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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="letter" 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">v26i1e60025</article-id>
      <article-id pub-id-type="pmid">39496147</article-id>
      <article-id pub-id-type="doi">10.2196/60025</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Letter</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Research Letter</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Advancing the United Nations Sustainable Development Goals Through Digital Health Research: 25 Years of Contributions From the Journal of Medical Internet Research</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>Ibeneme</surname>
            <given-names>Sunny</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Sahu</surname>
            <given-names>Aditya Kumar</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Raman</surname>
            <given-names>Raghu</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Amrita School of Business</institution>
            <institution>Amrita School of Computing, Amrita Vishwa Vidyapeetham</institution>
            <addr-line>Amritapuri</addr-line>
            <addr-line>Kerala, 690525</addr-line>
            <country>India</country>
            <phone>91 9895028779</phone>
            <email>raghu@amrita.edu</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0851-9742</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Singhania</surname>
            <given-names>Monica</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2655-2685</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Nedungadi</surname>
            <given-names>Prema</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8774-3541</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Amrita School of Business</institution>
        <institution>Amrita School of Computing, Amrita Vishwa Vidyapeetham</institution>
        <addr-line>Kerala</addr-line>
        <country>India</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Faculty of Management Studies</institution>
        <institution>University of Delhi</institution>
        <addr-line>New Delhi</addr-line>
        <country>India</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Raghu Raman <email>raghu@amrita.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2024</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>4</day>
        <month>11</month>
        <year>2024</year>
      </pub-date>
      <volume>26</volume>
      <elocation-id>e60025</elocation-id>
      <history>
        <date date-type="received">
          <day>29</day>
          <month>4</month>
          <year>2024</year>
        </date>
        <date date-type="rev-request">
          <day>27</day>
          <month>6</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd">
          <day>29</day>
          <month>6</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>10</day>
          <month>8</month>
          <year>2024</year>
        </date>
      </history>
      <copyright-statement>©Raghu Raman, Monica Singhania, Prema Nedungadi. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 04.11.2024.</copyright-statement>
      <copyright-year>2024</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 (ISSN 1438-8871), is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2024/1/e60025" xlink:type="simple"/>
      <kwd-group>
        <kwd>sustainable development goal</kwd>
        <kwd>topic modeling</kwd>
        <kwd>public health</kwd>
        <kwd>surveillance</kwd>
        <kwd>gender equality</kwd>
        <kwd>non-communicable disease</kwd>
        <kwd>social media</kwd>
        <kwd>COVID-19</kwd>
        <kwd>SARS-CoV-2</kwd>
        <kwd>coronavirus</kwd>
        <kwd>machine learning</kwd>
        <kwd>artificial intelligence</kwd>
        <kwd>AI</kwd>
        <kwd>digital health</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Celebrating 25 years of the <italic>Journal of Medical Internet Research</italic>’s influence, we examine its contributions to the United Nations (UN) sustainable development goals (SDGs) [<xref ref-type="bibr" rid="ref1">1</xref>]. Our study explores the interconnectedness of the SDGs using the SDG framework [<xref ref-type="bibr" rid="ref2">2</xref>]. We aimed to:</p>
      <list list-type="bullet">
        <list-item>
          <p>Analyze <italic>Journal of Medical Internet Research</italic> publications using a topic modeling approach to identify predominant topics;</p>
        </list-item>
        <list-item>
          <p>Map these topics to relevant SDGs to illustrate the journal’s impact on global health and equity;</p>
        </list-item>
        <list-item>
          <p>Demonstrate the interdisciplinary nature of digital health research and its relevance to sustainable development.</p>
        </list-item>
      </list>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <p>Following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines, we conducted a comprehensive search on Scopus for articles published between 1999 and 2023 and found 8124 publications. Using inbuilt SDG mapping queries, we narrowed the results to 3550 publications (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>) to identify relevant topics and their alignment with the SDGs [<xref ref-type="bibr" rid="ref3">3</xref>]. The analysis used BERTopic, an advanced topic modeling technique, to review 25 years of <italic>Journal of Medical Internet Research</italic> publications. We used co-citation mapping to visualize SDG linkages and BERTopic to identify semantic connections [<xref ref-type="bibr" rid="ref4">4</xref>].</p>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p><xref rid="figure1" ref-type="fig">Figure 1</xref> presents a network visualization of SDG interconnectivity to highlight the interdisciplinary nature of the research published in the <italic>Journal of Medical Internet Research</italic> [<xref ref-type="bibr" rid="ref5">5</xref>]. Central to this network is SDG 3 (Good Health and Well-Being), which shows strong ties to SDGs 5 (Gender Equality), 10 (Reduced Inequalities), 16 (Peace, Justice, and Strong Institutions), and 9 (Industry, Innovation, and Infrastructure). These linkages highlight how advancements in health contribute broadly to gender equality, social equity, justice, and economic development, indicating a holistic approach that integrates health with key SDGs.</p>
      <p><xref rid="figure2" ref-type="fig">Figure 2</xref> shows major topics mapped to SDGs. SDG 3, which accounts for 79.8% of the publications, indicates that the journal primarily focused on health and well-being. Other notably featured SDGs include 9 and 10, with significant contributions to innovation in health care and reducing inequalities. SDGs 5 and 16 are also highlighted, supporting gender equality and the development of peaceful societies. Less-represented SDGs, such as SDG 4 (Quality Education) and SGD 6 (Clean Water and Sanitation), suggest expanding research areas, with environmental sustainability goals showing potential for future focus.</p>
      <fig id="figure1" position="float">
        <label>Figure 1</label>
