<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "http://dtd.nlm.nih.gov/publishing/2.0/journalpublishing.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="2.0">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR</journal-id>
      <journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id>
      <journal-title>Journal of Medical Internet Research</journal-title>
      <issn pub-type="epub">1438-8871</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v22i6e17640</article-id>
      <article-id pub-id-type="pmid">32525487</article-id>
      <article-id pub-id-type="doi">10.2196/17640</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Effect of BMI and Perceived Importance of Health on the Health Behavior of College Students: Cross-Sectional Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Huang</surname>
            <given-names>Chin-Fei</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Khan</surname>
            <given-names>Shanchita</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>DeJesus</surname>
            <given-names>Ramona S</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Hsu</surname>
            <given-names>Wan-Chen</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8193-5139</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Chiang</surname>
            <given-names>Chia-Hsun</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <address>
            <institution>National Sun Yat-Sen University</institution>
            <addr-line>70 Lienhai Rd</addr-line>
            <addr-line>Kaohsiung, 80424</addr-line>
            <country>Taiwan</country>
            <phone>886 7 5252000</phone>
            <email>d996050002@gmail.com</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-4669-3706</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>National Kaohsiung University of Sciences and Technology</institution>
        <addr-line>Kaohsiung</addr-line>
        <country>Taiwan</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>National Sun Yat-Sen University</institution>
        <addr-line>Kaohsiung</addr-line>
        <country>Taiwan</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Chia-Hsun Chiang <email>d996050002@gmail.com</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>6</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>11</day>
        <month>6</month>
        <year>2020</year>
      </pub-date>
      <volume>22</volume>
      <issue>6</issue>
      <elocation-id>e17640</elocation-id>
      <history>
        <date date-type="received">
          <day>30</day>
          <month>12</month>
          <year>2019</year>
        </date>
        <date date-type="rev-request">
          <day>10</day>
          <month>2</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>17</day>
          <month>3</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>26</day>
          <month>3</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Wan-Chen Hsu, Chia-Hsun Chiang. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 11.06.2020.</copyright-statement>
      <copyright-year>2020</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2020/6/e17640" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Both body mass index (BMI) and the perceived importance of health have received a lot of attention, but few studies have fully investigated the interaction of their effects on health behaviors.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study investigates the effects of BMI and the perceived importance of health on health behaviors (patterns of eating, sleeping, and exercising) among college students in Taiwan.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>A survey was conducted with 334 students to assess their perception of the importance of health (using indicators) and their health behavior (using the Health Behaviors Scale). Respondent BMI was calculated from self-reported body weight and height. Descriptive statistical analysis, independent t test analysis, two-way analysis of variance (ANOVA), and one-way ANOVA were conducted.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>The results showed a significant difference between genders in health behaviors among college students (eating: <italic>t</italic><sub>332</sub>=2.17, <italic>P</italic>=.03; exercise: <italic>t</italic><sub>332</sub>=5.57, <italic>P</italic>&#60;.001; sleep: <italic>t</italic><sub>332</sub>=2.58, <italic>P</italic>=.01). Moreover, there was an interaction between BMI and perception (of the importance of health) for exercise behaviors (<italic>F</italic><sub>2,328</sub>=3.50, <italic>P</italic>=.03), but not for eating behaviors (<italic>F</italic><sub>2,328</sub>=0.12, <italic>P</italic>=.89) or sleep behaviors (<italic>F</italic><sub>2,328</sub>=1.64, <italic>P</italic>=.20).</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>This study establishes, for the first time, the interaction of BMI and the perceived importance of health on health behaviors. The perception of health was found to have a significant effect on exercise behaviors. Thus, the perception of health plays a significant role in the exercise behaviors of college students in Taiwan. This finding provides researchers, policy makers, and practitioners with evidence, and consequently, opportunities for focusing on preventive actions. The findings suggest that increasing the importance of health in the perception of college students, should be the focus of efforts to help students exercise more regularly.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>body mass index</kwd>
        <kwd>college students</kwd>
        <kwd>health behavior</kwd>
        <kwd>perceived importance of health</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Both identity and health habits are formed during a young person’s transition from adolescence to adulthood [<xref ref-type="bibr" rid="ref1">1</xref>]. The period during which one attends college is the ideal time to establish positive healthy behavior and eliminate unhealthy ones [<xref ref-type="bibr" rid="ref2">2</xref>]. Although these years provide personal freedom and opportunities for new experiences, there is also the potential to adopt unhealthy and risky behavior [<xref ref-type="bibr" rid="ref3">3</xref>]. Common health issues that affect young people at the start of college are poor sleep quality and lack of sleep [<xref ref-type="bibr" rid="ref4">4</xref>]. In particular, students in the first year of college face several stressors and experience changes in their dietary and exercise patterns [<xref ref-type="bibr" rid="ref5">5</xref>]. In its 2018 annual report, Taiwan’s Health Promotion Administration highlighted the increase in the number of overweight and obese students over 18 years of age [<xref ref-type="bibr" rid="ref6">6</xref>]. The findings of their Changes in National Nutrition and Health Survey suggest the need for a deeper understanding of the health behaviors of Taiwanese college students [<xref ref-type="bibr" rid="ref6">6</xref>].</p>
