Status Quo of Mental Health and Influencing Factors Among Older Adults in Different Living Situations: A Random Forest Analysis Based on CHARLS Data.

IF 1.1 4区 医学 Q3 NURSING
Research in Gerontological Nursing Pub Date : 2025-03-01 Epub Date: 2025-01-30 DOI:10.3928/19404921-20250122-02
Meng Yu, Jialin Wang, Ying Xia, Yingying Fan, Qi Tang, Shuping Wang, Qianqian Ren, Yanmin Tao
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引用次数: 0

Abstract

Purpose: To determine the status of depression and its key influencing factors among Chinese older adults in different living situations.

Method: Data of 7,092 older adults were obtained from the China Health and Retirement Longitudinal Survey. This study analyzed key variables influencing depressive symptoms using random forest modeling and logistic regression.

Results: The prevalence of depressive symptoms in older adults is 33.2%, with the highest prevalence of depression in older adults living alone (41.2%). Cognitive functioning and life satisfaction are psychological factors that affect older adults' mental health, whereas self-rated health and child relationship satisfaction are biological and social factors affecting their mental health, respectively. Furthermore, self-rated pain and limitations in activities of daily living were identified as risk factors for their mental health. Key factors affecting older adults' mental health differ between living situations.

Conclusion: Key factors of depressive symptoms in older adults differ across living situations, providing a priority and reference for differential prevention and precise intervention of depressive symptoms to promote a healthy aging process. Results of the current study may help clinicians better understand the pathogenesis of depression in older adults, guide clinical diagnosis and treatment, and develop individualized depression prevention and management strategies. [Research in Gerontological Nursing, 18(2), 91-98.].

不同生活状况老年人心理健康现状及影响因素:基于CHARLS数据的随机森林分析
目的:了解不同生活状况下中国老年人抑郁状况及其主要影响因素。方法:从中国健康与退休纵向调查中获得7092名老年人的数据。本研究使用随机森林模型和逻辑回归分析影响抑郁症状的关键变量。结果:老年人抑郁症状患病率为33.2%,独居老年人抑郁患病率最高(41.2%)。认知功能和生活满意度是影响老年人心理健康的心理因素,而自我评价健康和子女关系满意度分别是影响老年人心理健康的生理和社会因素。此外,自我评估的疼痛和日常生活活动的限制被确定为他们心理健康的危险因素。影响老年人心理健康的关键因素因生活环境而异。结论:不同生活环境下老年人抑郁症状的关键因素存在差异,为区分预防和精准干预抑郁症状,促进健康老龄化进程提供了重点和参考。本研究结果可以帮助临床医生更好地了解老年人抑郁症的发病机制,指导临床诊断和治疗,制定个性化的抑郁症预防和管理策略。[老年护理研究,xx(x), xx-xx.]
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来源期刊
CiteScore
2.30
自引率
6.20%
发文量
44
审稿时长
>12 weeks
期刊介绍: Research in Gerontological Nursing is a forum for disseminating peer-reviewed, interdisciplinary, cutting-edge gerontological nursing research and theory to investigators, educators, academicians, clinicians, and policymakers involved with older adults in all health care settings. The Journal accepts manuscripts reporting research, theory, integrative and systematic reviews, instrument development, and research methods with the aims of improving the wellness and quality of care of the older adult population. Theory papers should advance gerontological knowledge, and integrative reviews should provide an analysis of the state of the science and provide direction for future research.
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