc-release"><day>04</day><month>11</month><year>2020</year></pub-date><volume>56</volume><issue>2</issue><fpage>247</fpage><lpage>255</lpage><!--elocation-id from pubmed: 10.3233/WOR-172481--><abstract id="ABS1"><sec id="S1"><title>Objective:</title><p id="P1">Characterize the physical load of trunk flexion and physical activity of patient care unit (PCU) workers during a single work shift.</p></sec><sec id="S2"><title>Methods:</title><p id="P2">Participants wore an accelerometer to measure physical activity and an inclinometer to assess trunk flexion during a single work shift, which was compared using correlation and linear regression analyses. At the end of the shift, each participant rated the exertion level using the Borg perceived exertion scale.</p></sec><sec id="S3"><title>Results:</title><p id="P3">Participants spent 74% of their work time upright between &#x02212;10&#x000b0; to 20&#x000b0; and 19% of their time flexed between 20&#x000b0; to 45&#x000b0;. On average workers spent 3% and 5% of their time, in the extreme postures of less than &#x02212;10&#x000b0; and greater than 45&#x000b0;, respectively. Participants spent 99% of their shift below moderate and vigorous activity. The largest correlation found was between the number of forward trunk flexions to 20&#x000b0; degrees per shift and minutes in lifestyle activity (r=0.6, p&#x0003c;0.001). No correlations between minutes of moderate or vigorous physical activity and trunk flexion were observed.</p></sec><sec id="S4"><title>Conclusions:</title><p id="P4">These pilot study data suggest that the physical demands of patient care unit workers as measured through trunk flexion are associated with lifestyle and light levels of physical activity.</p></sec></abstract><kwd-group><kwd>Posture</kwd><kwd>workload</kwd><kwd>ergonomics</kwd><kwd>bending</kwd></kwd-group></article-meta></front><body><sec id="S5"><label>1.</label><title>INTRODUCTION</title><p id="P5">Patient care unit (PCU) workers suffer numerous adverse health outcomes that have been related to the physical demands of their work. Musculoskeletal symptoms and injuries in particular are highly prevalent among PCU workers [<xref rid="R1" ref-type="bibr">1</xref>, <xref rid="R2" ref-type="bibr">2</xref>]. The 1-year prevalence rate of low back pain in nursing workers has been reported to be approximately 60%.[<xref rid="R3" ref-type="bibr">3</xref>, <xref rid="R4" ref-type="bibr">4</xref>] Additionally, the prevalence of musculoskeletal symptoms reported for the previous 12 months among nursing workers ranged between 10% to 15%.[<xref rid="R5" ref-type="bibr">5</xref>] Furthermore, in acute care hospitals, back injuries due to sprains or strains have been reported as the most common injuries associated with days away from work. [<xref rid="R3" ref-type="bibr">3</xref>, <xref rid="R6" ref-type="bibr">6</xref>] For these injuries, patient handling activities were reported as the main cause.[<xref rid="R6" ref-type="bibr">6</xref>, <xref rid="R7" ref-type="bibr">7</xref>]</p><p id="P6">Patient care unit workers are exposed to physical demands including patient handling tasks such as, lifting, repositioning and manual transferring of patients. These tasks are physically demanding and impose mechanical loads on the back that increase the probability for the development of low back pain and disability.[<xref rid="R8" ref-type="bibr">8</xref>-<xref rid="R10" ref-type="bibr">10</xref>] Supporting the weight of the torso during simple bending puts large strains on the low back. Furthermore, inclinometer measurements of trunk flexion have been associated with an increased prevalence of low back pain.[<xref rid="R11" ref-type="bibr">11</xref>, <xref rid="R12" ref-type="bibr">12</xref>] Punnett et al.[<xref rid="R13" ref-type="bibr">13</xref>], found that back disorders were associated with trunk flexion between 20&#x000b0; to 45&#x000b0; (OR=4.9) and flexion greater than 45&#x000b0; (OR= 5.9) among 1335 automobile assembly workers. Physiological studies also demonstrated that these postures increase heart rate and oxygen consumption.[<xref rid="R14" ref-type="bibr">14</xref>]</p><p id="P7">In addition to work-related injuries, scientific literature has reported high rates of cardiovascular diseases and all-cause mortality among workers of physically demanding jobs, including health care workers.[<xref rid="R14" ref-type="bibr">14</xref>-<xref rid="R16" ref-type="bibr">16</xref>] High physical job demands, often assessed using occupational physical activity (OPA) metrics, have been associated with high energy expenditure, oxygen consumption, and higher risk for CVD disease.[<xref rid="R17" ref-type="bibr">17</xref>] Furthermore, high physical activity at work has been associated with a higher risk for ischemic heart disease among nurses. [<xref rid="R18" ref-type="bibr">18</xref>]</p><p id="P8">Trunk flexion and occupational physical activity are parameters that have been largely used to assess and characterize jobs with high physical demands.[<xref rid="R11" ref-type="bibr">11</xref>-<xref rid="R13" ref-type="bibr">13</xref>, <xref rid="R19" ref-type="bibr">19</xref>-<xref rid="R22" ref-type="bibr">22</xref>] Trunk flexion has been usually measured using observational methods, including pen and paper based observation methods, videotaping and computer-aided analysis.[<xref rid="R23" ref-type="bibr">23</xref>] As an alternative, the use of wearable sensors has been increasingly accepted because they are less labor-intensive compared to observational methods.[<xref rid="R24" ref-type="bibr">24</xref>] Occupational physical activity has also been assessed at a population level using mainly two different methods, questionnaires[<xref rid="R25" ref-type="bibr">25</xref>] and direct measurements collected through motion detectors (e.g., accelerometers). Motion detectors provide a more accurate and feasible method for getting detailed information about physical activity levels than questionnaires.[<xref rid="R26" ref-type="bibr">26</xref>, <xref rid="R27" ref-type="bibr">27</xref>]</p><p id="P9">While trunk flexion and OPA both have physiological implications, the relationship between trunk flexion and physical activity while evaluating a physically demanding work environment such as PCU work is not well established.[<xref rid="R28" ref-type="bibr">28</xref>] Previous studies have described trunk flexion [<xref rid="R29" ref-type="bibr">29</xref>-<xref rid="R31" ref-type="bibr">31</xref>] or OPA [<xref rid="R32" ref-type="bibr">32</xref>], among nursing home nurses and personal support workers. Only one study[<xref rid="R28" ref-type="bibr">28</xref>] analyzed upper arm and trunk postures in registered nurses stratifying by OPA levels. A better understanding of this relation will allow us to comprehend the contribution of trunk flexion at work on OPA levels. An improved understanding of how trunk flexion and physical activity are related may provide a better understanding of the contribution of these two parameters on the occurrence and etiology of disease among PCU workers. These associations will be useful in implementing integrated ergonomic and health intervention to promote health in physically demanding jobs.</p><p id="P10">In this study, occupational physical activity and trunk flexion were measured during a work shift among PCU workers from two hospitals from Boston, MA. We hypothesized that PCU workers who have larger amounts of trunk flexion will also have greater minutes of moderate and vigorous physical activity during a work shift as indicated through positive and significant correlations.</p></sec><sec id="S6"><label>2.</label><title>METHODS</title><sec id="S7"><label>1.</label><title>Participants and Study Design</title><p id="P11">Fifty participants were recruited via e-mail sent to all workers and poster advertisements as part of the &#x0201c;Be Well Work Well&#x0201d; pilot study in six patient care units from two large teaching hospitals in Boston.[<xref rid="R32" ref-type="bibr">32</xref>, <xref rid="R33" ref-type="bibr">33</xref>] Eligible participants worked in the thoracic intensive care, orthopedic, burn and trauma, cardiac and cardiac step-down type units. A sample of 40 nurses and 10 patient care assistants volunteered to participate with similar number of subjects from the 6 units.</p><p id="P12">For these participants, we measured directly their physical activity with an accelerometer for seven days and their trunk flexion with an inclinometer for a single shift during the week. We considered that a single shift was enough to explore the association between physical activity and trunk flexion among PCU workers, given the fact that they belong to quite specialized units and treat patients daily with similar characteristics within units. Physical activity data for the whole seven days are presented elsewhere[<xref rid="R32" ref-type="bibr">32</xref>]. At the end of the shift each participant rated the exertion level for the current and a typical shift using the Borg perceived exertion scale.[<xref rid="R34" ref-type="bibr">34</xref>] The scale had a response scale from 6 to 20, which correlates to participant&#x02019;s heart rate [<xref rid="R35" ref-type="bibr">35</xref>, <xref rid="R36" ref-type="bibr">36</xref>], giving an idea how heavy and strenuous the shift was perceived. All participants provided written consent and all protocols and forms were approved by the applicable institutional review board for protection of human subjects.</p></sec><sec id="S8"><label>2.</label><title>Physical activity</title><p id="P13">To measure physical activity, participants wore an accelerometer (GT3X accelerometer Actigraph, Pensacola, FL) on the right hip with an elasticized belt. The accelerometers recorded data in 1-minute intervals, providing the number of counts for each minute. A count was defined as any activity with accelerations above the threshold of 0.016317 m/s<sup>2</sup>. Number of counts per minute has been highly correlated with energy expenditure.[<xref rid="R37" ref-type="bibr">37</xref>] We assigned each minute to the different levels of physical activity based on the definition of Freedson and colleagues [<xref rid="R37" ref-type="bibr">37</xref>] for sedentary (0-100 counts per minute), lifestyle (101-759 counts per minute), light (760-1952 counts per minute), moderate (1953-5724 counts per minute), and vigorous (&#x0003e;5725-counts per minute). The internal clock of the accelerometer was synchronized with the inclinometer used to measure torso flexion.