        <caption>
          <p>Interdisciplinary research published in the <italic>Journal of Medical Internet Research</italic> as a network of the United Nations sustainable development goals.</p>
        </caption>
        <graphic xlink:href="jmir_v26i1e60025_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
      <fig id="figure2" position="float">
        <label>Figure 2</label>
        <caption>
          <p>Major topics of works published in the <italic>Journal of Medical Internet Research</italic> mapped to the United Nations SDGs. AI: artificial intelligence; SDG: sustainable development goal.</p>
        </caption>
        <graphic xlink:href="jmir_v26i1e60025_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>The 6 topics with significant keywords in the <italic>Journal of Medical Internet Research</italic> collectively emphasize the use of digital health to address diverse global health challenges, aligning with several SDGs (<xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). The significance of these topics is emphasized in studies such as those on chronic disease management [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>], artificial intelligence (AI)–driven pandemic management [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>], health care access [<xref ref-type="bibr" rid="ref10">10</xref>], diabetes and cardiovascular health management [<xref ref-type="bibr" rid="ref11">11</xref>], social media impact during pandemics [<xref ref-type="bibr" rid="ref12">12</xref>], and health equity through digital interventions [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>]. The topics below outline the diverse ways research from this journal has contributed to the SDGs:</p>
        <list list-type="bullet">
          <list-item>
            <p>Advancing chronic disease management and patient support via digital health:</p>
            <list>
              <list-item>
                <p>Highlights how digital interventions support patients with chronic disease management from diagnosis to recovery, enhancing autonomy and treatment adherence</p>
              </list-item>
              <list-item>
                <p>Aligns with SDG 3</p>
              </list-item>
            </list>
          </list-item>
          <list-item>
            <p>AI-driven pandemic management:</p>
            <list>
              <list-item>
                <p>Showcases the use of AI in enhancing health care delivery and informing public health policies during pandemics</p>
              </list-item>
              <list-item>
                <p>Aligns with SDGs 3 and 9</p>
              </list-item>
            </list>
          </list-item>
          <list-item>
            <p>Digital health to bridge gaps in health care access and equity:</p>
            <list>
              <list-item>
                <p>Use of digital health technologies to make health care more accessible and equitable</p>
              </list-item>
              <list-item>
                <p>Supports SDGs 10 and 16 by improving access to quality care for underserved populations</p>
              </list-item>
            </list>
          </list-item>
          <list-item>
            <p>Empowering health equity through digital interventions</p>
            <list>
              <list-item>
                <p>Centers on reducing health disparities through digital interventions (eg, HIV prevention and health care for marginalized populations)</p>
              </list-item>
              <list-item>
                <p>Supports SDG 3.3 in combating communicable diseases</p>
              </list-item>
            </list>
          </list-item>
          <list-item>
            <p>Digital empowerment in diabetes management and cardiovascular health:</p>
            <list>
              <list-item>
                <p>Uses digital platforms to improve self-care, clinical outcomes, and health literacy in managing diabetes and cardiovascular diseases</p>
              </list-item>
              <list-item>
                <p>Aligns with SDG 3.4 in reducing mortality from noncommunicable diseases</p>
              </list-item>
            </list>
          </list-item>
          <list-item>
            <p>Navigating public sentiment and information flow on social media during pandemics:</p>
            <list>
              <list-item>
                <p>Explores how social media can shape public sentiment and spread information during health crises, including how misinformation affects public behavior and governance</p>
              </list-item>
            </list>
          </list-item>
        </list>
        <p>Digitization can negatively impact the SDGs. COVID-19 worsened digital inequity, deepening divides in racialized communities and limiting access to essential services [<xref ref-type="bibr" rid="ref15">15</xref>]. Significant challenges and financial losses in web-based research with underserved populations exist, emphasizing digitalization’s negative impact on data quality and resource efficiency [<xref ref-type="bibr" rid="ref16">16</xref>]. To enhance the contributions of the <italic>Journal of Medical Internet Research</italic> to SDG 4 (Quality Education) and SDG 6 (Clean Water and Sanitation), we recommend prioritizing interdisciplinary research, launching special issues on these topics, forming partnerships with educational and environmental organizations, promoting specific funding opportunities, and organizing workshops.</p>
      </sec>
      <sec>
        <title>Limitations and Conclusion</title>
        <p>Our study is constrained by the selected database and SDG mapping approach, which may limit its comprehensiveness. Additionally, while BERTopic modeling offers robust analysis, its inherent limitations and the subjective nature of topic interpretation could lead to oversimplifications and biases, necessitating expert review and validation. Despite these limitations, this study underscores the pivotal role of the <italic>Journal of Medical Internet Research</italic> in advancing the UN SDGs.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Dataset generated and analyzed during this study.</p>
        <media xlink:href="jmir_v26i1e60025_app1.xlsx" xlink:title="XLSX File  (Microsoft Excel File), 5833 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Major topics, top keywords, and SDG focus. AI: artificial intelligence; SDG: sustainable development goal.</p>
        <media xlink:href="jmir_v26i1e60025_app2.png" xlink:title="PNG File , 108 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">AI</term>
          <def>
            <p>artificial intelligence</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">SDG</term>
          <def>
            <p>sustainable development goal</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">UN</term>
          <def>
            <p>United Nations</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The dataset generated and analyzed during this study is available in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>.</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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