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This study identifies patterns of these factors among older adults with physical disability living at home and explores their associations. This cross\u2010sectional study included community\u2010dwelling older adults assessed for Long\u2010term Care Insurance from September 1 to December 31, 2018, in Yiwu, Zhejiang, China. We analyzed deidentified data on sociodemographics, physical disability, chronic conditions, and care plans for 1882 participants using latent class analysis and multinomial logistic regression. Five comorbidity patterns (other sporadic diseases, cancer comorbidity, other sporadic comorbidities, coronary atherosclerotic heart disease, and fracture) and four home health\u2010care service patterns (assistance &amp; facilitation of elimination, bedridden assistance &amp; stoma care, bedside assistance &amp; stoma care, and assistance &amp; tube feeding) were identified. Four disability patterns emerged (bedridden without incontinence, bedridden &amp; with upper limb mobility, off\u2010bed &amp; ADLs limited, and bedridden with incontinence). Complex associations between these patterns were observed. The study highlights the heterogeneity and complexity of the above patterns, emphasizing the importance of person\u2010centered home health\u2010care services and technology\u2010supported care strategies.<\/jats:p>","DOI":"10.1111\/nhs.70014","type":"journal-article","created":{"date-parts":[[2024,12,22]],"date-time":"2024-12-22T22:40:17Z","timestamp":1734907217000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Patterns of Comorbidity, Disability, and Home Health Care Service for Older Adults With Physical Disability: A Latent Class Analysis and Visualized Illustration"],"prefix":"10.1111","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-2473-5876","authenticated-orcid":false,"given":"Zi'an","family":"Yi","sequence":"first","affiliation":[{"name":"School of Nursing Fudan University  Shanghai China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiawei","family":"Li","sequence":"additional","affiliation":[{"name":"School of Nursing Fudan University  Shanghai China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hong","family":"Liang","sequence":"additional","affiliation":[{"name":"School of Social Development and Public Policy Fudan University  Shanghai China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lingying","family":"Cai","sequence":"additional","affiliation":[{"name":"School of Nursing Fudan University  Shanghai China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jingjing","family":"Luo","sequence":"additional","affiliation":[{"name":"Institute of AI and Robotics, Academy for Engineering and Technology Fudan University  Shanghai China"},{"name":"Engineering Research Center of AI &amp; Robotics Ministry of Education  Shanghai China"},{"name":"Jiahua Laboratory  Guangdong China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yan","family":"Liang","sequence":"additional","affiliation":[{"name":"School of Nursing Fudan University  Shanghai China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2024,12,22]]},"reference":[{"key":"e_1_2_14_2_1","doi-asserted-by":"publisher","DOI":"10.3390\/info11020075"},{"key":"e_1_2_14_3_1","doi-asserted-by":"publisher","DOI":"10.2196\/17542"},{"key":"e_1_2_14_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jamda.2011.01.014"},{"key":"e_1_2_14_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.lanwpc.2022.100547"},{"volume-title":"Advances in Intelligent Systems and Computing [Security With Intelligent Computing and Big\u2010Data Services]. 2nd International Conference on Security With Intelligent Computing and Big\u2010Data Services (SICBS)","year":"2018","author":"Chen J. 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