{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T09:04:32Z","timestamp":1790240672697,"version":"4.1.0"},"reference-count":48,"publisher":"Wiley","license":[{"start":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T00:00:00Z","timestamp":1790208000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T00:00:00Z","timestamp":1790208000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Journal of Advanced Nursing"],"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Aim<\/jats:title>\n                    <jats:p>To identify latent profiles of unmet home\u2010 and community\u2010based service needs among Chinese older adults and to develop an interpretable machine learning model to support person\u2010centered care.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design<\/jats:title>\n                    <jats:p>Cross\u2010sectional, multisite study.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>We recruited 487 community\u2010dwelling adults aged 60\u2009years and older from multiple provinces. Nineteen home\u2010 and community\u2010based service items across health services, social services and family caregiver support domains were assessed. A descriptive Jaccard network summarized co\u2010occurrence across services, latent class analysis identified subgroups with distinct patterns of unmet need, and TabNet classified participants into the combined higher\u2010unmet\u2010need group using eight selected demographic and health variables.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Pairwise co\u2010occurrence among unmet service needs was widespread. Three latent class profiles were identified: Generally Met (69.6%), Healthcare\u2010focused Unmet Needs (24.9%) and Extensive Unmet Needs (5.5%). TabNet showed moderate discrimination in the internal cross\u2010validation analysis (AUC 0.767, 95% CI 0.720\u20130.808).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Latent profiles of unmet service needs were distinct. The interpretable eight\u2010variable TabNet model may support first\u2010stage community nursing screening by prioritizing older adults for subsequent professional assessment. External validation is required before routine implementation.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Implications for the Profession and\/or Patient Care<\/jats:title>\n                    <jats:p>The model may help nursing teams prioritize older adults for follow\u2010up assessment; referral and care coordination should be determined through professional assessment and shared decision\u2010making.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Impact<\/jats:title>\n                    <jats:p>The study addressed unmet service needs among older adults and may inform resource allocation and person\u2010centered care planning in community\u2010based care.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Reporting Method<\/jats:title>\n                    <jats:p>TRIPOD+AI statement.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Patient or Public Contribution<\/jats:title>\n                    <jats:p>No patient or public contribution.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/jan.70760","type":"journal-article","created":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T08:25:49Z","timestamp":1790238349000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["AI\u2010Enabled Person\u2010Centered Care for Unmet Home\u2010 and Community\u2010Based Service Needs Among Chinese Older Adults: Latent Profiles and Risk Prediction"],"prefix":"10.1111","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-8230-6589","authenticated-orcid":false,"given":"Yushan","family":"Yu","sequence":"first","affiliation":[{"name":"Department of Health Services and Management, School of Medical Humanities and Management Wenzhou Medical University  Wenzhou 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