</p></sec><sec id="S9"><label>3.</label><title>Trunk flexion</title><p id="P14">To measure trunk flexion, participants wore a tri-axial accelerometer data-logger (G-Link 2.4 GHx Wireless, Microstrain, Williston, VT), during a single shift. The trunk postural data logger was placed on each participant&#x02019;s torso on the back, centered at T1 level below the C7 vertebrae. This placement minimized interference of wearing the device and the participant&#x02019;s work activities. The placement was vetted with several patient care workers prior to data collection. The device logged data at five samples per second. The angles were calculated with respect to the reference posture defined as the posture recorded while participants stood erect looking straight ahead with their arms resting at their sides.</p><p id="P15">The alignment of the inclinometer&#x02019;s axes with the anatomical planes was achieved using data collected from participants performing three slow bows (or vertical push-ups against the wall if a participant was uncomfortable with unsupported torso flexion), a 10-second pause while standing up straight, one single bow, another 10-second pause while standing up straight, and then three bows. Since the inclinometers logged data from the moment they were initialized to the time their data were downloaded, Participants completed the reference posture and alignment movements at the beginning and at the end of data collection to denote the time that data collection started and ended. During data processing, these three bows were easily identified through visual display of the signals.</p><p id="P16">Once parsed and processed, the postural data were then categorized into 4 groups of trunk postures (1) Extension: &#x0003c;&#x02212;10&#x000b0;, (2) upright: &#x02212;10&#x000b0; to 20&#x000b0;, (3) flexed: &#x0003e; 20&#x000b0; to 45&#x000b0;, and (4) extreme flexion: &#x0003e; 45&#x000b0;, typical ranges described in the literature.[<xref rid="R13" ref-type="bibr">13</xref>, <xref rid="R19" ref-type="bibr">19</xref>] We then calculated the duration in minutes in each category and the frequency of bending per hour within categories.</p><p id="P17">In addition, we categorized the exposure for back disorders as high, medium and low exposures. Low exposure for back disorders were classified as trunk flexion &#x0003c; 15&#x000b0; during 86% of the work shift [<xref rid="R12" ref-type="bibr">12</xref>]. High exposure for back disorders was defined as keeping a trunk flexion &#x0003e;20&#x000b0; during 33% of the work shift. [<xref rid="R13" ref-type="bibr">13</xref>, <xref rid="R38" ref-type="bibr">38</xref>] All other trunk flexion postures were classified as medium risk.</p></sec><sec id="S10"><label>2.4</label><title>Statistical Analyses</title><p id="P18">Two analyses were completed to test the hypothesis that a PCU worker&#x02019;s increased trunk flexion is associated with increased minutes of moderate or vigorous levels of physical activity during one work-shift. First, we compared differences of mean minutes at different levels of physical activity per shift with the low, medium, and high exposure categories using the non-parametric Kruskal-Wallis test. Second, we tested for association between physical activity and the different ranges of trunk postures using a Spearman&#x02019;s rank correlation. We also applied step-wise multiple regressions to evaluate the effect of potential covariates (e.g., age, job title, body mass index, type of shift, and musculoskeletal pain in the last 7 days) on the statistically significant correlations between pairs of parameters. All analyses were carried out in STATA version 11 (StataCorp, College Station, TX).</p></sec></sec><sec id="S11"><label>3.</label><title>RESULTS</title><p id="P19">Complete accelerometer and inclinometer data were collected on 47 of the 50 participants (<xref rid="T1" ref-type="table">Table 1</xref>) covering 47 single shifts that ranged between 8 and 12 hours in duration distributed between day, evening, and night shifts. Data from three PCU workers were unrecoverable due to instrumentation initialization errors. Participants with successful measurements had a mean age of 42 years (range: 23 &#x02013; 68 years), were predominantly females with a Female to Male ratio of 7:1. Thirty five participants worked during day shifts (from 7 am to 11 pm) and fifteen in night shifts (from 7 or 11 pm to 7 am).</p><sec id="S12"><label>3.1</label><title>Directly measured trunk flexion and physical activity</title><p id="P20">On average, PCU workers spent 74% of the shift in an upright trunk posture (that is between 10&#x000b0; of extension to 20&#x000b0; of flexion) and 19% of their time in a flexed trunk posture (20&#x000b0; to 45&#x000b0;). PCU workers spent 3% of the shift in extension greater than 10&#x000b0; and 5% in extreme trunk flexion (that is greater than 45&#x000b0;). In terms of bending frequency, we recorded on average 124 bends per hour from upright to flexed postures and 34 bends per hour from flexed to extreme flexion. The mean durations of trunk excursions into flexed and extreme flexion postures were 21 and 20 seconds, respectively (<xref rid="T2" ref-type="table">Table 2</xref>).</p><p id="P21">When categorizing trunk flexion into the low, medium, and high exposure groups, eleven participants spent 86% of the shift with a trunk flexion less than 15&#x000b0; and were considered in the low exposure according to Fathallah&#x02019;s criteria.[<xref rid="R12" ref-type="bibr">12</xref>] Seven PCU workers spent 33% of their work time with a trunk flexion greater than 20&#x000b0; and were considered in high exposure group according to Punnet and Keyserling criteria. [<xref rid="R13" ref-type="bibr">13</xref>, <xref rid="R38" ref-type="bibr">38</xref>] Twenty-nine workers had flexion profiles that were between these low and high exposure definitions and, hence, were considered in medium exposure group</p><p id="P22">For the 47 participants 99% of their shift was spent below moderate and vigorous activity with 53% of the time associated with sedentary activities (<xref rid="T3" ref-type="table">Table 3</xref>). On average the participants had 6 minutes of moderate and less than 0.5 minutes of vigorous activity, during the shift (<xref rid="T3" ref-type="table">Table 3</xref>).</p></sec><sec id="S13"><label>3.2</label><title>Associations between trunk flexion and physical activity</title><p id="P23">The minutes of time spent by the PCU workers in different physical activity categories did not vary significantly across participants grouped into low, medium, or high exposure groups (<xref rid="T4" ref-type="table">Table 4</xref>).</p><p id="P24">The strongest correlation observed between trunk flexion and minutes at various physical activity levels was observed between number of bends from upright to flexed trunk posture of 20&#x000b0; degrees per shift (r<sub>s</sub>: 0.6, p=&#x0003c;0.001) and minutes in lifestyle activity (<xref rid="T5" ref-type="table">Table 5</xref> and <xref rid="F1" ref-type="fig">Figure 1a</xref>). There were no statistically significant correlations between the number of bends to flexed trunk posture with minutes in sedentary activity, light activity and moderate activity. The duration of trunk excursions into a flexed posture (i.e. between 20&#x000b0; to 45&#x000b0;) correlated with the minutes of lifestyle activity (r<sub>s</sub>: 0.5, p= &#x0003c;0.001). The number of forward trunk bends from flexed to extreme flexion of 45&#x000b0; degrees per shift correlated also with minutes in lifestyle activity and minutes in light activity (r<sub>s</sub>: 0.4, p=0.005 and 0.4, p=0.01 respectively: <xref rid="T5" ref-type="table">Table 5</xref>). The perceived exertion scale for a typical shift correlated only with minutes of sedentary activity (r<sub>s</sub>: &#x02212;0.5, p=&#x0003c;0.001: <xref rid="T5" ref-type="table">Table 5</xref> and <xref rid="F1" ref-type="fig">Figure 1b</xref>)..</p><p id="P25">Multiple linear regression models used to evaluate the impact of the presence of potential confounders and covariates (age, job title, body mass index, type of shift (day/night) and musculoskeletal pain in the last 7 days) on the correlation between pairs of parameters with the largest correlations showed their coefficients remained statistically significant (<xref rid="T6" ref-type="table">Table 6</xref>).</p></sec></sec><sec id="S14"><label>4.</label><title>DISCUSSION</title><p id="P26">The goal of this pilot study was to characterize directly measured minutes of physical activity (PA) levels of PCU workers and directly measured metrics of trunk posture during a single shift in order to explore the relation between trunk postures, and minutes of PA. Overall, a wide variability in the distribution of trunk postures measured across the workers was found and resulted in a range of low, medium and high risk for reporting low back pain. However, the amount of moderate and vigorous physical activity for participants was quite small and hence did not vary significantly across these exposure categories. Only 6 minutes of moderate activity or greater were measured during a single shift with no significant correlation with trunk flexion metrics.</p><p id="P27">These results suggest that within the context of PCU worker, the physical demands of the job while perceived to be moderate to high in terms of the exposure to trunk flexion are actually of low intensity physical activity levels. Trunk flexion was associated at best with lifestyle and light levels of physical activity. Furthermore, the job demands as denoted by the frequency of bends to flexion and extreme flexion may be more associated with fatigue as defined by work physiology than with moderate or vigorous levels of physical activity. In our study the frequencies of trunk flexion to 20&#x000b0; and to 45&#x000b0; were 2.1 and 0.6 bends per minute, respectively. The frequency multiplier within the NIOSH Lifting equation for these rates is based on the psychophysical experiments of Snook and Ciriello [<xref rid="R39" ref-type="bibr">39</xref>] and is assumed to be more associated with muscle fatigue rather than challenges to the physiological expenditure. [<xref rid="R40" ref-type="bibr">40</xref>] While the scientific literature support that high intensity physical activity at work is detrimental for workers health, these data indicate that the type of activity these workers experience at work is in the range of low intensity physical activity.