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中国老年人体育参与强度的多重对应分析

Multiple correspondence analysis on intensity of elderly sports participation in China.

作者信息

Zhu Lanfang, Jiang Suqi, Zhao Chenyang, Feng Yu, Kang Jian

机构信息

College of Physical Education and Health Science, Zhejiang Normal University, Jinhua, 321004, Zhejiang, China.

College of Physical Education, Hunan Normal University, Changsha, Hunan, China.

出版信息

Sci Rep. 2025 Jul 21;15(1):26472. doi: 10.1038/s41598-025-11562-1.

Abstract

The background of aging has increased the demand of adaptability on elderly sports. In order to response to the aging society and achieve sports' health function for elderly participants, this research aim to clarify the elderly sport participants' characters and their potential influencing factors. Caused by too many variables in CHARLS, its cross-sectional nature precludes causal inference. The approach is purely exploratory. We obtained cases of 4982 elderly sports participants from the China Health and Retirement Longitudinal Study (CHARLS). They were divided into 3 clusters by cluster analysis, based on intensity of participation, and then figured out their potential influence by multiple correspondence analysis. Cluster 1 (47%) includes low-intensity participants. They only participate in mild exercise with low frequency. Cluster 2(32%) is non-high-intensity participants. They are deeply involved in moderate and low-intensity exercises with moderate frequency. Cluster 3 (21%) consists of multi-intensity participants. They are engaged in low-intensity, moderate-intensity, and high-intensity sports with high frequency. The intensity indicates that sport is an effective lifestyle for elderly individuals, particularly those who are villagers and not affluent. The urban-rural fringe area is associated with non-high-intensity participants in elderly sports. Additionally, marital statuses "never married" and "separated" are more associated with multi-intensity participants (Cluster 3). Institutionalized older adults living with a spouse show a higher likelihood of participating in high-intensity physical activities.

摘要

老龄化背景增加了老年人体育适应性的需求。为了应对老龄化社会并实现体育对老年参与者的健康功能,本研究旨在阐明老年体育参与者的特征及其潜在影响因素。由于中国健康与养老追踪调查(CHARLS)中的变量过多,其横断面性质排除了因果推断。该方法纯粹是探索性的。我们从中国健康与养老追踪调查(CHARLS)中获取了4982名老年体育参与者的案例。根据参与强度,通过聚类分析将他们分为3类,然后通过多重对应分析找出其潜在影响因素。第1类(47%)包括低强度参与者。他们只以低频率参加轻度运动。第2类(32%)是非高强度参与者。他们深度参与中等强度和低强度运动,频率适中。第3类(21%)由多强度参与者组成。他们高频参与低强度、中等强度和高强度运动。这种强度表明运动是老年人一种有效的生活方式,尤其是那些农村居民和非富裕人群。城乡边缘地区与老年体育中的非高强度参与者相关。此外,“从未结婚”和“分居”的婚姻状况与多强度参与者(第3类)的关联更大。与配偶同住的机构养老老年人参加高强度体育活动的可能性更高。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d415/12280013/86a88315616f/41598_2025_11562_Fig1_HTML.jpg

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