      <p>Healthy behavior, such as making good dietary choices, exercising regularly, and maintaining regular sleep patterns, consists of positive actions that maintain or enhance health [<xref ref-type="bibr" rid="ref7">7</xref>]. In general, healthy eating, sleeping, and exercise habits are each related to individual factors [<xref ref-type="bibr" rid="ref8">8</xref>]. Scholars have argued that the perception that health is important prompts an individual to adopt a health-promoting lifestyle [<xref ref-type="bibr" rid="ref9">9</xref>]. Previous studies have shown that individuals who place the utmost importance on health tend to adopt healthy behavior with respect to diet and nutrition, exercise [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>], and sleep [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>].</p>
      <p>The link between body mass index (BMI) and health behaviors has also been the focus of research. Diet-related behaviors [<xref ref-type="bibr" rid="ref10">10</xref>], dietary fat intake, amount of physical activity, amount of sedentary leisure time [<xref ref-type="bibr" rid="ref11">11</xref>], and unhealthy behaviors [<xref ref-type="bibr" rid="ref12">12</xref>] were all found to be associated with BMI. Students with a low BMI were less likely to snack and more likely to eat breakfast regularly [<xref ref-type="bibr" rid="ref13">13</xref>]. In contrast, a high BMI was associated with unhealthy dietary patterns [<xref ref-type="bibr" rid="ref14">14</xref>], eating irregularly [<xref ref-type="bibr" rid="ref15">15</xref>], or eating a diet low in fiber-density [<xref ref-type="bibr" rid="ref16">16</xref>]. Obesity and being overweight have been associated with being less likely to exercise regularly [<xref ref-type="bibr" rid="ref17">17</xref>]. A U-shaped curvilinear association was found between sleep duration and BMI [<xref ref-type="bibr" rid="ref18">18</xref>]—being overweight [<xref ref-type="bibr" rid="ref19">19</xref>] or being underweight [<xref ref-type="bibr" rid="ref20">20</xref>] was associated with poor sleep quality.</p>
      <p>The roles of BMI and the perceived importance of health have received a lot of attention, but few studies have fully investigated the interaction of their effects on health behaviors. Because an in-depth study of these aspects would be useful in guiding the development of an effective educational program that promotes healthy behavior among college students, the aim of this study was to investigate the interaction of their effects. We hypothesize that there is an interaction between the effects of the perceived importance of health and BMI on the health behaviors of college students. Additionally, we hypothesize there is a difference between male and female health behaviors. Gender has been found to be a strong predictor of health behaviors [<xref ref-type="bibr" rid="ref21">21</xref>] and studies have shown that female college students are more likely than male college students to have poor eating habits [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], poor exercise habits [<xref ref-type="bibr" rid="ref23">23</xref>], and poor sleep habits [<xref ref-type="bibr" rid="ref8">8</xref>].</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Respondents</title>
        <p>A questionnaire was administered to 360 college students from 12 colleges of which 334 valid questionnaires were returned (334/360, 92.8%). Of the total respondents, 50.0% were male (167/334) and 50.0% were female (167/334); 47.9% (160/334) attended college in the northern region, 23.1% (77/334) attended college in the central region, and 29.0% (97/334) attended college in the southern region of Taiwan; and the mean age was 20.70 (SD 1.35) years.</p>
      </sec>
      <sec>
        <title>Questionnaire</title>
        <p>Data collected through the questionnaire included age, gender, height, weight, an item indicating perceived importance of health, and the 12-item Health Behaviors Scale. Using the reference standard of Taiwan’s Ministry of Health and Welfare [<xref ref-type="bibr" rid="ref24">24</xref>], respondents were classified into three groups according to their BMI: values less than 18.5, values under 24 and greater than or equal to 18.5, and values greater than or equal to 24.</p>
        <p>To assess respondents’ perceived importance of health, we employed an item designed by Beşer et al [<xref ref-type="bibr" rid="ref9">9</xref>]. The degree of importance assigned to health was measured by a 5-point Likert scale ranging from “none” (coded as 1) to “very much” (coded as 5) in response to the question: “To what degree do you give importance to your health?” [<xref ref-type="bibr" rid="ref9">9</xref>]. To avoid group divisions that were not meaningful, respondents were classified into two groups according to their scores: scores less than or equal to 3 (low importance) and scores greater than or equal to 4 (high importance).</p>
        <p>The respondents’ health behaviors were evaluated using Chiang et al’s [<xref ref-type="bibr" rid="ref8">8</xref>] Health Behaviors Scale which consists of 12 items that address three aspects of health behavior: exercise (four items), eating (four items), and sleep behaviors (four items). Using item analysis, exploratory factor analysis, and confirmatory factor analysis, Chiang et al [<xref ref-type="bibr" rid="ref8">8</xref>] showed that the Health Behaviors Scale is a valid and reliable measure of health behaviors for Taiwanese college students (Cronbach α=.83). Respondents answered the 12-item Health Behaviors Scale on a 5-point Likert scale with scores ranging from 1 (never) to 5 (always). Higher scores indicated that respondents have regular physical activity and exercise, healthy eating habits, healthy sleep habits, and good quality sleep. In terms of internal consistency, the exercise (Cronbach α=.79), eating (Cronbach α=.77), and sleep (Cronbach α=.80) showed good reliability.</p>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <p>Statistical analysis was performed using SPSS software (version 20.0; IBM Corp). First, for a better understanding of the respondents’ characteristics, descriptive statistical analysis was performed. Second, an independent <italic>t</italic> test (two-tailed) was used to identify if a gender difference in health behaviors existed. A <italic>P</italic> value less than .05 indicated that there was a statistically significant difference between genders. Finally, a two-way analysis of variance (ANOVA) was used to determine the effects of BMI and perceived importance of health on exercise, eating, and sleep behaviors among respondents. If the interaction of BMI and the perceived importance of health was significant (<italic>P</italic>&#60;.05), then a one-way ANOVA was performed to assess the simple effects of the perceived importance of health and BMI.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Descriptive Statistics</title>
        <p><xref ref-type="table" rid="table1">Table 1</xref> presents a descriptive summary of each health behavior for the corresponding perceived importance of health and BMI groups. The mean scores were 13.46 (SD 3.06) for eating behaviors, 13.75 (SD 3.61) for exercise behaviors, and 10.66 (SD 3.56) for sleep behaviors.</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Descriptive summary for each health behavior by perceived importance of health and BMI.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="320"/>
