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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IJPDS</journal-id>
      <journal-title-group>
        <journal-title>International Journal of Population Data Science</journal-title>
        <abbrev-journal-title>IJPDS</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="epub">2399-4908</issn>
      <publisher>
        <publisher-name>Swansea University</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.23889/ijpds.v9i5.2898</article-id>
      <article-id pub-id-type="publisher-id">9:5:406</article-id>
      <title-group>
        <article-title>menting Data Governance with Multi-Modal Privacy-Preserving Record Linkages between Restricted and Public Open Enclaves</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Gersing</surname>
            <given-names initials="K">Kenneth</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Michael</surname>
            <given-names initials="S">Sam</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Prior</surname>
            <given-names initials="F">Fred</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Saltz</surname>
            <given-names initials="J">Joel</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Moffitt</surname>
            <given-names initials="R">Richard</given-names>
          </name>
          <xref ref-type="aff" rid="affil-4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Rogovin</surname>
            <given-names initials="S">Sara</given-names>
          </name>
          <xref ref-type="aff" rid="affil-5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Phua</surname>
            <given-names initials="J">Jasmin</given-names>
          </name>
          <xref ref-type="aff" rid="affil-5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Grannis</surname>
            <given-names initials="S">Shaun</given-names>
          </name>
          <xref ref-type="aff" rid="affil-6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Amor</surname>
            <given-names initials="B">Ben</given-names>
          </name>
          <xref ref-type="aff" rid="affil-7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Girvin</surname>
            <given-names initials="A">Andrew</given-names>
          </name>
          <xref ref-type="aff" rid="affil-6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Baghal</surname>
            <given-names initials="A">Ahmad</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
      </contrib-group>
      <aff id="affil-1"><label>1</label><institution>National Institutes of Health</institution></aff>
      <aff id="affil-2"><label>2</label><institution>University of Arkansas Medical Sciences</institution></aff>
      <aff id="affil-3"><label>3</label><institution>Stony Brook University</institution></aff>
      <aff id="affil-4"><label>4</label><institution>Emory University</institution></aff>
      <aff id="affil-5"><label>5</label><institution>Datavant</institution></aff>
      <aff id="affil-6"><label>6</label><institution>Regenstrief Institute</institution></aff>
      <aff id="affil-7"><label>7</label><institution>Palantir Technologies</institution></aff>
      <pub-date date-type="pub" publication-format="electronic">
        <day>18</day>
        <month>09</month>
        <year>2024</year>
      </pub-date>
      <pub-date date-type="collection" publication-format="electronic">
        <year>2024</year>
      </pub-date>
      <volume>9</volume>
      <issue>5</issue>
      <elocation-id>2898</elocation-id>
      <permissions>
        <license license-type="open-access" xlink:href="https://creativecommons.org/licences/by/4.0/">
          <license-p>This work is licenced under a Creative Commons Attribution 4.0 International License.</license-p>
        </license>
      </permissions>
      <self-uri xlink:href="https://ijpds.org/article/view/2898">This article is available from the IJPDS website at: https://ijpds.org/article/view/2898</self-uri>
    </article-meta>
  </front>
  <body>
    <p>Data centralization is increasingly non-viable in the changing landscape of data privacy and data governance. New models of data sharing are needed, in particular when privacy-preserving record linkages (PPRL) are being used to connect data within restricted data enclaves and public open enclaves.</p>
    <p>We share a privacy-preserving data-sharing infrastructure that employs a linkage honest broker implementation of PPRL connecting structured electronic health record data between the National Center for Advancing Translational Science (NCATS) National Clinical Cohort Collaborative (N3C), a restricted data enclave, with the National Cancer Institute (NCI) Cancer Imaging Archive (TCIA), a public open enclave.</p>
    <p>In particular we will address:</p>
    <list list-type="bullet">
      <list-item><p>
        Data governance models needed when linking data from restricted vs. public enclaves
      </p></list-item>
      <list-item><p>
        Specific privacy-preserving consideration when linking to imaging data which contain specific structured data and imaging considerations
      </p></list-item>
      <list-item><p>
        Privacy-preserving data aggregation when combining multi-modal data from restricted data enclaves with publicly discoverable imaging data
      </p></list-item>
    </list>
  </body>
</article>