[<xref rid="R41" ref-type="bibr">41</xref>, <xref rid="R42" ref-type="bibr">42</xref>]</p><p id="P28">The negative correlation between perceived exertion and minutes of sedentary activity within a shift suggests that the perceived exertion of the shift is related to the total time of non-sedentary activity and may hence misclassify self-reported occupational physical activity as moderate or vigorous. In these workers, a large amount of their non-sedentary time is below moderate or vigorous levels of physical activity; however, the same individuals report high levels of moderate and vigorous levels of OPA (presented in Umukoro et al, 2013). PCU workers&#x02019; perceived exertion incorporates many of the different physical demands of the job, which may be any non-seated activity such as standing and bending, which are bellow moderate or vigorous levels of physical activity. It also needs to be noted that the perceived exertion for the current shift was not as intense as a typical shift. This issue might affect the total amount of minutes of physical activity at work. However, that will not change the association found between trunk flexion and low levels of physical activity.</p><p id="P29">We did not measure lifting and the load of lifting in this study but trunk flexion does measure with a high degree of accuracy the load on the low back.[<xref rid="R43" ref-type="bibr">43</xref>] Large trunk flexions have been related to an increase in low back loads.[<xref rid="R44" ref-type="bibr">44</xref>] Because of this, measuring trunk flexion relative to gravity is often used to quantify back loading in ergonomic workplace evaluation. [<xref rid="R19" ref-type="bibr">19</xref>, <xref rid="R45" ref-type="bibr">45</xref>, <xref rid="R46" ref-type="bibr">46</xref>] Measuring trunk flexion is an economical and very feasible method for measuring exposure to bending, an identified risk factor for low back pain. [<xref rid="R47" ref-type="bibr">47</xref>, <xref rid="R48" ref-type="bibr">48</xref>]</p><p id="P30">Physical activity was measured using an accelerometer. This is a validated methodology known to provide reliable exposure estimates, but there are some concerns regarding its limitation for capturing physical activity while adopting static postures (lifting or bending over).[<xref rid="R49" ref-type="bibr">49</xref>, <xref rid="R50" ref-type="bibr">50</xref>] This restriction may have led to an underestimation of the physical activity measured at work; however, the frequency of bending as measured through the inclinometer supports the lower level of physical activity measured here. Overall, this pilot study contributes to improving the scientific community&#x02019;s understanding of the interaction between physical activity levels and physical load in a dynamic and physically demanding work environment such as a hospital setting. Furthermore, we tested associations between total minutes of activity and did not normalize these minutes across the different shift lengths in <xref rid="T4" ref-type="table">table 4</xref>. We did analyze the data with both absolute and normalized data still observed no significant differences.</p><p id="P31">The results need to be considered within the limitations of the study methods. First, these results are limited to PCU workers who work under similar circumstances. The small number of workers limited our statistical power in detecting trends and associations. However, we saw some associations between trunk flexion with lifestyle and light physical activity levels. Further studies with a larger sample size and measures per workers during multiple work days are recommended to assess the association between physical loads and physical activity and corroborate our findings.</p><p id="P32">Overall, PCU workers required to perform a significant number of trunk flexions to 20 &#x000b0; and 45&#x000b0; during a shift. Even though, these demands can be considered as high, their physical activity related to those are low due to low frequency of the trunk flexion. These findings agree with the results on a previous study that found a small contribution of physical activity at work towards moderate and vigorous levels of physical activity. [<xref rid="R32" ref-type="bibr">32</xref>] Interventions aimed in improving PCU workers health need to consider OPA and job demands in order to develop tailored interventions in this working population.</p></sec></body><back><ack id="S15"><title>ACKNOWLEDGEMENTS</title><p id="P33">This work was partially supported by a pilot study grant from the Harvard School of Public Health Center for Work, Health and Wellbeing, a National Institute for Occupational Safety and Health Total Worker HealthTM Center of Excellence (grant U19 OH008861). This study would not have been accomplished without the participation of Partners HealthCare System and leadership from Dennis Colling and Kurt Westerman. The authors would like thank Alberto Caban-Martinez, Sarah Oppenheimer, Chelsea Cote, Danielle Touhey, and Courtney Cullen who helped us in participant recruitment and data collection. In addition, the authors thank David Lombardi and Paul Catalano for their assistance with the research methods.</p></ack><fn-group><fn fn-type="COI-statement" id="FN1"><p id="P34">Conflict of interest The authors have no conflict of interest to report</p></fn></fn-group><ref-list><title>References</title><ref id="R1"><label>1.</label><mixed-citation publication-type="journal"><name><surname>Eriksen</surname><given-names>W</given-names></name>
<article-title>The prevalence of musculoskeletal pain in Norwegian nurses' aides</article-title>. <source>Int Arch Occup Environ Health</source>. <year>2003</year>;<volume>76</volume>:<fpage>625</fpage>&#x02013;<lpage>30</lpage>.<pub-id pub-id-type="pmid">14520578</pub-id></mixed-citation></ref><ref id="R2"><label>2.</label><mixed-citation publication-type="journal"><name><surname>Alamgir</surname><given-names>H</given-names></name>, <name><surname>Yu</surname><given-names>S</given-names></name>, <name><surname>Chavoshi</surname><given-names>N</given-names></name>, <etal/>
<article-title>Occupational injury among full-time, part-time and casual health care workers</article-title>. <source>Occup Med (Lond)</source>. <year>2008</year>;<volume>58</volume>:<fpage>348</fpage>&#x02013;<lpage>54</lpage>.<pub-id pub-id-type="pmid">18375942</pub-id></mixed-citation></ref><ref id="R3"><label>3.</label><mixed-citation publication-type="journal"><name><surname>Videman</surname><given-names>T</given-names></name>, <name><surname>Ojajarvi</surname><given-names>A</given-names></name>, <name><surname>Riihimaki</surname><given-names>H</given-names></name>, <etal/>
<article-title>Low back pain among nurses: a follow-up beginning at entry to the nursing school</article-title>. <source>Spine (Phila Pa 1976)</source>. <year>2005</year>;<volume>30</volume>:<fpage>2334</fpage>&#x02013;<lpage>41</lpage>.<pub-id pub-id-type="pmid">16227898</pub-id></mixed-citation></ref><ref id="R4"><label>4.</label><mixed-citation publication-type="book"><collab>National Research Council and Institute of Medicine</collab>. <source>Musculoskeletal Disorders and the Workplace: Low Back and Upper Extremities</source>, <year>2001</year>
<publisher-name>National Academy of Sciences</publisher-name></mixed-citation></ref><ref id="R5"><label>5.</label><mixed-citation publication-type="journal"><name><surname>Josephson</surname><given-names>M</given-names></name>, <name><surname>Lagerstrom</surname><given-names>M</given-names></name>, <name><surname>Hagberg</surname><given-names>M</given-names></name>, <etal/>
<article-title>Musculoskeletal symptoms and job strain among nursing personnel: a study over a three year period</article-title>. <source>Occup Environ Med</source>. <year>1997</year>;<volume>54</volume>:<fpage>681</fpage>&#x02013;<lpage>5</lpage>.<pub-id pub-id-type="pmid">9423583</pub-id></mixed-citation></ref><ref id="R6"><label>6.</label><mixed-citation publication-type="journal"><name><surname>Boden</surname><given-names>LI</given-names></name>, <name><surname>Sembajwe</surname><given-names>G</given-names></name>, <name><surname>Tveito</surname><given-names>TH</given-names></name>, <etal/>
<article-title>Occupational injuries among nurses and aides in a hospital setting</article-title>. <source>Am J Ind Med</source>. <year>2012</year>;<volume>55</volume>:<fpage>117</fpage>&#x02013;<lpage>26</lpage>.<pub-id pub-id-type="pmid">22025077</pub-id></mixed-citation></ref><ref id="R7"><label>7.</label><mixed-citation publication-type="journal"><name><surname>Rodriguez-Acosta</surname><given-names>RL</given-names></name>, <name><surname>Richardson</surname><given-names>DB</given-names></name>, <name><surname>Lipscomb</surname><given-names>HJ</given-names></name>, <etal/>
<article-title>Occupational injuries among aides and nurses in acute care</article-title>. <source>Am J Ind Med</source>. <year>2009</year>;<volume>52</volume>:<fpage>953</fpage>&#x02013;<lpage>64</lpage>.<pub-id pub-id-type="pmid">19852018</pub-id></mixed-citation></ref><ref id="R8"><label>8.</label><mixed-citation publication-type="journal"><name><surname>Jensen</surname><given-names>RC</given-names></name>. <article-title>Back injuries among nursing personnel related to exposure</article-title>. <source>Applied Occupational and Environmental Hygiene</source>. <year>1990</year>;<volume>5</volume>:<fpage>38</fpage>&#x02013;<lpage>45</lpage></mixed-citation></ref><ref id="R9"><label>9.</label><mixed-citation publication-type="journal"><name><surname>Marras</surname><given-names>WS</given-names></name>, <name><surname>Davis</surname><given-names>KG</given-names></name>, <name><surname>Kirking</surname><given-names>BC</given-names></name>, <etal/>
