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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.v11i5.3552</article-id>
<article-id pub-id-type="publisher-id">11:5:3552</article-id>
<article-id pub-id-type="pii">S2399490821035527</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Population Data Science</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Conducting a National, Longitudinal Examination of Dual-Role Caregiving and Developing Reusable Analytical Tools to Facilitate Research using CLSA Data</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Li</surname><given-names initials="W">Wenshan</given-names></name><xref ref-type="aff" rid="affil-1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Okamoto</surname><given-names initials="R">Reikol</given-names></name><xref ref-type="aff" rid="affil-2"><sup>2</sup></xref></contrib>
<aff id="affil-1"><label>1</label><institution>Ottawa Hospital Research Institute, Ottawa, Canada</institution></aff>
<aff id="affil-2"><label>2</label><institution>Bruyère Health Research Institute, Ottawa, Canada</institution></aff>
</contrib-group>
<pub-date date-type="pub" publication-format="electronic"><day></day><month></month><year></year></pub-date>
<pub-date date-type="collection" publication-format="electronic"><year></year></pub-date>
<volume>11</volume>
<issue>5</issue>
<elocation-id>3552</elocation-id>
<permissions>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">
<license-p>This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.</license-p>
</license>
</permissions>
<self-uri xlink:href="https://ijpds.org/article/view/3552">This article is available from the IJPDS website at: https://ijpds.org/article/view/3552</self-uri>
<abstract>
<sec>
<title>Background</title>
<p>Family caregivers experience substantial burden and distress, yet longitudinal evidence is scarce, particularly for individuals concurrently providing and receiving care (“dual-role caregivers”) who may face compounded vulnerability. The Canadian Longitudinal Study on Aging (CLSA) offers a population-based opportunity which we leveraged to conduct a longitudinal study of dual-role caregiving. In parallel, we developed an R package to improve efficiency and transparency of all CLSA-based research.</p>
</sec>
<sec>
<title>Method</title>
<p>We classified CLSA participants at each study cycle as caregivers-only, care-recipients-only, dual-role caregivers, or neither caregiving/care-receiving, and visualized role transitions using a Sankey diagram. We compared socio-demographics, caregiving activities, health measures, and satisfaction with life (SWL) between caregivers-only and dual-role caregivers. The R package contains three core components: 1) harmonization of missing/invalid values across cycles; 2) automated data quality assessments; 3) creation of derived variables (e.g., caregiving/care-receiving flags; composite outcome measures).</p>
</sec>
<sec>
<title>Results</title>
<p>At baseline, 19,551/51,169 participants provided care, of whom 13.9% were dual-role caregivers – this increased to 19.5% by Follow-Up2. Compared with caregivers-only, dual-role caregivers were more often female, had lower income, poorer health, lower SWL, and greater functional impairments. While providing substantial care, dual-role caregivers also required considerable support, including informal and professional personal care (22% and 11%, respectively) and medical care (15% and 30%, respectively). Functional decline at subsequent cycle was more common among dual-role caregivers (14.5%) than caregivers-only (7.5%).</p>
</sec>
<sec>
<title>Discussion</title>
<p>Our study highlights that dual-role caregivers are increasingly prevalent and experience heightened vulnerabilities. The accompanying R package provides a scalable, transparent resource to support future CLSA research.</p>
</sec>
</abstract>
</article-meta>
</front>
</article>