            <col width="110"/>
            <col width="180"/>
            <col width="190"/>
            <col width="170"/>
            <thead>
              <tr valign="top">
                <td colspan="3">Respondent groupings, n (%)</td>
                <td colspan="3">Health behavior scores</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>Eating, mean (SD)</td>
                <td>Exercise, mean (SD)</td>
                <td>Sleep, mean (SD)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="2">
                  <bold>Low perception of health importance</bold>
                </td>
                <td>156 (100)</td>
                <td>12.31 (2.98)</td>
                <td>12.81 (3.41)</td>
                <td>9.51 (3.21)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI&#60;18.5 </td>
                <td>21 (13.5)</td>
                <td>11.38 (2.78)</td>
                <td>11.86 (3.77)</td>
                <td>8.05 (2.29)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>18.5≤BMI&#60;24</td>
                <td>88 (56.4)</td>
                <td>12.32 (3.17)</td>
                <td>13.25 (3.49)</td>
                <td>9.57 (3.35)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI≥24</td>
                <td>47 (30.1)</td>
                <td>12.72 (2.63)</td>
                <td>12.43 (3.01)</td>
                <td>10.06 (3.15)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <bold>High perception of health importance</bold>
                </td>
                <td>178 (100)</td>
                <td>14.47 (2.78)</td>
                <td>14.57 (3.60)</td>
                <td>11.67 (3.55)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI&#60;18.5 </td>
                <td>20 (11.2)</td>
                <td>13.75 (2.10)</td>
                <td>11.90 (2.40)</td>
                <td>11.70 (2.96)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>18.5≤BMI&#60;24</td>
                <td>121 (68.0)</td>
                <td>14.48 (2.66)</td>
                <td>14.60 (3.62)</td>
                <td>11.76 (3.69)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI≥24</td>
                <td>37 (20.8)</td>
                <td>14.84 (3.40)</td>
                <td>15.89 (3.32)</td>
                <td>11.38 (3.43)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <bold>All</bold>
                </td>
                <td>334 (100)</td>
                <td>13.46 (3.06)</td>
                <td>13.75 (3.61)</td>
                <td>10.66 (3.56)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI&#60;18.5 </td>
                <td>41 (12.3)</td>
                <td>12.54 (2.72)</td>
                <td>11.88 (3.14)</td>
                <td>9.83 (3.19)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>18.5≤BMI&#60;24</td>
                <td>209 (62.6)</td>
                <td>13.57 (3.07)</td>
                <td>14.03 (3.62)</td>
                <td>10.84 (3.70)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI≥24</td>
                <td>84 (25.1)</td>
                <td>13.65 (3.15)</td>
                <td>13.95 (3.58)</td>
                <td>10.64 (3.32)</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec>
        <title>Gender Differences in Health Behaviors</title>
        <p><xref ref-type="table" rid="table2">Table 2</xref> reveals gender differences in college students’ eating, exercise, and sleep behaviors indicating that male students have healthier eating behaviors (<italic>P</italic>=.03), better exercise habits (<italic>P</italic>&#60;.001), and better sleep quality (<italic>P</italic>=.01) than female students.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Health behavior scores showing gender differences.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="200"/>
            <col width="250"/>
            <col width="250"/>
            <col width="150"/>
            <col width="150"/>
            <thead>
              <tr valign="top">
                <td>Health behaviors</td>
                <td colspan="2">Gender, mean (SD)</td>
                <td><italic>t</italic> test (<italic>df</italic>)</td>
                <td><italic>P</italic> value</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Male (n=167)</td>
                <td>Female (n=167)</td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Eating</td>
                <td>13.83 (3.10)</td>
                <td>13.10 (2.99)</td>
                <td>2.17 (332)</td>
                <td>.03</td>
              </tr>
              <tr valign="top">
                <td>Exercise</td>
                <td>14.80 (3.69)</td>
                <td>12.69 (3.21)</td>
                <td>5.57 (332)</td>
                <td>&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>Sleep</td>
                <td>11.16 (3.51)</td>
                <td>10.17 (3.54)</td>
                <td>2.58 (332)</td>
                <td>.01</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec>
        <title>Effects of BMI and Perceived Importance of Health on Eating, Exercise, and Sleep Behaviors</title>
        <p>As shown in <xref ref-type="table" rid="table3">Table 3</xref>, for eating behaviors, there were statistically significant main effects for BMI (<italic>F</italic><sub>2,328</sub>=3.66, <italic>P</italic>=.03) and for the perceived importance of health (<italic>F</italic><sub>1,328</sub>=29.44, <italic>P</italic>&#60;.001); however, the interaction effect between BMI and the perceived importance of health was not statistically significant (<italic>F</italic><sub>2,328</sub>=.12, <italic>P</italic>=.89).</p>
        <p>For exercise behaviors, there were statistically significant main effects for BMI (<italic>F</italic><sub>2,328</sub>=6.91, <italic>P</italic>=.001) and for the perceived importance of health (<italic>F</italic><sub>1,328</sub>=14.66, <italic>P</italic>&#60;.001) as well as a statistically significant interaction between BMI and the perceived importance of health (<italic>F</italic><sub>2,328</sub>=3.50, <italic>P</italic>=.03).</p>
        <p>For sleep behaviors, there was a statistically significant main effect for the perceived importance of health (<italic>F</italic><sub>1,328</sub>=26.99, <italic>P</italic>&#60;.001); however, there was no statistically significant main effect for either BMI (<italic>F</italic><sub>2,328</sub>=1.03, <italic>P</italic>=.36) or the interaction between BMI and the perceived importance of health (<italic>F</italic><sub>2,328</sub>=1.64, <italic>P</italic>=.20).</p>
