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  dtd-version="1.2" article-type="abstract">
  <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.v10i4.3039</article-id>
      <article-id pub-id-type="publisher-id">10:3:31</article-id>
      <title-group>
        <article-title>Mental health inequalities among underserved groups: evidence from the 2021
          Census Northern Ireland</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Christen</surname>
            <given-names initials="P">Peter</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>Ziyad</surname>
            <given-names initials="S">Sumayya</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Nanayakkara</surname>
            <given-names initials="C">Charini</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
      </contrib-group>
      <aff id="affil-1"><label>1</label><institution>University of Edinburgh, Edinburgh, United
        Kingdom</institution></aff>
      <aff id="affil-2"><label>2</label><institution>Australian National University, Canberra,
        Australia</institution></aff>
      <pub-date date-type="pub" publication-format="electronic">
        <day>01</day>
        <month>06</month>
        <year>2025</year>
      </pub-date>
      <pub-date date-type="collection" publication-format="electronic">
        <year>2025</year>
      </pub-date>
      <volume>8</volume>
      <issue>4</issue>
      <elocation-id>3039</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/3039">This article is available from the
        IJPDS website at: https://ijpds.org/article/view/3039</self-uri>
    </article-meta>
  </front>
  <body>
    <sec>
      <title>Objectives</title>
      <p>Mental health inequalities are a pressing public health issue, but population-level data on
        mental health need among underserved groups (USGs) is lacking. This census-based record
        linkage study examines mental ill health across seven USGs in Northern Ireland (NI) to
        support the effective formulation of policy and health service provision.</p>
    </sec>
    <sec>
      <title>Methods</title>
      <p>Using the Northern Ireland Mortality Study (NIMS), which links 2021 Census records to
        area-level measures and death registrations, we identified 1,489,210 individuals aged 16
        years or older. The presence of a chronic mental health condition (measured through the
        Census) was examined among ethnic minorities, Irish Travellers, sexual minorities (lesbian,
        gay, bisexual and other (LGB+)), religious minorities, migrants, informal carers, and those
        with limited English language proficiency. Logistic regression models quantified the
        likelihood of mental ill health for each USG relative to the majority reference group
        adjusting for age, sex, income deprivation, socioeconomic status, limiting long-term health
        condition and general health.</p>
    </sec>
    <sec>
      <title>Results</title>
      <p>Overall, 10.5% (156,504) of the cohort reported a chronic mental health condition. Among
        minority populations, increased risk of mental ill health was evident for females from a
        Mixed ethnic background (adjusted Odds Ratio (aOR 1.19 [95% CI 1.07-1.33] vs White)), Irish
        Travellers (aOR=1.46 [95% CI 1.29-1.66] vs non-Irish Traveller), migrants from the rest of
        the UK or Republic of Ireland (aOR=1.07 [95% CI 1.04-1.09] vs born NI), those with no
        religious affiliation (aOR=1.32 [95% CI 1.30-1.35] vs Catholic), and informal carers (20+
        hours, aOR=1.13 [95% CI 1.11-1.16] vs no unpaid care). People from the LGB+ group appear to
        be at particularly high risk of chronic mental ill health (aOR=3.25 [95% CI 3.15-3.35] vs
        heterosexual).</p>
    </sec>
    <sec>
      <title>Conclusion</title>
      <p>The NI Census provides valuable insights into the mental health of USGs who are often
        missing from other available data. Risk of mental ill health varies significantly for some
        USGs relative to majority populations. Findings emphasize the need for service providers and
        policymakers to address mental health inequalities among USGs.</p>
    </sec>
  </body>
</article>