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Liu K, Liao C. Examining the importance of neighborhood natural, and built environment factors in predicting older adults' mental well-being: An XGBoost-SHAP approach. ENVIRONMENTAL RESEARCH 2024; 262:119929. [PMID: 39251179 DOI: 10.1016/j.envres.2024.119929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 09/01/2024] [Accepted: 09/03/2024] [Indexed: 09/11/2024]
Abstract
BACKGROUND Previous studies have shown that urban neighborhood environmental factors significantly influence the health outcomes of urban older adults. However, most cross-sectional studies exploring the health effects of these factors have failed to quantify the relative importance of each factor. METHODS We use XGBoost machine learning techniques and SHAPley Additive Interpretation (SHAP) to rank the importance of urban neighborhood environmental factors in shaping the mental health of urban older adults. To address self-selection bias in housing choice, we distinguish older adults living in private housing from those living in public as residents in private housing have more freedom to choose where to live. RESULTS The results show that both natural and built environmental factors in urban neighborhoods are important predictors of mental well-being scores. Five natural environmental factors (blue space, perceived greenery quantity, NDVI, street view greenness, aesthetic quality) and three built environmental factors (physical activity facilities quality, physical activity facilities quantity, neighborhood disorder) had considerable predictive power for mental well-being scores in two groups. Among them, blue space, perceived greenery quantity and street view greenness quantity became less important after controlling for self-selection bias, possibly because of the unequal distribution of quantity and quality, and the performance of neighborhood disorder, aesthetic quality and physical activity facilities quality was more sensitive in public housing. CONCLUSIONS These results highlight the nuanced and differential effects of neighborhood environmental exposures on mental well-being outcomes, depending on housing preferences. The results of this study can provide support for decision makers in urban planning, landscape design and environmental management in order to improve the mental well-being status of urban older adults.
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Affiliation(s)
- Kaijun Liu
- Institute of Chengdu-Chongqing Economic Zone Development, Chongqing Technology and Business University, Chongqing, 400067, China.
| | - Changni Liao
- Chongqing Nursing Vocational College, Chongqing, 402760, China
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Pan Z, Liu Y, Liu Y, Huo Z, Han W. Age-friendly neighbourhood environment, functional abilities and life satisfaction: A longitudinal analysis of older adults in urban China. Soc Sci Med 2024; 340:116403. [PMID: 37989046 DOI: 10.1016/j.socscimed.2023.116403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 10/02/2023] [Accepted: 11/06/2023] [Indexed: 11/23/2023]
Abstract
The construction of age-friendly neighbourhoods is a priority for practice and policy to promote active ageing and increase life satisfaction for older adults. However, there has been a paucity of longitudinal evidence on the interaction effects of age-friendly neighbourhood environment and functional abilities on life satisfaction among older adults in urban China. This study makes the first attempt to examine the effect of person-environment fit on life satisfaction by the accumulative effects of age-friendliness of the baseline neighbourhood environment (measured within the WHO Age-Friendly City framework) on functional abilities and life satisfaction trajectories and the long-term effects of functioning changes on life satisfaction, drawing from four waves of longitudinal data from the China Health and Retirement Longitudinal Study (CHARLS) and latent growth curve modelling. Results indicated that the age-friendliness of transportation was positively associated with functional abilities, and housing was the primary factor that shaped life satisfaction at the baseline. Better maintenance of functional abilities could promote life satisfaction over time. For older adults living in recently built neighbourhoods, social environment factors such as associations and facilities for social participation were more important in functional abilities, and communication and information were more important in life satisfaction. For those living in neighbourhoods built before 2000, physical environment factors such as transportation were essential in functional abilities, and housing was more essential in life satisfaction; health-related facilities and services at baseline exerted a cumulative effect on maintaining functional abilities in the long run. Our findings inform policymakers about how to effectively allocate public resources to enhance older adults' life satisfaction in the Chinese urban context.
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Affiliation(s)
- Zhuolin Pan
- School of Geography and Planning, Sun Yat-Sen University, Guangzhou, China; Guangdong Key Laboratory for Urbanization and Geo-Simulation, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Engineering Research Center for Public Security and Disaster, Guangzhou, China.
| | - Yuqi Liu
- Department of Urban Planning, School of Architecture, South China University of Technology, Guangzhou, China.
| | - Ye Liu
- School of Geography and Planning, Sun Yat-Sen University, Guangzhou, China; Guangdong Key Laboratory for Urbanization and Geo-Simulation, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Engineering Research Center for Public Security and Disaster, Guangzhou, China.
| | - Ziwen Huo
- Guangzhou Urban Planning & Design Survey Research Institute, Guangzhou, China.
| | - Wenchao Han
- Guangzhou Urban Planning & Design Survey Research Institute, Guangzhou, China.