        <p>As indicated by the simple effects analysis of the perceived importance of health and BMI on exercise behaviors shown in <xref ref-type="table" rid="table4">Table 4</xref>, respondents who considered health to be important and whose BMI was greater than or equal to 18.5 had significantly higher exercise behavior scores than respondents who did not consider health to be as important and whose BMI was greater than or equal to 18.5. In addition, respondents whose BMI was greater than or equal to 18.5 and who considered health to be important had significantly higher exercise behavior scores than respondents whose BMI was less than 18.5 and who considered health to be important.</p>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Statistical results of the two-way analysis of variance for the effects of perceived importance of health and BMI on health behaviors.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="200"/>
            <col width="140"/>
            <col width="120"/>
            <col width="140"/>
            <col width="120"/>
            <col width="0"/>
            <col width="140"/>
            <col width="140"/>
            <thead>
              <tr valign="top">
                <td>Health behaviors</td>
                <td colspan="2">BMI</td>
                <td colspan="3">Importance of health</td>
                <td colspan="2">BMI × Importance of health</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td><italic>F</italic> test (<italic>df</italic>)</td>
                <td><italic>P</italic> value</td>
                <td><italic>F</italic> test (<italic>df</italic>)</td>
                <td><italic>P</italic> value</td>
                <td colspan="2"><italic>F</italic> test (<italic>df</italic>)</td>
                <td><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Eating</td>
                <td>3.66 (2,328)</td>
                <td>.03</td>
                <td>29.44 (1,328)</td>
                <td>&#60;.001</td>
                <td colspan="2">0.12 (2,328)</td>
                <td>.89</td>
              </tr>
              <tr valign="top">
                <td>Exercise</td>
                <td>6.91 (2,328)</td>
                <td>.001</td>
                <td>14.66 (1,328)</td>
                <td>&#60;.001</td>
                <td colspan="2">3.50 (2,328)</td>
                <td>.03</td>
              </tr>
              <tr valign="top">
                <td>Sleep</td>
                <td>1.03 (2,328)</td>
                <td>.36</td>
                <td>26.99 (1,328)</td>
                <td>&#60;.001</td>
                <td colspan="2">1.64 (2,328)</td>
                <td>.20</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table4">
          <label>Table 4</label>
          <caption>
            <p>Simple effects of the perceived importance of health and BMI on exercise behaviors.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="270"/>
            <col width="0"/>
            <col width="150"/>
            <col width="0"/>
            <col width="150"/>
            <col width="0"/>
            <col width="200"/>
            <col width="0"/>
            <col width="200"/>
            <thead>
              <tr valign="top">
                <td colspan="3">Exercise behaviors scores, mean (SD)</td>
                <td colspan="3">Perception groups</td>
                <td colspan="4">Perception effect</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td colspan="2">Low</td>
                <td colspan="2">High</td>
                <td colspan="2"><italic>F</italic> test (<italic>df</italic>)</td>
                <td colspan="2"><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="3">
                  <bold>BMI groups</bold>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI&#60;18.5</td>
                <td colspan="2">11.86 (3.77)</td>
                <td colspan="2">11.90 (2.40)<sup>a,b</sup></td>
                <td colspan="2">0.002 (1,39)</td>
                <td colspan="2">.97</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>18.5≤BMI&#60;24</td>
                <td colspan="2">13.25 (3.49)</td>
                <td colspan="2">14.60 (3.62)<sup>a</sup></td>
                <td colspan="2">7.34 (1,207)</td>
                <td colspan="2">.007</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>BMI≥24</td>
                <td colspan="2">12.43 (3.01)</td>
                <td colspan="2">15.89 (3.32)<sup>b</sup></td>
                <td colspan="2">25.03 (1,82)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td colspan="3">
                  <bold>BMI effect</bold>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
              </tr>
              <tr valign="bottom">
                <td>
                  <break/>
                </td>
                <td><italic>F</italic> test (<italic>df</italic>)</td>
                <td colspan="2">1.87 (2,153)</td>
                <td colspan="2">8.72 (2,175)</td>
                <td colspan="2">N/A<sup>c</sup></td>
                <td colspan="2">N/A<sup>c</sup></td>
              </tr>
              <tr valign="bottom">
                <td>
                  <break/>
                </td>
                <td><italic>P</italic> value</td>
                <td colspan="2">.16</td>
                <td colspan="2">&#60;.001</td>
                <td colspan="2">N/A<sup>c</sup></td>
                <td colspan="2">N/A<sup>c</sup></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table4fn1">
              <p><sup>a</sup>Indicates belonging to the a pair, and statistically significant difference between the pairings (<italic>P</italic>=.006)</p>
            </fn>
            <fn id="table4fn2">
              <p><sup>b</sup>Indicates belonging to the b pair, and statistically significant difference between the pairings (<italic>P</italic>&#60;.001).</p>
            </fn>
            <fn id="table4fn3">
              <p><sup>c</sup>N/A: Not applicable.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>This study aimed to identify the interaction the effects of BMI and perceived importance of health on eating, exercise, and sleep behaviors. Moreover, there were significant gender differences in health behaviors among Taiwanese college students. Finally, there was an interaction between the effects of BMI and perceived importance of health for exercise behaviors, but not for eating or sleep behaviors. The effect of the perceived importance of health on exercise behavior was only true for those with BMI greater than 18.5; for underweight individuals, the perceived importance of health had no effect on exercise behaviors. Thus, the research hypothesis was partly supported.</p>
        <p>Previous studies have found that being overweight is associated with physical inactivity and sedentary daily habits [<xref ref-type="bibr" rid="ref17">17</xref>]. Thus, overweight and obese students may require encouragement to undertake physical activity. This study found an interaction between the effects of BMI and the perceived importance of health on exercise behaviors. College students with normal and above normal BMI who placed importance on health were more likely to exercise regularly than those with below normal BMI. Consistent with previous studies [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>], we found the perceived importance of health plays a significant role in adopting healthy exercise behavior. Therefore, increasing the perception of health among overweight students may encourage them to participate more in physical activities.</p>
