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Latent profile analysis was conducted to identify distinct symptom profiles and examine associated sociodemographic, clinical, and lifestyle characteristics.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>A three-profile solution of \u201cMild,\u201d \u201cModerate,\u201d and \u201cSevere\u201d was identified. These profiles differed significantly across sociodemographic characteristics (e.g., age, gender, education, employment, income, and access to technology), clinical factors (self-rated health and chronic conditions), and lifestyle behaviors (physical activity, alcohol use, sleep quality, and social engagement).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Discussion<\/jats:title>\n                    <jats:p>These findings highlight substantial heterogeneity in mental health and cognitive symptom profiles among older adults and underscore the need for targeted, accessible, and person-centered interventions to support their mental and cognitive well-being.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/08982643261452719","type":"journal-article","created":{"date-parts":[[2026,5,14]],"date-time":"2026-05-14T16:02:20Z","timestamp":1778774540000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["A Person-Centered Exploration of Mental and Cognitive Health Risk Profiles in Community-Dwelling Older Adults"],"prefix":"10.1177","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2722-6627","authenticated-orcid":false,"given":"Se Hee","family":"Min","sequence":"first","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Seul Ki","family":"Choi","sequence":"additional","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianghong","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adriana","family":"Perez","sequence":"additional","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chiyoung","family":"Lee","sequence":"additional","affiliation":[{"name":"University of Arizona College of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiyoun","family":"Song","sequence":"additional","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7834-5389","authenticated-orcid":false,"given":"Sue Hyon","family":"Kim","sequence":"additional","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hwayeon Danielle","family":"Shin","sequence":"additional","affiliation":[{"name":"Brigham and Women\u2019s Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dalmacio Dennis","family":"Flores","sequence":"additional","affiliation":[{"name":"University of Pennsylvania School of Nursing"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2026,5,14]]},"reference":[{"issue":"1771","key":"e_1_3_4_2_1","first-page":"19","article-title":"Depression in older people is underdiagnosed","volume":"258","author":"Allan C. 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