<article-title>A comprehensive analysis of low-back disorder risk and spinal loading during the transferring and repositioning of patients using different techniques</article-title>. <source>Ergonomics</source>. <year>1999</year>;<volume>42</volume>:<fpage>904</fpage>&#x02013;<lpage>26</lpage>.<pub-id pub-id-type="pmid">10424181</pub-id></mixed-citation></ref><ref id="R10"><label>10.</label><mixed-citation publication-type="journal"><name><surname>Village</surname><given-names>J</given-names></name>, <name><surname>Frazer</surname><given-names>M</given-names></name>, <name><surname>Cohen</surname><given-names>M</given-names></name>, <etal/>
<article-title>Electromyography as a measure of peak and cumulative workload in intermediate care and its relationship to musculoskeletal injury: an exploratory ergonomic study</article-title>. <source>Appl Ergon</source>. <year>2005</year>;<volume>36</volume>:<fpage>609</fpage>&#x02013;<lpage>18</lpage>.<pub-id pub-id-type="pmid">15893290</pub-id></mixed-citation></ref><ref id="R11"><label>11.</label><mixed-citation publication-type="journal"><name><surname>Fathallah</surname><given-names>FA</given-names></name>, <name><surname>Marras</surname><given-names>WS</given-names></name>, <name><surname>Parnianpour</surname><given-names>M</given-names></name>. <article-title>An assessment of complex spinal loads during dynamic lifting tasks</article-title>. <source>Spine (Phila Pa 1976)</source>. <year>1998</year>;<volume>23</volume>:<fpage>706</fpage>&#x02013;<lpage>16</lpage>.<pub-id pub-id-type="pmid">9549793</pub-id></mixed-citation></ref><ref id="R12"><label>12.</label><mixed-citation publication-type="journal"><name><surname>Fathallah</surname><given-names>FA</given-names></name>, <name><surname>Marras</surname><given-names>WS</given-names></name>, <name><surname>Parnianpour</surname><given-names>M</given-names></name>. <article-title>The role of complex, simultaneous trunk motions in the risk of occupation-related low back disorders</article-title>. <source>Spine (Phila Pa 1976)</source>. <year>1998</year>;<volume>23</volume>:<fpage>1035</fpage>&#x02013;<lpage>42</lpage>.<pub-id pub-id-type="pmid">9589543</pub-id></mixed-citation></ref><ref id="R13"><label>13.</label><mixed-citation publication-type="journal"><name><surname>Punnett</surname><given-names>L</given-names></name>, <name><surname>Fine</surname><given-names>LJ</given-names></name>, <name><surname>Keyserling</surname><given-names>WM</given-names></name>, <etal/>
<article-title>Back disorders and nonneutral trunk postures of automobile assembly workers</article-title>. <source>Scand J Work Environ Health</source>. <year>1991</year>;<volume>17</volume>:<fpage>337</fpage>&#x02013;<lpage>46</lpage>.<pub-id pub-id-type="pmid">1835131</pub-id></mixed-citation></ref><ref id="R14"><label>14.</label><mixed-citation publication-type="journal"><name><surname>Sato</surname><given-names>M</given-names></name>, <name><surname>Tanaka</surname><given-names>S</given-names></name>. <article-title>Postural effect on the relation between oxygen consumption and heart rate</article-title>. <source>J Hum Ergol (Tokyo)</source>. <year>1973</year>;<volume>2</volume>:<fpage>21</fpage>&#x02013;<lpage>30</lpage>.<pub-id pub-id-type="pmid">4792145</pub-id></mixed-citation></ref><ref id="R15"><label>15.</label><mixed-citation publication-type="journal"><name><surname>Lamy</surname><given-names>S</given-names></name>, <name><surname>De Gaudemaris</surname><given-names>R</given-names></name>, <name><surname>Lepage</surname><given-names>B</given-names></name>, <etal/>
<article-title>Psychosocial and organizational work factors and incidence of arterial hypertension among female healthcare workers: results of the Organisation des soins et sante des soignants cohort</article-title>. <source>J Hypertens</source>. <year>2014</year>.</mixed-citation></ref><ref id="R16"><label>16.</label><mixed-citation publication-type="journal"><name><surname>Krause</surname><given-names>N</given-names></name>
<article-title>Physical activity and cardiovascular mortality--disentangling the roles of work, fitness, and leisure</article-title>. <source>Scand J Work Environ Health</source>. <year>2010</year>;<volume>36</volume>:<fpage>349</fpage>&#x02013;<lpage>55</lpage>.<pub-id pub-id-type="pmid">20686737</pub-id></mixed-citation></ref><ref id="R17"><label>17.</label><mixed-citation publication-type="journal"><name><surname>Krause</surname><given-names>N</given-names></name>, <name><surname>Brand</surname><given-names>RJ</given-names></name>, <name><surname>Kaplan</surname><given-names>GA</given-names></name>, <etal/>
<article-title>Occupational physical activity, energy expenditure and 11-year progression of carotid atherosclerosis</article-title>. <source>Scand J Work Environ Health</source>. <year>2007</year>;<volume>33</volume>:<fpage>405</fpage>&#x02013;<lpage>24</lpage>.<pub-id pub-id-type="pmid">18327509</pub-id></mixed-citation></ref><ref id="R18"><label>18.</label><mixed-citation publication-type="journal"><name><surname>Allesoe</surname><given-names>K</given-names></name>, <name><surname>Holtermann</surname><given-names>A</given-names></name>, <name><surname>Aadahl</surname><given-names>M</given-names></name>, <etal/>
<article-title>High occupational physical activity and risk of ischaemic heart disease in women: the interplay with physical activity during leisure time</article-title>. <source>Eur J Prev Cardiol</source>. <year>2015</year>;<volume>22</volume>:<fpage>1601</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="pmid">25311002</pub-id></mixed-citation></ref><ref id="R19"><label>19.</label><mixed-citation publication-type="journal"><name><surname>Teschke</surname><given-names>K</given-names></name>, <name><surname>Trask</surname><given-names>C</given-names></name>, <name><surname>Johnson</surname><given-names>P</given-names></name>, <etal/>
<article-title>Measuring posture for epidemiology: comparing inclinometry, observations and self-reports</article-title>. <source>Ergonomics</source>. <year>2009</year>;<volume>52</volume>:<fpage>1067</fpage>&#x02013;<lpage>78</lpage>.<pub-id pub-id-type="pmid">19787510</pub-id></mixed-citation></ref><ref id="R20"><label>20.</label><mixed-citation publication-type="journal"><name><surname>Holtermann</surname><given-names>A</given-names></name>, <name><surname>Mortensen</surname><given-names>OS</given-names></name>, <name><surname>Burr</surname><given-names>H</given-names></name>, <etal/>
<article-title>The interplay between physical activity at work and during leisure time--risk of ischemic heart disease and all-cause mortality in middle-aged Caucasian men</article-title>. <source>Scand J Work Environ Health</source>. <year>2009</year>;<volume>35</volume>:<fpage>466</fpage>&#x02013;<lpage>74</lpage>.<pub-id pub-id-type="pmid">19851700</pub-id></mixed-citation></ref><ref id="R21"><label>21.</label><mixed-citation publication-type="journal"><name><surname>Holtermann</surname><given-names>A</given-names></name>, <name><surname>Mortensen</surname><given-names>OS</given-names></name>, <name><surname>Burr</surname><given-names>H</given-names></name>, <etal/>
<article-title>Physical demands at work, physical fitness, and 30-year ischaemic heart disease and all-cause mortality in the Copenhagen Male Study</article-title>. <source>Scand J Work Environ Health</source>. <year>2010</year>;<volume>36</volume>:<fpage>357</fpage>&#x02013;<lpage>65</lpage>.<pub-id pub-id-type="pmid">20352174</pub-id></mixed-citation></ref><ref id="R22"><label>22.</label><mixed-citation publication-type="journal"><name><surname>Clays</surname><given-names>E</given-names></name>, <name><surname>De Bacquer</surname><given-names>D</given-names></name>, <name><surname>Janssens</surname><given-names>H</given-names></name>, <etal/>
<article-title>The association between leisure time physical activity and coronary heart disease among men with different physical work demands: a prospective cohort study</article-title>. <source>Eur J Epidemiol</source>. <year>2013</year>;<volume>28</volume>:<fpage>241</fpage>&#x02013;<lpage>7</lpage>.<pub-id pub-id-type="pmid">23329153</pub-id></mixed-citation></ref><ref id="R23"><label>23.</label><mixed-citation publication-type="journal"><name><surname>Li</surname><given-names>G</given-names></name>, <name><surname>Buckle</surname><given-names>P</given-names></name>. <article-title>Current techniques for assessing physical exposure to work-related musculoskeletal risks, with emphasis on posture-based methods</article-title>. <source>Ergonomics</source>. <year>1999</year>;<volume>42</volume>:<fpage>674</fpage>&#x02013;<lpage>95</lpage>.<pub-id pub-id-type="pmid">10327891</pub-id></mixed-citation></ref><ref id="R24"><label>24.</label><mixed-citation publication-type="journal"><name><surname>Faber</surname><given-names>GS</given-names></name>, <name><surname>Kingma</surname><given-names>I</given-names></name>, <name><surname>Bruijn</surname><given-names>SM</given-names></name>, <etal/>
<article-title>Optimal inertial sensor location for ambulatory measurement of trunk inclination</article-title>. <source>J Biomech</source>. <year>2009</year>;<volume>42</volume>:<fpage>2406</fpage>&#x02013;<lpage>9</lpage>.<pub-id pub-id-type="pmid">19665138</pub-id></mixed-citation></ref><ref id="R25"><label>25.</label><mixed-citation publication-type="journal"><name><surname>van Poppel</surname><given-names>MN</given-names></name>, <name><surname>Chinapaw</surname><given-names>MJ</given-names></name>, <name><surname>Mokkink</surname><given-names>LB</given-names></name>, <etal/>
<article-title>Physical activity questionnaires for adults: a systematic review of measurement properties</article-title>. <source>Sports Med</source>. <year>2010</year>;<volume>40</volume>:<fpage>565</fpage>&#x02013;<lpage>600</lpage>.<pub-id pub-id-type="pmid">20545381</pub-id></mixed-citation></ref><ref id="R26"><label>26.</label><mixed-citation publication-type="journal"><name><surname>Hagstromer</surname><given-names>M</given-names></name>, <name><surname>Oja</surname><given-names>P</given-names></name>, <name><surname>Sjostrom</surname><given-names>M</given-names></name>. <article-title>Physical activity and inactivity in an adult population assessed by accelerometry</article-title>. <source>Med Sci Sports Exerc</source>. <year>2007</year>;<volume>39</volume>:<fpage>1502</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="pmid">17805081</pub-id></mixed-citation></ref><ref id="R27"><label>27.</label><mixed-citation publication-type="journal"><name><surname>Shephard</surname><given-names>RJ</given-names></name>. <article-title>Limits to the measurement of habitual physical activity by questionnaires</article-title>. <source>Br J Sports Med</source>. <year>2003</year>;<volume>37</volume>:<fpage>197</fpage>&#x02013;<lpage>206</lpage>; discussion<pub-id pub-id-type="pmid">12782543</pub-id></mixed-citation></ref><ref id="R28"><label>28.</label><mixed-citation publication-type="journal"><name><surname>Schall</surname><given-names>MC</given-names><suffix>Jr.</suffix></name>, <name><surname>Fethke</surname><given-names>NB</given-names></name>, <name><surname>Chen</surname><given-names>H</given-names></name>. <article-title>Working postures and physical activity among registered nurses</article-title>. <source>Appl Ergon</source>. <year>2016</year>;<volume>54</volume>:<fpage>243</fpage>&#x02013;<lpage>50</lpage>.<pub-id pub-id-type="pmid">26851483</pub-id></mixed-citation></ref><ref id="R29"><label>29.</label><mixed-citation publication-type="journal"><name><surname>Freitag</surname><given-names>S</given-names></name>, <name><surname>Fincke-Junod</surname><given-names>I</given-names></name>, <name><surname>Seddouki</surname><given-names>R</given-names></name>, <etal/>