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Sui Y, Ettema D, Helbich M. Changes in neighborhood physical and social environments matter for change in mental health: Longitudinal evidence from Dutch panel data. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2023; 337:122540. [PMID: 37709125 DOI: 10.1016/j.envpol.2023.122540] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 08/21/2023] [Accepted: 09/10/2023] [Indexed: 09/16/2023]
Abstract
Numerous neighborhood environments have been recognized to affect mental health, but only a few longitudinal studies investigated these associations jointly and whether different population groups are affected differently. We used three-wave panel data of 2699 adults between 2010 and 2016 in the Netherlands to assess the associations between changes in neighborhood physical and social environments and mental health changes. Further, we assessed possible effect modification of gender and income. Mental health was measured using the Mental Health Inventory. Time-varying exposure to green space, blue space, population density, air pollution, socioeconomic deprivation, and social fragmentation were assigned based on individuals' neighborhood histories. Fixed-effect regressions were conducted to assess within-person associations between single and multiple exposures on mental health for the entire sample and stratified by gender and income. Our single-exposure models showed that increases in blue space were significantly associated with mental health improvements, while increases in fine particulate matter (PM2.5) resulted in declines in mental health. These associations were not attenuated in the multi-exposure model. We observed no significant associations for the remaining environments. Stratification analyses showed that females' mental health further declined as PM2.5 concentrations increased compared to males. Increasing levels of socioeconomic deprivation were associated with further declines in mental health among the less well-off compared with higher-income earners. Our longitudinal findings suggested that neighborhood physical and social environment changes were associated with mental health changes. Future research is required to establish the underlying pathways.
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Affiliation(s)
- Yuwen Sui
- Department of Human Geography and Spatial Planning, Faculty of Geosciences, Utrecht University, Utrecht, 3584 CB, the Netherlands.
| | - Dick Ettema
- Department of Human Geography and Spatial Planning, Faculty of Geosciences, Utrecht University, Utrecht, 3584 CB, the Netherlands
| | - Marco Helbich
- Department of Human Geography and Spatial Planning, Faculty of Geosciences, Utrecht University, Utrecht, 3584 CB, the Netherlands
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Vahabi S, Lak A, Panahi N. Driving the determinants of older people's mental health in the context of urban resilience: a scoping review. BMC Geriatr 2023; 23:711. [PMID: 37919669 PMCID: PMC10623797 DOI: 10.1186/s12877-023-04387-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 10/05/2023] [Indexed: 11/04/2023] Open
Abstract
BACKGROUND Population aging is a pervasive phenomenon occurring rapidly worldwide, while sustainable development goals are considered the mental health among older adults. METHODS To investigate the factors affecting mental health, we conducted a scoping review of the 47 papers published between 2015 and 2022 to explore various dimensions affecting older adults' mental health. RESULTS Our finding mirrors four dimensions of creating healthy and sustainable environments for older adults: person, place, processes, and resilience-related health in the living environment. The person dimension includes individual characteristics, attitudes and behaviors, and health status. The place dimension is divided into five categories: land use, access, physical form, public open spaces, and housing, while the process consists of the social, cultural, and economic environments. Resilience-related health dimension emphasizes the impact of natural and man-made disasters on older people's mental health. DISCUSSION These findings can provide policymakers insights into developing community-based environmental intervention strategies to promote mental health among older adults and support healthy and active aging.
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Affiliation(s)
- Sajad Vahabi
- Department of Urban Planning, Faculty of Arts, Tarbiat Modares University, Tehran, Iran
| | - Azadeh Lak
- Department of Urban Planning, Faculty of Arts, Shahid Beheshti University, Tehran, Iran.
