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Identify travel and health factors influencing well-being of the older adults–a case study in China
OBJECTIVE: With the increase in aging populations worldwide, the travel well-being of the elders has gained attention. The objective of this study is to examine the nonlinear relationships between the well-being of the older people in China and factors associated with travel and health. METHOD: Base...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10394637/ https://www.ncbi.nlm.nih.gov/pubmed/37538271 http://dx.doi.org/10.3389/fpubh.2023.1213499 |
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author | Zhu, Yi Zhu, Qian Ma, Yongfeng Chen, Shuyan Meng, Hongcheng Zubair, Muhammad |
author_facet | Zhu, Yi Zhu, Qian Ma, Yongfeng Chen, Shuyan Meng, Hongcheng Zubair, Muhammad |
author_sort | Zhu, Yi |
collection | PubMed |
description | OBJECTIVE: With the increase in aging populations worldwide, the travel well-being of the elders has gained attention. The objective of this study is to examine the nonlinear relationships between the well-being of the older people in China and factors associated with travel and health. METHOD: Based on the data collected in China, combined embedded feature selection and decision tree built by Gini index were utilized to screen for influential factors and to determine the importance of the features selected. Tamhane’s T2 was used to study the differences in the important factors among older people with different levels of travel well-being. RESULTS: This study found that the travel well-being of older adults depends mainly on accessibility to public places, such as schools and medical facilities, and the availability of bus services. Out of expectation, the most important influential factor of travel well-being of older people is the distance from home to high school. This is related to the traditional Chinese concept of education. In addition, it was found that the body mass index is more important than self-perceived health as an influence factor of travel well-being of the elders in China. Social skills are important factors too. CONCLUSION: This study investigated various health-related and travel-related factors and their impacts on the travel well-being of older adults Chinese with the overall goal to improve the quality of life of the elders in China. The findings may provide a theoretical basis for the implementation of various transportation management and urban planning and design -related policies to improve the travel well-being of older adults in China. |
format | Online Article Text |
id | pubmed-10394637 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-103946372023-08-03 Identify travel and health factors influencing well-being of the older adults–a case study in China Zhu, Yi Zhu, Qian Ma, Yongfeng Chen, Shuyan Meng, Hongcheng Zubair, Muhammad Front Public Health Public Health OBJECTIVE: With the increase in aging populations worldwide, the travel well-being of the elders has gained attention. The objective of this study is to examine the nonlinear relationships between the well-being of the older people in China and factors associated with travel and health. METHOD: Based on the data collected in China, combined embedded feature selection and decision tree built by Gini index were utilized to screen for influential factors and to determine the importance of the features selected. Tamhane’s T2 was used to study the differences in the important factors among older people with different levels of travel well-being. RESULTS: This study found that the travel well-being of older adults depends mainly on accessibility to public places, such as schools and medical facilities, and the availability of bus services. Out of expectation, the most important influential factor of travel well-being of older people is the distance from home to high school. This is related to the traditional Chinese concept of education. In addition, it was found that the body mass index is more important than self-perceived health as an influence factor of travel well-being of the elders in China. Social skills are important factors too. CONCLUSION: This study investigated various health-related and travel-related factors and their impacts on the travel well-being of older adults Chinese with the overall goal to improve the quality of life of the elders in China. The findings may provide a theoretical basis for the implementation of various transportation management and urban planning and design -related policies to improve the travel well-being of older adults in China. Frontiers Media S.A. 2023-07-19 /pmc/articles/PMC10394637/ /pubmed/37538271 http://dx.doi.org/10.3389/fpubh.2023.1213499 Text en Copyright © 2023 Zhu, Zhu, Ma, Chen, Meng and Zubair. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Zhu, Yi Zhu, Qian Ma, Yongfeng Chen, Shuyan Meng, Hongcheng Zubair, Muhammad Identify travel and health factors influencing well-being of the older adults–a case study in China |
title | Identify travel and health factors influencing well-being of the older adults–a case study in China |
title_full | Identify travel and health factors influencing well-being of the older adults–a case study in China |
title_fullStr | Identify travel and health factors influencing well-being of the older adults–a case study in China |
title_full_unstemmed | Identify travel and health factors influencing well-being of the older adults–a case study in China |
title_short | Identify travel and health factors influencing well-being of the older adults–a case study in China |
title_sort | identify travel and health factors influencing well-being of the older adults–a case study in china |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10394637/ https://www.ncbi.nlm.nih.gov/pubmed/37538271 http://dx.doi.org/10.3389/fpubh.2023.1213499 |
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