<article-title>Frequent bending--an underestimated burden in nursing professions</article-title>. <source>Ann Occup Hyg</source>. <year>2012</year>;<volume>56</volume>:<fpage>697</fpage>&#x02013;<lpage>707</lpage>.<pub-id pub-id-type="pmid">22356807</pub-id></mixed-citation></ref><ref id="R30"><label>30.</label><mixed-citation publication-type="journal"><name><surname>Freitag</surname><given-names>S</given-names></name>, <name><surname>Seddouki</surname><given-names>R</given-names></name>, <name><surname>Dulon</surname><given-names>M</given-names></name>, <etal/>
<article-title>The effect of working position on trunk posture and exertion for routine nursing tasks: an experimental study</article-title>. <source>Ann Occup Hyg</source>. <year>2014</year>;<volume>58</volume>:<fpage>317</fpage>&#x02013;<lpage>25</lpage>.<pub-id pub-id-type="pmid">24371043</pub-id></mixed-citation></ref><ref id="R31"><label>31.</label><mixed-citation publication-type="journal"><name><surname>Hodder</surname><given-names>JN</given-names></name>, <name><surname>Holmes</surname><given-names>MW</given-names></name>, <name><surname>Keir</surname><given-names>PJ</given-names></name>. <article-title>Continuous assessment of work activities and posture in long-term care nurses</article-title>. <source>Ergonomics</source>. <year>2010</year>;<volume>53</volume>:<fpage>1097</fpage>&#x02013;<lpage>107</lpage>.<pub-id pub-id-type="pmid">20737335</pub-id></mixed-citation></ref><ref id="R32"><label>32.</label><mixed-citation publication-type="journal"><name><surname>Umukoro</surname><given-names>PE</given-names></name>, <name><surname>Arias</surname><given-names>OE</given-names></name>, <name><surname>Stoffel</surname><given-names>SD</given-names></name>, <etal/>
<article-title>Physical Activity at Work Contributes Little to Patient Care Workers' Weekly Totals</article-title>. <source>J Occup Environ Med</source>. <year>2013</year>.</mixed-citation></ref><ref id="R33"><label>33.</label><mixed-citation publication-type="journal"><name><surname>Caspi</surname><given-names>CE</given-names></name>, <name><surname>Dennerlein</surname><given-names>JT</given-names></name>, <name><surname>Kenwood</surname><given-names>C</given-names></name>, <etal/>
<article-title>Results of a pilot intervention to improve health and safety for health care workers</article-title>. <source>J Occup Environ Med</source>. <year>2013</year>;<volume>55</volume>:<fpage>1449</fpage>&#x02013;<lpage>55</lpage>.<pub-id pub-id-type="pmid">24270297</pub-id></mixed-citation></ref><ref id="R34"><label>34.</label><mixed-citation publication-type="journal"><name><surname>Borg</surname><given-names>G</given-names></name>
<article-title>Psychophysical scaling with applications in physical work and the perception of exertion</article-title>. <source>Scand J Work Environ Health</source>. <year>1990</year>;<volume>16</volume>
<issue>Suppl 1</issue>:<fpage>55</fpage>&#x02013;<lpage>8</lpage>.<pub-id pub-id-type="pmid">2345867</pub-id></mixed-citation></ref><ref id="R35"><label>35.</label><mixed-citation publication-type="journal"><name><surname>Gamberale</surname><given-names>F</given-names></name>
<article-title>Perceived exertion, heart rate, oxygen uptake and blood lactate in different work operations</article-title>. <source>Ergonomics</source>. <year>1972</year>;<volume>15</volume>:<fpage>545</fpage>&#x02013;<lpage>54</lpage>.<pub-id pub-id-type="pmid">4660278</pub-id></mixed-citation></ref><ref id="R36"><label>36.</label><mixed-citation publication-type="web"><collab>C.D.C</collab>. <source>Measuring Physical Activity Intensity</source>. Available from: <comment><ext-link ext-link-type="uri" xlink:href="http://www.cdc.gov/physicalactivity/basics/measuring/exertion.htm.2015">http://www.cdc.gov/physicalactivity/basics/measuring/exertion.htm.2015</ext-link></comment> Accessed.</mixed-citation></ref><ref id="R37"><label>37.</label><mixed-citation publication-type="journal"><name><surname>Freedson</surname><given-names>PS</given-names></name>, <name><surname>Melanson</surname><given-names>E</given-names></name>, <name><surname>Sirard</surname><given-names>J</given-names></name>. <article-title>Calibration of the Computer Science and Applications, Inc. accelerometer</article-title>. <source>Med Sci Sports Exerc</source>. <year>1998</year>;<volume>30</volume>:<fpage>777</fpage>&#x02013;<lpage>81</lpage>.<pub-id pub-id-type="pmid">9588623</pub-id></mixed-citation></ref><ref id="R38"><label>38.</label><mixed-citation publication-type="journal"><name><surname>Keyserling</surname><given-names>M</given-names></name>, <name><surname>Brouwer</surname><given-names>M</given-names></name>, <name><surname>Silverstein</surname><given-names>B</given-names></name>. <article-title>A checklist for evaluating ergonomic risk factors resulting from awkward postures of the legs, trunk and neck</article-title>. <source>International Journal of Industrial Ergonomics</source>. <year>1992</year>;<volume>9</volume>:<fpage>238</fpage>&#x02013;<lpage>301</lpage>.</mixed-citation></ref><ref id="R39"><label>39.</label><mixed-citation publication-type="journal"><name><surname>Snook</surname><given-names>SH</given-names></name>, <name><surname>Ciriello</surname><given-names>VM</given-names></name>. <article-title>The design of manual handling tasks: revised tables of maximum acceptable weights and forces</article-title>. <source>Ergonomics</source>. <year>1991</year>;<volume>34</volume>:<fpage>1197</fpage>&#x02013;<lpage>213</lpage>.<pub-id pub-id-type="pmid">1743178</pub-id></mixed-citation></ref><ref id="R40"><label>40.</label><mixed-citation publication-type="journal"><name><surname>Waters</surname><given-names>TRP-AV</given-names></name>, <name><surname>Garg</surname><given-names>A</given-names></name>, <name><surname>Fine</surname><given-names>LJ</given-names></name>. <article-title>Revised NIOSH equation for the design and evaluation of manual lifting tasks</article-title>. <source>Ergonomics</source>. <year>1993</year>;<volume>36</volume>:<fpage>749</fpage>&#x02013;<lpage>76</lpage>.<pub-id pub-id-type="pmid">8339717</pub-id></mixed-citation></ref><ref id="R41"><label>41.</label><mixed-citation publication-type="journal"><name><surname>Holtermann</surname><given-names>A</given-names></name>, <name><surname>Marott</surname><given-names>JL</given-names></name>, <name><surname>Gyntelberg</surname><given-names>F</given-names></name>, <etal/>
<article-title>Occupational and leisure time physical activity: risk of all-cause mortality and myocardial infarction in the Copenhagen City Heart Study. A prospective cohort study</article-title>. <source>BMJ Open</source>. <year>2012</year>;<volume>2</volume>:<fpage>e000556</fpage>.</mixed-citation></ref><ref id="R42"><label>42.</label><mixed-citation publication-type="journal"><name><surname>Korshoj</surname><given-names>M</given-names></name>, <name><surname>Clays</surname><given-names>E</given-names></name>, <name><surname>Lidegaard</surname><given-names>M</given-names></name>, <etal/>
<article-title>Is aerobic workload positively related to ambulatory blood pressure? A cross-sectional field study among cleaners</article-title>. <source>Eur J Appl Physiol</source>. <year>2016</year>;<volume>116</volume>:<fpage>145</fpage>&#x02013;<lpage>52</lpage>.<pub-id pub-id-type="pmid">26363639</pub-id></mixed-citation></ref><ref id="R43"><label>43.</label><mixed-citation publication-type="journal"><name><surname>Faber</surname><given-names>GS</given-names></name>, <name><surname>Chang</surname><given-names>CC</given-names></name>, <name><surname>Kingma</surname><given-names>I</given-names></name>, <etal/>
<article-title>Lifting style and participant's sex do not affect optimal inertial sensor location for ambulatory assessment of trunk inclination</article-title>. <source>J Biomech</source>. <year>2013</year>;<volume>46</volume>:<fpage>1027</fpage>&#x02013;<lpage>30</lpage>.<pub-id pub-id-type="pmid">23394716</pub-id></mixed-citation></ref><ref id="R44"><label>44.</label><mixed-citation publication-type="journal"><name><surname>Hoozemans</surname><given-names>MJ</given-names></name>, <name><surname>Kingma</surname><given-names>I</given-names></name>, <name><surname>de Vries</surname><given-names>WH</given-names></name>, <etal/>
<article-title>Effect of lifting height and load mass on low back loading</article-title>. <source>Ergonomics</source>. <year>2008</year>;<volume>51</volume>:<fpage>1053</fpage>&#x02013;<lpage>63</lpage>.<pub-id pub-id-type="pmid">18568964</pub-id></mixed-citation></ref><ref id="R45"><label>45.</label><mixed-citation publication-type="journal"><name><surname>Taloni</surname><given-names>S</given-names></name>, <name><surname>Cassavia</surname><given-names>GC</given-names></name>,<name><surname>Ciavarro</surname><given-names>GL</given-names></name>,<name><surname>Andreoni</surname><given-names>G</given-names></name>,<name><surname>Santambrogio</surname><given-names>GC</given-names></name>,<name><surname>Pedotti</surname><given-names>A</given-names></name>. <article-title>An index for back pain risk assessment in nursery activities</article-title>. <source>Occupational Ergonomics</source>. <year>2004</year>;<volume>4</volume>:<fpage>281</fpage>&#x02013;<lpage>90</lpage>.</mixed-citation></ref><ref id="R46"><label>46.</label><mixed-citation publication-type="journal"><name><surname>Village</surname><given-names>J</given-names></name>, <name><surname>Trask</surname><given-names>C</given-names></name>, <name><surname>Luong</surname><given-names>N</given-names></name>, <etal/>
