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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.v9i5.2628</article-id>
      <article-id pub-id-type="publisher-id">9:5:144</article-id>
      <title-group>
        <article-title>Enhancing population-level research among people who inject drugs: a validation and retrospective cohort study using health administrative data in Ontario, Canada</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Greenwald</surname>
            <given-names initials="Z">Zoë R</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Feld</surname>
            <given-names initials="J">Jordan J</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Werb</surname>
            <given-names initials="D">Dan</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Austin</surname>
            <given-names initials="P">Peter C</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3</xref>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Drover</surname>
            <given-names initials="S">Samantha</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Fridman</surname>
            <given-names initials="D">Daniel</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Bayoumi</surname>
            <given-names initials="A">Ahmed</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Gomes</surname>
            <given-names initials="T">Tara</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kendall</surname>
            <given-names initials="C">Claire E</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3,4</xref>
          <xref ref-type="aff" rid="affil-4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lapointe-Shaw</surname>
            <given-names initials="L">Lauren</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-3">3</xref>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Scheim</surname>
            <given-names initials="A">Ayden I</given-names>
          </name>
          <xref ref-type="aff" rid="affil-5">5</xref>
          <xref ref-type="aff" rid="affil-6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Bartlett</surname>
            <given-names initials="S">Sofia R</given-names>
          </name>
          <xref ref-type="aff" rid="affil-7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Benchimol</surname>
            <given-names initials="E">Eric I</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3</xref>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Bouck</surname>
            <given-names initials="Z">Zachary</given-names>
          </name>
          <xref ref-type="aff" rid="affil-5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Greenaway</surname>
            <given-names initials="C">Christina</given-names>
          </name>
          <xref ref-type="aff" rid="affil-8">8</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Janjua</surname>
            <given-names initials="N">Naveed Z</given-names>
          </name>
          <xref ref-type="aff" rid="affil-7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Leece</surname>
            <given-names initials="P">Pamela</given-names>
          </name>
          <xref ref-type="aff" rid="affil-9">9</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Wong</surname>
            <given-names initials="W">William WL</given-names>
          </name>
          <xref ref-type="aff" rid="affil-10">10</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Sander</surname>
            <given-names initials="B">Beate</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-3">3</xref>
          <xref ref-type="aff" rid="affil-9">9</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kwong</surname>
            <given-names initials="J">Jeffrey C</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-3">3</xref>
          <xref ref-type="aff" rid="affil-9">9</xref>
        </contrib>
      </contrib-group>
      <aff id="affil-1"><label>1</label><institution>University of Toronto</institution></aff>
      <aff id="affil-2"><label>2</label><institution>University Health Network</institution></aff>
      <aff id="affil-3"><label>3</label><institution>ICES</institution></aff>
      <aff id="affil-4"><label>4</label><institution>Bruyère Research Institute</institution></aff>
      <aff id="affil-5"><label>5</label><institution>Centre on Drug Policy Evaluation, St. Michael's Hospital</institution></aff>
      <aff id="affil-6"><label>6</label><institution>Drexel University</institution></aff>
      <aff id="affil-7"><label>7</label><institution>British Columbia Centre for Disease Control</institution></aff>
      <aff id="affil-8"><label>8</label><institution>Division of Infectious Diseases, Jewish General Hospital</institution></aff>
      <aff id="affil-9"><label>9</label><institution>Public Health Ontario</institution></aff>
      <aff id="affil-10"><label>10</label><institution>University of Waterloo</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>2628</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/2628">This article is available from the IJPDS website at: https://ijpds.org/article/view/2628</self-uri>
    </article-meta>
  </front>
  <body>
    <sec>
      <title>Objective</title>
      <p>Health administrative data can support population-level research among people who inject drugs (PWID), however these data sources remain underutilized due to the difficulty in identifying drug use in routinely collected data. We validated case-ascertainment algorithms to identify PWID and tested their application in a hepatitis C (HCV) cohort in Ontario, Canada.</p>
    </sec>
    <sec>
      <title>Approach</title>
      <p>We conducted a validation study using reference standard cohorts of PWID recruited via community-based studies and population controls linked to health administrative data in Ontario, Canada (1992-2020). Tested case-ascertainment algorithms included combinations of hospitalizations/emergency department (ED) visits for drug use/poisoning, physician visits for drug use, opioid agonist treatment (OAT), or injecting-related infections. Sensitivity and specificity were estimated for lifetime history and recent injecting (past 1-5 years). We applied a high-performing algorithm among all Ontarians with laboratory-confirmed HCV between 1999-2018, to identify a sub-cohort of PWID with HCV.</p>
    </sec>
    <sec>
      <title>Results</title>
      <p>An algorithm including ≥1 hospitalization/ED visit or ≥1 physician visit for drug use or ≥1 OAT record had high accuracy for identifying IDU history (91.6% sensitivity, 94.2% specificity) and recent IDU (using 3 years lookback: 80.4% sensitivity, 99% specificity). When applied to a provincial cohort of 112,947 Ontarians diagnosed with HCV, this algorithm estimated 46% (N=52,248) had a history of IDU, of whom 52% (N=27,246) had an indication of recent IDU (within the past 3 years).</p>
    </sec>
    <sec>
      <title>Conclusion</title>
      <p>The methods developed in this study can enhance the capacity of population-level health research among people who inject drugs and support applied public health interventions towards hepatitis C elimination.</p>
    </sec>
  </body>
</article>