| | - Niloofar Panahi
- Department of Urban Planning, Faculty of Arts, Tarbiat Modares University, Tehran, Iran
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Chan OF, Liu Y, Guo Y, Lu S, Chui CHK, Ho HC, Song Y, Cheng W, Chiu RLH, Webster C, Lum TYS. Neighborhood built environments and cognition in later life. Aging Ment Health 2023; 27:466-474. [PMID: 35285762 DOI: 10.1080/13607863.2022.2046697] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
Objectives: Maintaining good cognition is crucial in later life. However, most existing research has focused on individual factors impacting cognition, and few studies have investigated the association between neighborhood built environment and older adults' cognition. This study examined the association between neighborhood built environment and cognition among community-dwelling older adults and identified variations in this association between different age groups in the older population.Methods: Data were derived from a cross-sectional survey of 1873 people aged 65 years and above in Hong Kong. We merged individual data from the survey with neighborhood built environment data based on community auditing and geographical information system. After controlling for individual covariates, we used multivariable linear regression to examine the association between neighborhood built environment and cognition.Results: Residents aged 80 and younger in neighborhoods with a higher land-use mix and more public transport terminals exhibited better cognition. Only the number of community centers in a neighborhood was positively associated with cognition for people older than 80.Conclusion: The built environment creates diverse impacts on different age groups among older adults. Our findings provide useful information for urban planners and policymakers for planning community facilities and built environments that consider the needs of different age groups within the older population.
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Affiliation(s)
- On Fung Chan
- Department of Social Work and Social Administration, The University of Hong Kong, Hong Kong
| | - Yuqi Liu
- Department of Urban Planning, South China University of Technology, Guangzhou, China
| | - Yingqi Guo
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong
| | - Shiyu Lu
- Department of Social and Behavioral Sciences, City University of Hong Kong, Hong Kong
| | - Cheryl Hiu Kwan Chui
- Department of Social Work and Social Administration, The University of Hong Kong, Hong Kong
| | - Hung Chak Ho
- Department of Urban Planning and Design, The University of Hong Kong, Hong Kong
| | - Yimeng Song
- Department of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic University, Hong Kong
| | - Wei Cheng
- Department of Urban Planning and Design, The University of Hong Kong, Hong Kong
| | | | - Chris Webster
- Healthy High Density Cities Lab, The University of Hong Kong, Hong Kong
| | - Terry Yat Sang Lum
- Department of Social Work and Social Administration, The University of Hong Kong, Hong Kong
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Yue Y, Yang D, Owen N, Van Dyck D. The built environment and mental health among older adults in Dalian: The mediating role of perceived environmental attributes. Soc Sci Med 2022; 311:115333. [PMID: 36084518 DOI: 10.1016/j.socscimed.2022.115333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 07/11/2022] [Accepted: 08/26/2022] [Indexed: 11/21/2022]
Abstract
The basic attributes of the urban built environment are an important factor affecting mental health. However, research has rarely distinguished objective and perceived built environment characteristics to explore the associations with older adults' mental health. Based on data of 879 respondents aged 60 or older in Dalian, China, we explored the mediating roles of perceived built environmental attributes in the relationship between objective built environmental characteristics and mental wellbeing by structural equation modelling. Furthermore, to control for residential self-selection, the model was further tested by excluding the participants who self-selected their residences. The results showed that accessibility to daily living service facilities was positively associated with older adults' mental wellbeing through an indirect role of perceived built environmental attributes. The positive direct effect of aggregation of daily living service facilities on mental wellbeing was offset by the negative indirect effects of perceived built environmental attributes. In addition, the street interface density was negatively related to mental wellbeing through indirect effects. The diverse leisure, exercise and landscape facilities, underground parking and presence of elevators within neighborhoods were all positively associated with older adults' mental wellbeing through direct and/or indirect effects. The results were verified after excluding residential self-selection samples. These findings are helpful for evidence-based planning strategies and can provide guidelines on designing neighborhood landscapes and facilities which can further contribute to aging in place policies.
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Affiliation(s)
- Yafei Yue
- Department of Urban Planning, School of Architecture and Fine Art, Dalian University of Technology, Dalian, China; Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium; State Key Laboratory of Green Building in Western China, Xian University of Architecture & Technology, Xian, China.
| | - Dongfeng Yang
- Department of Urban Planning, School of Architecture and Fine Art, Dalian University of Technology, Dalian, China; State Key Laboratory of Green Building in Western China, Xian University of Architecture & Technology, Xian, China
| | - Neville Owen
- Centre for Urban Transitions, Swinburne University of Technology, Hawthorn, Victoria, Australia; Baker Heart & Diabetes Institute, Melbourne, Victoria, Australia
| | - Delfien Van Dyck
- Department of Movement and Sports Sciences, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium
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