<article-title>Development and evaluation of an observational Back-Exposure Sampling Tool (Back-EST) for work-related back injury risk factors</article-title>. <source>Appl Ergon</source>. <year>2009</year>;<volume>40</volume>:<fpage>538</fpage>&#x02013;<lpage>44</lpage>.<pub-id pub-id-type="pmid">18950744</pub-id></mixed-citation></ref><ref id="R47"><label>47.</label><mixed-citation publication-type="book"><collab>NRC/IOM NRCaIoM</collab>. <source>Musculoskeletal Disorders and the workplaces: Low Back and Upper Extremities</source>. <publisher-loc>Washington, D.C</publisher-loc>: <publisher-name>National Academy Press</publisher-name>; <year>2001</year>.</mixed-citation></ref><ref id="R48"><label>48.</label><mixed-citation publication-type="journal"><name><surname>Trask</surname><given-names>C</given-names></name>, <name><surname>Mathiassen</surname><given-names>SE</given-names></name>, <name><surname>Wahlstrom</surname><given-names>J</given-names></name>, <etal/>
<article-title>Data collection costs in industrial environments for three occupational posture exposure assessment methods</article-title>. <source>BMC Med Res Methodol</source>. <year>2012</year>;<volume>12</volume>:<fpage>89</fpage>.<pub-id pub-id-type="pmid">22738341</pub-id></mixed-citation></ref><ref id="R49"><label>49.</label><mixed-citation publication-type="journal"><name><surname>Matthew</surname><given-names>CE</given-names></name>. <article-title>Calibration of accelerometer output for adults</article-title>. <source>Med Sci Sports Exerc</source>. <year>2005</year>;<volume>37</volume>:<fpage>S512</fpage>&#x02013;<lpage>22</lpage>.<pub-id pub-id-type="pmid">16294114</pub-id></mixed-citation></ref><ref id="R50"><label>50.</label><mixed-citation publication-type="journal"><name><surname>Swartz</surname><given-names>AM</given-names></name>, <name><surname>Strath</surname><given-names>SJ</given-names></name>, <name><surname>Bassett</surname><given-names>DR</given-names><suffix>Jr.</suffix></name>, <etal/>
<article-title>Estimation of energy expenditure using CSA accelerometers at hip and wrist sites</article-title>. <source>Med Sci Sports Exerc</source>. <year>2000</year>;<volume>32</volume>:<fpage>S450</fpage>&#x02013;<lpage>6</lpage>.<pub-id pub-id-type="pmid">10993414</pub-id></mixed-citation></ref></ref-list></back><floats-group><fig id="F1" orientation="portrait" position="float"><label>Figure 1a and 1b:</label><caption><p id="P35">Directly measured minutes of lifestyle activity while at work was positively correlated with the number of forward trunk bends to 20&#x000b0; (Figure 1a). Conversely, perceived exertion during a typical shift was negatively correlated with minutes in sedentary activity during the shift (Figure 1b)</p></caption><graphic xlink:href="nihms-1638624-f0001"/><graphic xlink:href="nihms-1638624-f0002"/></fig><table-wrap id="T1" position="float" orientation="portrait"><label>Table 1</label><caption><p id="P36">Demographics and self-reported perceived exertion for the 47 participants with complete measurements</p></caption><table frame="hsides" 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"/></colgroup><thead><tr><th align="left" valign="middle" rowspan="1" colspan="1">Individual Characteristics</th><th align="left" valign="middle" rowspan="1" colspan="1"><underline>N</underline></th><th align="left" valign="middle" rowspan="1" colspan="1"><underline>%</underline></th></tr></thead><tbody><tr><td align="left" valign="middle" rowspan="1" colspan="1">Gender</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;Female</td><td align="left" valign="middle" rowspan="1" colspan="1">41</td><td align="left" valign="middle" rowspan="1" colspan="1">87</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;Male</td><td align="left" valign="middle" rowspan="1" colspan="1">6</td><td align="left" valign="middle" rowspan="1" colspan="1">13</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Job</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;Nurse</td><td align="left" valign="middle" rowspan="1" colspan="1">39</td><td align="left" valign="middle" rowspan="1" colspan="1">83</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;Patient care assistant</td><td align="left" valign="middle" rowspan="1" colspan="1">8</td><td align="left" valign="middle" rowspan="1" colspan="1">17</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x000a0;</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Shift Length (hours)</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;8</td><td align="left" valign="middle" rowspan="1" colspan="1">22</td><td align="left" valign="middle" rowspan="1" colspan="1">47</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;10</td><td align="left" valign="middle" rowspan="1" colspan="1">1</td><td align="left" valign="middle" rowspan="1" colspan="1">2</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;12</td><td align="left" valign="middle" rowspan="1" colspan="1">24</td><td align="left" valign="middle" rowspan="1" colspan="1">51</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x000a0;</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr></tbody><tbody><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="left" valign="middle" rowspan="1" colspan="1"><underline>Mean</underline></th><th align="left" valign="middle" rowspan="1" colspan="1"><underline>S.D.</underline></th></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Age (years)</td><td align="left" valign="middle" rowspan="1" colspan="1">42</td><td align="left" valign="middle" rowspan="1" colspan="1">13</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">BMI (kg/m<sup>2</sup>) (N=36)</td><td align="left" valign="middle" rowspan="1" colspan="1">26</td><td align="left" valign="middle" rowspan="1" colspan="1">4</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x000a0;</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr></tbody><tbody><tr><th align="left" valign="middle" rowspan="1" colspan="1">Perceived Exertion Scale<sup><xref rid="TFN1" ref-type="table-fn">$</xref></sup></th><th align="left" valign="middle" rowspan="1" colspan="1"><underline>Score</underline></th><th align="left" valign="middle" rowspan="1" colspan="1"><underline>S.D.</underline></th></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;Current shift</td><td align="left" valign="middle" rowspan="1" colspan="1">13<xref rid="TFN2" ref-type="table-fn">*</xref></td><td align="left" valign="middle" rowspan="1" colspan="1">2</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;&#x02003;Typical shift</td><td align="left" valign="middle" rowspan="1" colspan="1">15<sup><xref rid="TFN3" ref-type="table-fn">+</xref></sup></td><td align="left" valign="middle" rowspan="1" colspan="1">2</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><label>$</label><p id="P37">Scales ranged from 6 (no exertion at all) to 20 (maximal exertion)</p></fn><fn id="TFN2"><label>*</label><p id="P38">Somewhat hard (you feel tired but can continue)</p></fn><fn id="TFN3"><label>+</label><p id="P39">Hard (heavy)</p></fn></table-wrap-foot></table-wrap><table-wrap id="T2" position="float" orientation="portrait"><label>Table 2</label><caption><p id="P40">Duration of time in various trunk postures across the participants (n=47)</p></caption><table frame="below" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="left" valign="middle" rowspan="1" colspan="1">Mean</th><th align="left" valign="middle" rowspan="1" colspan="1">SD</th><th align="left" valign="middle" rowspan="1" colspan="1">P<xref rid="TFN4" ref-type="table-fn">*</xref><sub>25</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">P<xref rid="TFN4" ref-type="table-fn">*</xref><sub>50</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">P<xref rid="TFN4" ref-type="table-fn">*</xref><sub>75</sub></th></tr></thead><tbody><tr><td align="left" valign="middle" rowspan="1" colspan="1">Total time in a Trunk Posture of (minutes):</td><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">&#x0003c; &#x02212;10&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">20</td><td align="right" valign="middle" rowspan="1" colspan="1">25</td><td align="right" valign="middle" rowspan="1" colspan="1">4</td><td align="right" valign="middle" rowspan="1" colspan="1">14</td><td align="right" valign="middle" rowspan="1" colspan="1">27</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">&#x02212;10&#x000b0; to 20&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">444</td><td align="right" valign="middle" rowspan="1" colspan="1">113</td><td align="right" valign="middle" rowspan="1" colspan="1">345</td><td align="right" valign="middle" rowspan="1" colspan="1">433</td><td align="right" valign="middle" rowspan="1" colspan="1">536</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">&#x0003e;20&#x000b0; <bold>to 45</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">114</td><td align="right" valign="middle" rowspan="1" colspan="1">82</td><td align="right" valign="middle" rowspan="1" colspan="1">70</td><td align="right" valign="middle" rowspan="1" colspan="1">96</td><td align="right" valign="middle" rowspan="1" colspan="1">141</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>&#x0003e;45</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">27</td><td align="right" valign="middle" rowspan="1" colspan="1">17</td><td align="right" valign="middle" rowspan="1" colspan="1">14</td><td align="right" valign="middle" rowspan="1" colspan="1">24</td><td align="right" valign="middle" rowspan="1" colspan="1">34</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Percentage of working time with a Trunk Posture of:</td><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>&#x0003c; &#x02212;10</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">3</td><td align="right" valign="middle" rowspan="1" colspan="1">4</td><td align="right" valign="middle" rowspan="1" colspan="1">1</td><td align="right" valign="middle" rowspan="1" colspan="1">2</td><td align="right" valign="middle" rowspan="1" colspan="1">4</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>&#x02212;10</bold>&#x000b0; <bold>to 