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了解印度的健康老龄化:多元回归树的见解

Understanding healthy ageing in India: insights from multivariate regression trees.

作者信息

Das Ayushi, Dhillon Preeti

机构信息

International Institute for Population Sciences Deonar, Mumbai, 400088, India.

Department of Survey Research and Data Analytics, International Institute for Population Sciences Deonar, Deonar, Mumbai, 400088, India.

出版信息

Aging Clin Exp Res. 2024 Aug 1;36(1):158. doi: 10.1007/s40520-024-02815-6.

Abstract

BACKGROUND

Population ageing represents a significant global challenge, particularly pronounced in countries like India.

AIMS

This study aims to explore how factors such as socio-economic status, behaviour, and health influence healthy ageing across the Indian older population.

METHODS

In this study, we utilized the Longitudinal Ageing Study in India - wave 1 dataset for analysis purposes. Scores were generated for five dimensions of healthy aging, including physical, functional, mental, cognitive, and social aspects and these scores were treated as the target variables. Multivariate Regression Trees analysis was employed to identify the behavioural and socio-demographic factors associated with each dimension of healthy ageing.

RESULTS

Years of education emerge as crucial across all dimensions, positively impacting cognitive health and mitigating age-related decline in healthy ageing. Marital status, engagement in household activities, spiritual practices, and living arrangements impacts the scores of different aspects of healthy ageing. Gender disparities in healthy aging are noticeable in the 60-74 age group, with women generally having lower scores. Safety of the living environment is a crucial determinant of the mental health of the elderly across all age groups.These findings highlight the complex interplay of factors in healthy ageing outcomes.

CONCLUSION

Our study emphasizes the pivotal role of education in fostering healthy ageing in India. Factors such as environmental safety and social participation also influence well-being. Targeted interventions addressing education, gender equality, safety, and healthcare access are vital for enhancing the ageing experience and overall well-being of older adults.

摘要

背景

人口老龄化是一项重大的全球挑战,在印度等国家尤为明显。

目的

本研究旨在探讨社会经济地位、行为和健康等因素如何影响印度老年人口的健康老龄化。

方法

在本研究中,我们利用印度纵向老龄化研究——第一轮数据集进行分析。为健康老龄化的五个维度生成了分数,包括身体、功能、心理、认知和社会方面,这些分数被视为目标变量。采用多元回归树分析来确定与健康老龄化各维度相关的行为和社会人口因素。

结果

受教育年限在所有维度上都至关重要,对认知健康有积极影响,并减轻健康老龄化过程中与年龄相关的衰退。婚姻状况、参与家庭活动、精神修行和生活安排会影响健康老龄化不同方面的分数。在60 - 74岁年龄组中,健康老龄化方面的性别差异明显,女性得分普遍较低。生活环境的安全性是所有年龄组老年人心理健康的关键决定因素。这些发现凸显了健康老龄化结果中各因素的复杂相互作用。

结论

我们的研究强调了教育在促进印度健康老龄化方面的关键作用。环境安全和社会参与等因素也会影响幸福感。针对教育、性别平等、安全和医疗保健可及性的有针对性干预措施对于改善老年人的老龄化体验和整体幸福感至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d24/11294380/52d477d710d9/40520_2024_2815_Fig1_HTML.jpg

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