        <p>This study found that the mean score of sleep behaviors was 10.66 (range 4-20). Previous studies have shown that college students have poor sleep quality and irregular sleeping habits [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. College students with higher stress levels experience poor sleep quality [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. Many health education programs are focused on improving knowledge and skills related to regular exercise and a healthy diet. However, sleep quality and problems related to sleep are overlooked [<xref ref-type="bibr" rid="ref27">27</xref>]. School and government authorities need to be more proactive in designing appropriate sleep and stress management strategies to help college students improve their sleep quality and maintain positive sleep habits.</p>
        <p>This study showed that male students have healthier eating behaviors, better exercise habits, and better sleep quality than female students supporting the findings of previous studies [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]. These results suggest that gender-specific eating, exercise, and sleep intervention programs for college students are necessary.</p>
        <p>Finally, this study found that the interaction between the effects of BMI and perceived importance of health did not affect health behaviors related to eating and sleeping; however, the study also revealed that the eating behaviors of college students with different BMI show significant differences but sleep behaviors do not. College students with different levels of perceived importance of health also have significant differences in their eating and sleeping behaviors. These findings reveal that college students’ eating behaviors are influenced by their BMI and both eating and sleeping behaviors are influenced by perceived importance of health.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>The study sample consisted of respondents in a higher education setting and was restricted by age to college students and by place to Taiwan. Consequently, the findings should not be overgeneralized and must be interpreted with consideration of the sample’s homogeneity. Finally, the perceived importance of health was measured using only one item. Future studies should include respondents of different ages as well as develop further instruments to measure this construct (the perceived importance of health).</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>This study found that the interaction between the effects of BMI and the perceived importance of health does not affect the health behaviors of eating and sleeping. Previous studies have shown that college students’ choice to major in medicine and their self-rated health were related to their health behaviors [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>]. Future studies should consider the effects of the interactions of these individual factors as well as BMI on eating and sleeping behaviors, to investigate how best to help students adopt regular eating habits and improve their sleep quality.</p>
        <p>This study established, for the first time, the interaction between the effects of BMI and the perceived importance of health on health behaviors. This finding provides researchers, policy makers, and practitioners in the field with evidence and opportunities for focusing on preventive action. The findings of the study suggest that increasing the perceived importance of health should guide efforts to help students adopt better exercise habits. There were also significant gender differences in health behaviors among college students suggesting that health education practitioners should design gender-specific health behavior intervention programs for college students.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Wong</surname>
              <given-names>CA</given-names>
            </name>
            <name name-style="western">
              <surname>Greeno</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Perrin</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Peterson</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Chung</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Skinner</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Young and not so invincible: health behaviors and patient-reported health outcomes among adolescents and young adults</article-title>
          <source>J Adolesc Health</source>
          <year>2018</year>
          <month>02</month>
          <volume>62</volume>
          <issue>2</issue>
          <fpage>S132</fpage>
          <pub-id pub-id-type="doi">10.1016/j.jadohealth.2017.11.269</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Stanziano</surname>
              <given-names>DC</given-names>
            </name>
            <name name-style="western">
              <surname>Butler-Ajibade</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Differences in health-related behaviors and body mass index risk categories in African American women in college</article-title>
          <source>J Natl Med Assoc</source>
          <year>2011</year>
          <month>01</month>
          <volume>103</volume>
          <issue>1</issue>
          <fpage>4</fpage>
          <lpage>8</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/21329240"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/s0027-9684(15)30236-4</pub-id>
          <pub-id pub-id-type="medline">21329240</pub-id>
          <pub-id pub-id-type="pii">S0027-9684(15)30236-4</pub-id>
          <pub-id pub-id-type="pmcid">PMC3135306</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Scott-Sheldon</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Carey</surname>
              <given-names>KB</given-names>
            </name>
            <name name-style="western">
              <surname>Carey</surname>
              <given-names>MP</given-names>
            </name>
          </person-group>
          <article-title>Health behavior and college students: does Greek affiliation matter?</article-title>
          <source>J Behav Med</source>
          <year>2008</year>
          <month>02</month>
          <volume>31</volume>
          <issue>1</issue>
          <fpage>61</fpage>
          <lpage>70</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/17999173"/>
          </comment>
          <pub-id pub-id-type="doi">10.1007/s10865-007-9136-1</pub-id>
          <pub-id pub-id-type="medline">17999173</pub-id>
          <pub-id pub-id-type="pmcid">PMC2430938</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Buboltz</surname>
              <given-names>WC</given-names>
            </name>
            <name name-style="western">
              <surname>Brown</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Soper</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Sleep habits and patterns of college students: a preliminary study</article-title>
          <source>J Am Coll Health</source>
          <year>2001</year>