20</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">74</td><td align="right" valign="middle" rowspan="1" colspan="1">12</td><td align="right" valign="middle" rowspan="1" colspan="1">69</td><td align="right" valign="middle" rowspan="1" colspan="1">74</td><td align="right" valign="middle" rowspan="1" colspan="1">80</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>&#x0003e;20</bold>&#x000b0; <bold>to 45</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">19</td><td align="right" valign="middle" rowspan="1" colspan="1">11</td><td align="right" valign="middle" rowspan="1" colspan="1">10</td><td align="right" valign="middle" rowspan="1" colspan="1">17</td><td align="right" valign="middle" rowspan="1" colspan="1">22</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>&#x0003e;45</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">5</td><td align="right" valign="middle" rowspan="1" colspan="1">3</td><td align="right" valign="middle" rowspan="1" colspan="1">2</td><td align="right" valign="middle" rowspan="1" colspan="1">4</td><td align="right" valign="middle" rowspan="1" colspan="1">6</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1"><bold>Bends per hour</bold></td><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>To 20</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">124</td><td align="right" valign="middle" rowspan="1" colspan="1">54</td><td align="right" valign="middle" rowspan="1" colspan="1">89</td><td align="right" valign="middle" rowspan="1" colspan="1">114</td><td align="right" valign="middle" rowspan="1" colspan="1">156</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>To 45</bold>&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">34</td><td align="right" valign="middle" rowspan="1" colspan="1">18</td><td align="right" valign="middle" rowspan="1" colspan="1">19</td><td align="right" valign="middle" rowspan="1" colspan="1">30</td><td align="right" valign="middle" rowspan="1" colspan="1">49</td></tr></tbody></table><table-wrap-foot><fn id="TFN4"><label>*</label><p id="P41">Percentile</p></fn></table-wrap-foot></table-wrap><table-wrap id="T3" position="float" orientation="portrait"><label>Table 3</label><caption><p id="P42">Minutes and percent of time in each physical activity level during a single shift across the participants (n=47)</p></caption><table frame="below" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="left" valign="middle" rowspan="1" colspan="1">Mean</th><th align="left" valign="middle" rowspan="1" colspan="1">SD</th><th align="left" valign="middle" rowspan="1" colspan="1">P<sub>25</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">P<sub>50</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">P<sub>75</sub></th></tr></thead><tbody><tr><td align="left" valign="middle" rowspan="1" colspan="1">Minutes per shift at:</td><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Sedentary</td><td align="right" valign="middle" rowspan="1" colspan="1">329</td><td align="right" valign="middle" rowspan="1" colspan="1">101</td><td align="right" valign="middle" rowspan="1" colspan="1">257</td><td align="right" valign="middle" rowspan="1" colspan="1">311</td><td align="right" valign="middle" rowspan="1" colspan="1">404</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Lifestyle</td><td align="right" valign="middle" rowspan="1" colspan="1">226</td><td align="right" valign="middle" rowspan="1" colspan="1">66</td><td align="right" valign="middle" rowspan="1" colspan="1">183</td><td align="right" valign="middle" rowspan="1" colspan="1">223</td><td align="right" valign="middle" rowspan="1" colspan="1">267</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Light</td><td align="right" valign="middle" rowspan="1" colspan="1">61</td><td align="right" valign="middle" rowspan="1" colspan="1">35</td><td align="right" valign="middle" rowspan="1" colspan="1">37</td><td align="right" valign="middle" rowspan="1" colspan="1">55</td><td align="right" valign="middle" rowspan="1" colspan="1">79</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Moderate</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">6</td><td align="right" valign="middle" rowspan="1" colspan="1">8</td><td align="right" valign="middle" rowspan="1" colspan="1">1</td><td align="right" valign="middle" rowspan="1" colspan="1">3</td><td align="right" valign="middle" rowspan="1" colspan="1">8</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Vigorous</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1"><bold>Percent of the Shift:</bold></td><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Sedentary</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">53</td><td align="right" valign="middle" rowspan="1" colspan="1">11</td><td align="right" valign="middle" rowspan="1" colspan="1">45</td><td align="right" valign="middle" rowspan="1" colspan="1">54</td><td align="right" valign="middle" rowspan="1" colspan="1">59</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Lifestyle</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">36</td><td align="right" valign="middle" rowspan="1" colspan="1">8</td><td align="right" valign="middle" rowspan="1" colspan="1">33</td><td align="right" valign="middle" rowspan="1" colspan="1">37</td><td align="right" valign="middle" rowspan="1" colspan="1">40</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Light</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">10</td><td align="right" valign="middle" rowspan="1" colspan="1">5</td><td align="right" valign="middle" rowspan="1" colspan="1">6</td><td align="right" valign="middle" rowspan="1" colspan="1">9</td><td align="right" valign="middle" rowspan="1" colspan="1">13</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Moderate</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">1</td><td align="right" valign="middle" rowspan="1" colspan="1">1</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">1</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Vigorous</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td></tr></tbody></table></table-wrap><table-wrap id="T4" position="float" orientation="portrait"><label>Table 4</label><caption><p id="P43">Number of minutes at various levels of physical activity per shift averaged (and standard deviation) across the participants in the three exposure categories. Kruskal-Wallis test for differences among risk categories for low back pain</p></caption><table frame="hsides" rules="groups"><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"/></colgroup><thead><tr><th align="left" valign="middle" style="border-bottom: solid 1px" rowspan="1" colspan="1"/><th colspan="6" align="center" valign="middle" style="border-bottom: solid 1px" rowspan="1">Exposure group</th><th align="center" valign="middle" style="border-bottom: solid 1px" rowspan="1" colspan="1"/></tr><tr><th align="left" valign="middle" style="border-bottom: solid 1px" rowspan="1" colspan="1"/><th colspan="2" align="left" valign="middle" style="border-bottom: solid 1px" rowspan="1">Low (n=11)</th><th colspan="2" align="left" valign="middle" style="border-bottom: solid 1px" rowspan="1">Medium (n=29)</th><th colspan="2" align="left" valign="middle" style="border-bottom: solid 1px" rowspan="1">High (n=7)</th><th align="left" valign="middle" style="border-bottom: solid 1px" rowspan="1" colspan="1">p-value</th></tr><tr><th align="right" valign="middle" rowspan="1" colspan="1"/><th align="left" valign="middle" rowspan="1" colspan="1">Mean</th><th align="left" valign="middle" rowspan="1" colspan="1">SD</th><th align="left" valign="middle" rowspan="1" colspan="1">Mean</th><th align="left" valign="middle" rowspan="1" colspan="1">SD</th><th align="right" valign="middle" rowspan="1" colspan="1">Mean</th><th align="left" valign="middle" rowspan="1" colspan="1">SD</th><th align="left" valign="middle" rowspan="1" colspan="1"/></tr></thead><tbody><tr><td align="right" valign="middle" rowspan="1" colspan="1">Minutes per shift at:</td><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/><td align="right" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Sedentary</td><td align="right" valign="middle" rowspan="1" colspan="1">314</td><td align="right" valign="middle" rowspan="1" colspan="1">107</td><td align="right" valign="middle" rowspan="1" colspan="1">337</td><td align="right" valign="middle" rowspan="1" colspan="1">101</td><td align="right" valign="middle" rowspan="1" colspan="1">322</td><td align="right" valign="middle" rowspan="1" colspan="1">102</td><td align="center" valign="middle" rowspan="1" colspan="1">0.8</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Lifestyle</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">201</td><td align="right" valign="middle" rowspan="1" colspan="1">49</td><td align="right" valign="middle" rowspan="1" colspan="1">229</td><td align="right" valign="middle" rowspan="1" colspan="1">61</td><td align="right" valign="middle" rowspan="1" colspan="1">253</td><td align="right" valign="middle" rowspan="1" colspan="1">99</td><td align="center" valign="middle" rowspan="1" colspan="1">0.3</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Light</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">59</td><td align="right" valign="middle" rowspan="1" colspan="1">30</td><td align="right" valign="middle" rowspan="1" colspan="1">61</td><td align="right" valign="middle" rowspan="1" colspan="1">39</td><td align="right" valign="middle" rowspan="1" colspan="1">63</td><td align="right" valign="middle" rowspan="1" colspan="1">27</td><td align="center" valign="middle" rowspan="1" colspan="1">1.0</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1"><bold>Moderate</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">7</td><td align="right" valign="middle" rowspan="1" colspan="1">10</td><td align="right" valign="middle" rowspan="1" colspan="1">6</td><td align="right" valign="middle" rowspan="1" colspan="1">7</td><td align="right" valign="middle" rowspan="1" colspan="1">4</td><td align="right" valign="middle" rowspan="1" colspan="1">5</td><td align="center" valign="middle" rowspan="1" colspan="1">0.7</td></tr></tbody></table></table-wrap><table-wrap id="T5" position="float" orientation="portrait"><label>Table 5</label><caption><p id="P44">Spearman&#x02019;s correlation (r<sub>s</sub>) coefficients and p-values between the different parameters of trunk posture and directly measured