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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IPROC</journal-id>
      <journal-id journal-id-type="nlm-ta">iproc</journal-id>
      <journal-title>Iproceedings</journal-title>
      <issn pub-type="epub">2369-6893</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">v8i1e39268</article-id>
      <article-id pub-id-type="pmid"/>
      <article-id pub-id-type="doi">10.2196/39268</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Abstract</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Abstract</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Within-Person Associations Among Physical Activity, Sleep, and Well-being in Situ: Opportunities for Whole-Person Well-being</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Pagoto</surname>
            <given-names>Sherry</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>McGowan</surname>
            <given-names>Amanda L</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Annenberg School for Communication</institution>
            <institution>University of Pennsylvania</institution>
            <addr-line>3620 Walnut St.</addr-line>
            <addr-line>Philadelphia, PA, 19104</addr-line>
            <country>United States</country>
            <phone>1 215 898 7041</phone>
            <email>amanda.mcgowan@asc.upenn.edu</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3422-0135</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Boyd</surname>
            <given-names>Zachary M</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Kang</surname>
            <given-names>Yoona</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Mucha</surname>
            <given-names>Peter J</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Ochsner</surname>
            <given-names>Kevin N</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Bassett</surname>
            <given-names>Dani S</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <xref rid="aff6" ref-type="aff">6</xref>
          <xref rid="aff7" ref-type="aff">7</xref>
          <xref rid="aff8" ref-type="aff">8</xref>
        </contrib>
        <contrib id="contrib7" contrib-type="author">
          <name name-style="western">
            <surname>Falk</surname>
            <given-names>Emily B</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff9" ref-type="aff">9</xref>
        </contrib>
        <contrib id="contrib8" contrib-type="author">
          <name name-style="western">
            <surname>Lydon-Staley</surname>
            <given-names>David M</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff5" ref-type="aff">5</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Annenberg School for Communication</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Mathematics</institution>
        <institution>Brigham Young University</institution>
        <addr-line>Provo, UT</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Mathematics</institution>
        <institution>Dartmouth College</institution>
        <addr-line>Hanover, NH</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Psychology</institution>
        <institution>Columbia University</institution>
        <addr-line>New York City, NY</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Department of Bioengineering</institution>
        <institution>School of Engineering and Applied Science</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Department of Physics &amp; Astronomy</institution>
        <institution>College of Arts and Sciences</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>Department of Psychiatry</institution>
        <institution>Perelman School of Medicine</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff8">
        <label>8</label>
        <institution>Santa Fe Institute</institution>
        <addr-line>Santa Fe, NM</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff9">
        <label>9</label>
        <institution>Department of Psychology</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Amanda L McGowan <email>amanda.mcgowan@asc.upenn.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <season>Jan-Dec</season>
        <year>2022</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>9</day>
        <month>6</month>
        <year>2022</year>
      </pub-date>
      <volume>8</volume>
      <issue>1</issue>
      <elocation-id>e39268</elocation-id>
      <history>
        <date date-type="received">
          <day>4</day>
          <month>5</month>
          <year>2022</year>
        </date>
        <date date-type="accepted">
          <day>1</day>
          <month>6</month>
          <year>2022</year>
        </date>
      </history>
      <copyright-statement>©Amanda L McGowan, Zachary M Boyd, Yoona Kang, Peter J Mucha, Kevin N Ochsner, Dani S Bassett, Emily B Falk, David M Lydon-Staley. Originally published in Iproceedings (https://www.iproc.org), 09.06.2022.</copyright-statement>
      <copyright-year>2022</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 Iproceedings, is properly cited. The complete bibliographic information, a link to the original publication on https://www.iproc.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.iproc.org/2022/1/e39268" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Digital tools can help cultivate states of well-being through psychological interventions. Interventions and policies with the most promise of influencing individual and population health and well-being in real-world contexts require understanding the dynamic relationships between different domains of well-being in daily life.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aimed to consider multiple components of the health behavior–well-being system to identify potential targets for designing ecologically relevant interventions in everyday life.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We used self-reported affective states, purpose in life, and physical activity collected via smartphone-based experience sampling twice per day over 28 days as participants (N=226 young adults; mean age 20.2, SD 1.7 years; 76% women and 25% men) went about their daily lives. We used a multilevel vector autoregressive model to isolate within- and between-person relationships among daytime physical activity, nighttime sleep duration, nighttime sleep quality, happiness, sadness, anger, anxiousness, and purpose in life. This approach generates 3 networks describing the relationships among variables of interest: (1) a directed temporal network revealing within-person, time-lagged, previous-day relationships among variables; (2) a contemporaneous undirected network revealing within-person same-day relationships among variables; and (3) an undirected between-person network identifying between-person differences in how variables are associated with one another.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Our complex-system approach to the health behavior–well-being system revealed significant interplay among physical activity, sleep, affect, and purpose in life. We found that when an individual had higher than their usual levels of physical activity on a particular day, they experienced an increase in happy affect the next day. Higher sleep quality on a particular day also predicted a decrease in negative affective states the next day. We found that purpose in life predicted decreased sad, anxious, and angry affect up to 2 days later. For contemporaneous relationships, higher than usual happiness predicted increased purpose in life and lower anger, anxiety, and sadness on the same day. We found that people who, on average, were happier tended to endorse a higher sense of purpose in life and experience increased sleep quality, whereas people who, on average, were sadder tended to have increased anxiety and anger.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Collectively, these findings suggest that behavioral interventions targeting sleep and physical activity may observe shorter-term (up to 1 day) effects on well-being, whereas interventions cultivating a sense of purpose in life can have slightly longer effects on well-being, bleeding into the next few days. Our findings suggest that approaches simultaneously considering whole-person well-being rather than just one domain of well-being hold promise for informing the design of behavior interventions with the most promise of influencing health in real-world contexts. Moving forward, digital health tools should incorporate tracking multiple domains of well-being in daily life to increase opportunities for whole-person health approaches in virtual care settings.</p>
        </sec>
        <sec>
          <title>Conflicts of Interest</title>
          <p>None declared.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>network analyses</kwd>
        <kwd>health behavior</kwd>
        <kwd>ecological momentary assessment</kwd>
        <kwd>emotions</kwd>
        <kwd>physical activity</kwd>
      </kwd-group>
    </article-meta>
  </front>
</article>