          <month>11</month>
          <volume>50</volume>
          <issue>3</issue>
          <fpage>131</fpage>
          <lpage>135</lpage>
          <pub-id pub-id-type="doi">10.1080/07448480109596017</pub-id>
          <pub-id pub-id-type="medline">11765249</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hoffman</surname>
              <given-names>DJ</given-names>
            </name>
            <name name-style="western">
              <surname>Policastro</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Quick</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>SK</given-names>
            </name>
          </person-group>
          <article-title>Changes in body weight and fat mass of men and women in the first year of college: a study of the "freshman 15"</article-title>
          <source>J Am Coll Health</source>
          <year>2006</year>
          <volume>55</volume>
          <issue>1</issue>
          <fpage>41</fpage>
          <lpage>45</lpage>
          <pub-id pub-id-type="doi">10.3200/JACH.55.1.41-46</pub-id>
          <pub-id pub-id-type="medline">16889314</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <collab>Taiwan Health Promotion Administration</collab>
          </person-group>
          <source>Annual Report</source>
          <year>2018</year>
          <access-date>2019-01-20</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.hpa.gov.tw/Pages/ashx/File.ashx?FilePath=~/File/Attach/10231/File_11648.pdf">https://www.hpa.gov.tw/Pages/ashx/File.ashx?FilePath=~/File/Attach/10231/File_11648.pdf</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hsu</surname>
              <given-names>WC</given-names>
            </name>
            <name name-style="western">
              <surname>Chiang</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>SC</given-names>
            </name>
          </person-group>
          <article-title>The effect of individual factors on health behaviors among college students: the mediating effects of eHealth literacy</article-title>
          <source>J Med Internet Res</source>
          <year>2014</year>
          <volume>16</volume>
          <issue>12</issue>
          <fpage>e287</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.jmir.org/2014/12/e287/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/jmir.3542</pub-id>
          <pub-id pub-id-type="medline">25499086</pub-id>
          <pub-id pub-id-type="pii">v16i12e287</pub-id>
          <pub-id pub-id-type="pmcid">PMC4275503</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chiang</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>Hsu</surname>
              <given-names>WC</given-names>
            </name>
          </person-group>
          <article-title>Development and validation of the e-health literacy scale and investigation of the relationships between e-health literacy and healthy behaviour among undergraduate students in Taiwan</article-title>
          <source>Formosa J Mental Health</source>
          <year>2015</year>
          <volume>28</volume>
          <issue>3</issue>
          <fpage>389</fpage>
          <lpage>420</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Beşer</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Bahar</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Büyükkaya</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Health promoting behaviors and factors related to lifestyle among Turkish workers and occupational health nurses' responsibilities in their health promoting activities</article-title>
          <source>Ind Health</source>
          <year>2007</year>
          <month>01</month>
          <volume>45</volume>
          <issue>1</issue>
          <fpage>151</fpage>
          <lpage>159</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://joi.jlc.jst.go.jp/JST.JSTAGE/indhealth/45.151?from=PubMed"/>
          </comment>
          <pub-id pub-id-type="medline">17284887</pub-id>
          <pub-id pub-id-type="pii">JST.JSTAGE/indhealth/45.151</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sanlier</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Arslan</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Buyukgenc</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Toka</surname>
              <given-names>O</given-names>
            </name>
          </person-group>
          <article-title>Are eating behaviors related with by body mass index, gender and age?</article-title>
          <source>Ecol Food Nutr</source>
          <year>2018</year>
          <volume>57</volume>
          <issue>4</issue>
          <fpage>372</fpage>
          <lpage>387</lpage>
          <pub-id pub-id-type="doi">10.1080/03670244.2018.1493470</pub-id>
          <pub-id pub-id-type="medline">29979919</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Christian</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Giles-Corti</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Knuiman</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Timperio</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Foster</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>The influence of the built environment, social environment and health behaviors on body mass index. Results from RESIDE</article-title>
          <source>Prev Med</source>
          <year>2011</year>
          <volume>53</volume>
          <issue>1-2</issue>
          <fpage>57</fpage>
          <lpage>60</lpage>
          <pub-id pub-id-type="doi">10.1016/j.ypmed.2011.05.004</pub-id>
          <pub-id pub-id-type="medline">21609730</pub-id>
          <pub-id pub-id-type="pii">S0091-7435(11)00175-7</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mellin</surname>
              <given-names>AE</given-names>
            </name>
            <name name-style="western">
              <surname>Neumark-Sztainer</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Story</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Ireland</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Resnick</surname>
              <given-names>MD</given-names>
            </name>
          </person-group>
          <article-title>Unhealthy behaviors and psychosocial difficulties among overweight adolescents: the potential impact of familial factors</article-title>
          <source>J Adolesc Health</source>
          <year>2002</year>
          <month>08</month>
          <volume>31</volume>
          <issue>2</issue>
          <fpage>145</fpage>
          <lpage>153</lpage>
          <pub-id pub-id-type="doi">10.1016/s1054-139x(01)00396-2</pub-id>
          <pub-id pub-id-type="medline">12127384</pub-id>
          <pub-id pub-id-type="pii">S1054139X01003962</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Monneuse</surname>
              <given-names>MO</given-names>
            </name>
            <name name-style="western">
              <surname>Bellisle</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Koppert</surname>
              <given-names>G</given-names>
            </name>
          </person-group>