physical activity during a single shift (n=47)</p></caption><table frame="hsides" rules="groups"><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 align="left" valign="middle" rowspan="1" colspan="1"/><th colspan="8" align="center" valign="top" rowspan="1">Physical activity categories</th></tr><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th colspan="2" align="center" valign="top" rowspan="1">Sedentary</th><th colspan="2" align="center" valign="top" rowspan="1">Lifestyle</th><th colspan="2" align="center" valign="top" rowspan="1">Light</th><th colspan="2" align="center" valign="middle" rowspan="1">Moderate</th></tr><tr><th align="right" valign="middle" rowspan="1" colspan="1"/><th align="right" valign="middle" rowspan="1" colspan="1">r<sub>s</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">p-value</th><th align="right" valign="middle" rowspan="1" colspan="1">r<sub>s</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">p-value</th><th align="right" valign="middle" rowspan="1" colspan="1">r<sub>s</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">p-value</th><th align="right" valign="middle" rowspan="1" colspan="1">r<sub>s</sub></th><th align="left" valign="middle" rowspan="1" colspan="1">p-value</th></tr></thead><tbody><tr><td align="right" valign="middle" rowspan="1" colspan="1">Minutes between 20&#x000b0; to 45&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">0.3</td><td align="left" valign="middle" rowspan="1" colspan="1">0.08</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.5</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>&#x0003c;0.001</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="left" valign="middle" rowspan="1" colspan="1">0.5</td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="center" valign="middle" rowspan="1" colspan="1">0.7</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Minutes &#x0003e; 45&#x000b0;</td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="left" valign="middle" rowspan="1" colspan="1">0.4</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.3</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>0.04</bold></td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.3</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>0.04</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="center" valign="middle" rowspan="1" colspan="1">0.6</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Number of bends from upright to flexion (20&#x000b0;) / hour</td><td align="right" valign="middle" rowspan="1" colspan="1">&#x02212;0.1</td><td align="left" valign="middle" rowspan="1" colspan="1">0.4</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.3</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>0.02</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0.2</td><td align="left" valign="middle" rowspan="1" colspan="1">0.1</td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="center" valign="middle" rowspan="1" colspan="1">0.5</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Number of bends from flexed to extreme flexion (45&#x000b0;) / hour</td><td align="right" valign="middle" rowspan="1" colspan="1">&#x02212;0.2</td><td align="left" valign="middle" rowspan="1" colspan="1">0.2</td><td align="right" valign="middle" rowspan="1" colspan="1">0.2</td><td align="left" valign="middle" rowspan="1" colspan="1">0.1</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.3</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>0.05</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="center" valign="middle" rowspan="1" colspan="1">0.6</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Number of bends from upright to flexion (20&#x000b0;) / shift</td><td align="right" valign="middle" rowspan="1" colspan="1">0.2</td><td align="left" valign="middle" rowspan="1" colspan="1">0.2</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.6</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>&#x0003c;0.001</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0.3</td><td align="left" valign="middle" rowspan="1" colspan="1">0.07</td><td align="right" valign="middle" rowspan="1" colspan="1">0.2</td><td align="center" valign="middle" rowspan="1" colspan="1">0.2</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Number of bends from flexion to extreme flexion (45&#x000b0;) / shift</td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="left" valign="middle" rowspan="1" colspan="1">0.6</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.4</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>0.005</bold></td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>0.4</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>0.01</bold></td><td align="right" valign="middle" rowspan="1" colspan="1">0.2</td><td align="center" valign="middle" rowspan="1" colspan="1">0.3</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x000a0;</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Perceived exertion</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Current shift</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="left" valign="middle" rowspan="1" colspan="1">1</td><td align="right" valign="middle" rowspan="1" colspan="1">0.1</td><td align="left" valign="middle" rowspan="1" colspan="1">0.4</td><td align="right" valign="middle" rowspan="1" colspan="1">0.2</td><td align="left" valign="middle" rowspan="1" colspan="1">0.1</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="center" valign="middle" rowspan="1" colspan="1">0.9</td></tr><tr><td align="right" valign="middle" rowspan="1" colspan="1">Typical shift</td><td align="right" valign="middle" rowspan="1" colspan="1"><bold>&#x02212; 0.5</bold></td><td align="left" valign="middle" rowspan="1" colspan="1"><bold>&#x0003c;0.001</bold></td><td align="left" valign="middle" rowspan="1" colspan="1">&#x02212; 0.1</td><td align="left" valign="middle" rowspan="1" colspan="1">0.6</td><td align="right" valign="middle" rowspan="1" colspan="1">0</td><td align="left" valign="middle" rowspan="1" colspan="1">1</td><td align="right" valign="middle" rowspan="1" colspan="1">&#x02212;0.2</td><td align="center" valign="middle" rowspan="1" colspan="1">0.2</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x000a0;</td><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/><td align="left" valign="middle" rowspan="1" colspan="1"/></tr></tbody></table><table-wrap-foot><fn id="TFN5"><p id="P45">Bold values indicate significant correlations (p&#x0003c;0.05)</p></fn></table-wrap-foot></table-wrap><table-wrap id="T6" position="float" orientation="portrait"><label>Table 6</label><caption><p id="P46">Multiple linear regression models for minutes in lifestyle and light activity as main outcome and different parameters for trunk posture as main predictor. All analyses were adjusted for job title and presence of musculoskeletal pain (n=47)</p></caption><table frame="hsides" rules="rows"><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 align="center" valign="middle" rowspan="1" colspan="1">Outcome</th><th colspan="4" align="center" valign="middle" rowspan="1">Main predictor</th><th colspan="2" align="center" valign="middle" rowspan="1">Job title<break/>(nurse=1,<break/>PCA=0)</th><th colspan="2" align="center" valign="middle" rowspan="1">MSK pain last 7<break/>days (yes=1,<break/>no=0)</th></tr></thead><tbody><tr><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">R<sup>2</sup></td><td align="center" valign="top" rowspan="1" colspan="1">B (SE)</td><td align="left" valign="top" rowspan="1" colspan="1">p</td><td align="right" valign="top" rowspan="1" colspan="1">B (SE)</td><td align="left" valign="top" rowspan="1" colspan="1">P</td><td align="right" valign="top" rowspan="1" colspan="1">B (SE)</td><td align="left" valign="top" rowspan="1" colspan="1">p</td></tr><tr><td align="center" valign="top" rowspan="1" colspan="1">Minutes in lifestyle</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" 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">Minutes between &#x0003e;20&#x000b0; to 45&#x000b0;</td><td align="center" valign="top" rowspan="1" colspan="1">0.6</td><td align="right" valign="top" rowspan="1" colspan="1">0.38 (0.08)</td><td align="left" valign="top" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="right" valign="top" rowspan="1" colspan="1"><bold>45 (16)</bold></td><td align="left" valign="top" rowspan="1" colspan="1"><bold>0.01</bold></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Number of bends from upright to flexion (20&#x000b0;) / shift</td><td align="center" valign="top" rowspan="1" colspan="1">0.7</td><td align="right" valign="top" rowspan="1" colspan="1"><bold>0.06 (0.01)</bold></td><td align="left" valign="top" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="right" valign="top" rowspan="1" colspan="1"><bold>60 (26)</bold></td><td align="left" valign="top" rowspan="1" colspan="1"><bold>0.03</bold></td><td align="right" valign="top" rowspan="1" colspan="1"><bold>31(15)</bold></td><td align="left" valign="top" rowspan="1" colspan="1"><bold>&#x0003c;0.001</bold></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1">Number of bends from flexion to extreme flexion (45&#x000b0;)/ shift</td><td align="center" valign="top" rowspan="1" colspan="1">0.5</td><td align="right" valign="top" rowspan="1" colspan="1">0.14 (0.4)</td><td align="left" valign="top" rowspan="1" colspan="1">&#x0003c;0.01</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="right" valign="top" rowspan="1" colspan="1"><bold>42 (19)</bold></td><td align="left" valign="top" rowspan="1" colspan="1"><bold>0.03</bold></td></tr><tr><td align="center" valign="top" rowspan="1" colspan="1">Minutes in light activity</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" 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">Number of bends from flexion to extreme flexion 45&#x000b0; / shift</td><td align="center" valign="top" rowspan="1" colspan="1">0.4</td><td align="right" valign="top" rowspan="1" colspan="1"><bold>0.06 (0.02)</bold></td><td align="left" valign="top" rowspan="1" colspan="1">&#x0003c;0.01</td><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/><td align="left" valign="top" rowspan="1" colspan="1"/></tr></tbody></table><table-wrap-foot><fn id="TFN6"><p id="P47">Bold values indicate significant correlations (p&#x0003c;0.05)</p></fn></table-wrap-foot></table-wrap></floats-group></article>