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Exploring the nonlinear effects of greenery on active travel among the ageing population

Wang, R; Zhang, J; Liu, D; Yao, Y; Cao, M; (2025) Exploring the nonlinear effects of greenery on active travel among the ageing population. Journal of Transport Geography , 127 , Article 104299. 10.1016/j.jtrangeo.2025.104299.

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Abstract

This paper examines the nonlinear influences of the quantity and quality of street-level greenery on active travel among older adults. The active travel information was obtained from the Study on Global Ageing and Adult Health conducted in Shanghai, China. Street-level greenery was assessed based on street view data and a deep learning approach, namely street view greenery quantity (SVG-quantity) and quality (SVG-quality). Gradient boosting decision tree models and SHapley Additive exPlanations were applied. The results showed that SVG-quantity had a positive and nonlinear link with active travel. However, SVG-quality was positively correlated to the propensity for active travel, but the association became inverse when SVG-quality exceeded a specific cut-off point. SVG-quality also had a nonlinear and positive association with the duration of active travel. This research demonstrates the importance of improving the provision of street-level greenery in urban areas, which is crucial for facilitating active lifestyles among the ageing population.

Type: Article
Title: Exploring the nonlinear effects of greenery on active travel among the ageing population
DOI: 10.1016/j.jtrangeo.2025.104299
Publisher version: https://doi.org/10.1016/j.jtrangeo.2025.104299
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: Social Sciences, Science & Technology, Technology, Economics, Geography, Transportation, Business & Economics, Street-level greenery, Active travel, Older adults, Nonlinear effects, Street view data, BUILT ENVIRONMENT, PHYSICAL-ACTIVITY, OLDER-ADULTS, MODE CHOICE, WALKING, HEALTH, DETERMINANTS, ASSOCIATIONS, LANDSCAPE, BENEFITS
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment > Bartlett School Env, Energy and Resources
URI: https://discovery.ucl.ac.uk/id/eprint/10212532
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