          <article-title>Eating habits, food and health related attitudes and beliefs reported by French students</article-title>
          <source>Eur J Clin Nutr</source>
          <year>1997</year>
          <month>01</month>
          <volume>51</volume>
          <issue>1</issue>
          <fpage>46</fpage>
          <lpage>53</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://dx.doi.org/10.1038/sj.ejcn.1600361"/>
          </comment>
          <pub-id pub-id-type="doi">10.1038/sj.ejcn.1600361</pub-id>
          <pub-id pub-id-type="medline">9023467</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gutiérrez-Pliego</surname>
              <given-names>LE</given-names>
            </name>
            <name name-style="western">
              <surname>Camarillo-Romero</surname>
              <given-names>EDS</given-names>
            </name>
            <name name-style="western">
              <surname>Montenegro-Morales</surname>
              <given-names>LP</given-names>
            </name>
            <name name-style="western">
              <surname>Garduño-García</surname>
              <given-names>JDJ</given-names>
            </name>
          </person-group>
          <article-title>Dietary patterns associated with body mass index (BMI) and lifestyle in Mexican adolescents</article-title>
          <source>BMC Public Health</source>
          <year>2016</year>
          <month>08</month>
          <volume>16</volume>
          <issue>1</issue>
          <fpage>850</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcpublichealth.biomedcentral.com/articles/10.1186/s12889-016-3527-6"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12889-016-3527-6</pub-id>
          <pub-id pub-id-type="medline">27549220</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12889-016-3527-6</pub-id>
          <pub-id pub-id-type="pmcid">PMC4994211</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Amruth</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Kumar</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>A cross-sectional study on BMI and eating habits among students in a medical college in Kerala</article-title>
          <source>Int J Community Med Public Health</source>
          <year>2019</year>
          <month>02</month>
          <volume>6</volume>
          <issue>3</issue>
          <fpage>1285</fpage>
          <lpage>1294</lpage>
          <pub-id pub-id-type="doi">10.18203/2394-6040.ijcmph20190627</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref16">
        <label>16</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Howarth</surname>
              <given-names>NC</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>TTK</given-names>
            </name>
            <name name-style="western">
              <surname>Roberts</surname>
              <given-names>SB</given-names>
            </name>
            <name name-style="western">
              <surname>Lin</surname>
              <given-names>BH</given-names>
            </name>
            <name name-style="western">
              <surname>McCrory</surname>
              <given-names>MA</given-names>
            </name>
          </person-group>
          <article-title>Eating patterns and dietary composition in relation to BMI in younger and older adults</article-title>
          <source>Int J Obes (Lond)</source>
          <year>2007</year>
          <month>04</month>
          <volume>31</volume>
          <issue>4</issue>
          <fpage>675</fpage>
          <lpage>684</lpage>
          <pub-id pub-id-type="doi">10.1038/sj.ijo.0803456</pub-id>
          <pub-id pub-id-type="medline">16953255</pub-id>
          <pub-id pub-id-type="pii">0803456</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kamtsios</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Digelidis</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Physical activity levels, exercise attitudes, self-perceptions and BMI type of 11 to 12-year-old children</article-title>
          <source>J Child Health Care</source>
          <year>2008</year>
          <month>09</month>
          <volume>12</volume>
          <issue>3</issue>
          <fpage>232</fpage>
          <lpage>240</lpage>
          <pub-id pub-id-type="doi">10.1177/1367493508092510</pub-id>
          <pub-id pub-id-type="medline">18678585</pub-id>
          <pub-id pub-id-type="pii">12/3/232</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Taheri</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Lin</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Austin</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Young</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Mignot</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Short sleep duration is associated with reduced leptin, elevated ghrelin, and increased body mass index</article-title>
          <source>PLoS Med</source>
          <year>2004</year>
          <month>12</month>
          <volume>1</volume>
          <issue>3</issue>
          <fpage>e62</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://dx.plos.org/10.1371/journal.pmed.0010062"/>
          </comment>
          <pub-id pub-id-type="doi">10.1371/journal.pmed.0010062</pub-id>
          <pub-id pub-id-type="medline">15602591</pub-id>
          <pub-id pub-id-type="pii">04-PLME-RA-0186R2</pub-id>
          <pub-id pub-id-type="pmcid">PMC535701</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref19">
        <label>19</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hung</surname>
              <given-names>HC</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>YC</given-names>
            </name>
            <name name-style="western">
              <surname>Ou</surname>
              <given-names>HY</given-names>
            </name>
            <name name-style="western">
              <surname>Wu</surname>
              <given-names>JS</given-names>
            </name>
            <name name-style="western">
              <surname>Lu</surname>
              <given-names>FH</given-names>
            </name>
            <name name-style="western">
              <surname>Chang</surname>
              <given-names>CJ</given-names>
            </name>
          </person-group>
          <article-title>The association between self-reported sleep quality and overweight in a Chinese population</article-title>
          <source>Obesity (Silver Spring)</source>
          <year>2013</year>
          <month>03</month>
          <volume>21</volume>
          <issue>3</issue>
          <fpage>486</fpage>
          <lpage>492</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://doi.org/10.1002/oby.20259"/>
          </comment>
          <pub-id pub-id-type="doi">10.1002/oby.20259</pub-id>
          <pub-id pub-id-type="medline">23592657</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref20">
        <label>20</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>YT</given-names>
            </name>
            <name name-style="western">
              <surname>Lu</surname>
              <given-names>TC</given-names>
            </name>
            <name name-style="western">
              <surname>Cao</surname>
              <given-names>WY</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>YH</given-names>
            </name>
          </person-group>
          <article-title>Exercise habit and sleep quality of Asia-Pacific Institute of Creativity students</article-title>
          <source>Journal of Sport, Leisure and Hospitality Research</source>
          <year>2017</year>
          <volume>12</volume>
          <issue>1</issue>
          <fpage>1</fpage>
          <lpage>14</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Peltzer</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>Health behaviour among black and white South Africans</article-title>
          <source>J R Soc Promot Health</source>
          <year>2002</year>
          <month>09</month>
          <volume>122</volume>
          <issue>3</issue>
          <fpage>187</fpage>
          <lpage>193</lpage>
          <pub-id pub-id-type="doi">10.1177/146642400212200316</pub-id>
          <pub-id pub-id-type="medline">12391834</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>Luo</surname>
              <given-names>YF</given-names>
            </name>
            <name name-style="western">
              <surname>Chiang</surname>
              <given-names>CH</given-names>
            </name>
          </person-group>
          <article-title>Electronic health literacy and dietary behaviors in Taiwanese college students: cross-sectional study</article-title>
          <source>J Med Internet Res</source>
          <year>2019</year>
          <month>11</month>
          <volume>21</volume>
          <issue>11</issue>
          <fpage>e13140</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.jmir.org/2019/11/e13140/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/13140</pub-id>
          <pub-id pub-id-type="medline">31769760</pub-id>
          <pub-id pub-id-type="pii">v21i11e13140</pub-id>
          <pub-id pub-id-type="pmcid">PMC6904901</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref23">
        <label>23</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Greene</surname>
              <given-names>GW</given-names>
            </name>
            <name name-style="western">
              <surname>Schembre</surname>
              <given-names>SM</given-names>
            </name>
            <name name-style="western">
              <surname>White</surname>
              <given-names>AA</given-names>
            </name>
            <name name-style="western">
              <surname>Hoerr</surname>
              <given-names>SL</given-names>
            </name>
            <name name-style="western">
              <surname>Lohse</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Shoff</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Horacek</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Riebe</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Patterson</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Phillips</surname>
              <given-names>BW</given-names>
            </name>
            <name name-style="western">
              <surname>Kattelmann</surname>
              <given-names>KK</given-names>
            </name>
            <name name-style="western">
              <surname>Blissmer</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Identifying clusters of college students at elevated health risk based on eating and exercise behaviors and psychosocial determinants of body weight</article-title>
          <source>J Am Diet Assoc</source>
          <year>2011</year>
          <month>03</month>
          <volume>111</volume>
          <issue>3</issue>
          <fpage>394</fpage>
          <lpage>400</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jada.2010.11.011</pub-id>
          <pub-id pub-id-type="medline">21338738</pub-id>
          <pub-id pub-id-type="pii">S0002-8223(10)01970-X</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <collab>Taiwan Ministry of Health and Welfare</collab>
          </person-group>
          <source>Body Mass Index Test</source>
          <year>2018</year>
          <access-date>2019-01-12</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://health99.hpa.gov.tw/OnlinkHealth/Onlink_BMI.aspx">https://health99.hpa.gov.tw/OnlinkHealth/Onlink_BMI.aspx</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>MC</given-names>
            </name>
            <name name-style="western">
              <surname>Yaung</surname>
              <given-names>CL</given-names>
            </name>
          </person-group>
          <article-title>Determinates of sleep quality and its correlation with students in a university</article-title>
          <source>Chinese Journal of School Health</source>
          <year>2008</year>
          <volume>53</volume>
          <fpage>35</fpage>
          <lpage>55</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lund</surname>
              <given-names>HG</given-names>
            </name>
            <name name-style="western">
              <surname>Reider</surname>
              <given-names>BD</given-names>
            </name>
            <name name-style="western">
              <surname>Whiting</surname>
              <given-names>AB</given-names>
            </name>
            <name name-style="western">
              <surname>Prichard</surname>
              <given-names>JR</given-names>
            </name>
          </person-group>
          <article-title>Sleep patterns and predictors of disturbed sleep in a large population of college students</article-title>
          <source>J Adolesc Health</source>
          <year>2010</year>
          <month>03</month>
          <volume>46</volume>
          <issue>2</issue>
          <fpage>124</fpage>
          <lpage>132</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jadohealth.2009.06.016</pub-id>
          <pub-id pub-id-type="medline">20113918</pub-id>
          <pub-id pub-id-type="pii">S1054-139X(09)00238-9</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>YC</given-names>
            </name>
            <name name-style="western">
              <surname>Wu</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>YC</given-names>
            </name>
            <name name-style="western">
              <surname>Chuang</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Su</surname>
              <given-names>YL</given-names>
            </name>
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>PC</given-names>
            </name>
            <name name-style="western">
              <surname>Hung</surname>
              <given-names>KL</given-names>
            </name>
          </person-group>
          <article-title>Investigation and analysis of health behaviors among residents attending community health promotion activities in Da-an District, Taipei City</article-title>
          <source>Taiwan Family Medicine Research</source>
          <year>2009</year>
          <volume>7</volume>
          <issue>2</issue>
          <fpage>54</fpage>
          <lpage>69</lpage>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
