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Nonlinear Effects of the Built Environment on Light Physical Activity among Older Adults: The Case of Lanzhou, China

16 references·7 citing·36 second hopsampled

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References

2010Travel and the Built Environment5,396 cited
2017Built environmental correlates of older adults’ total physical activity and walking: a systematic review and meta-analysis836 cited
2017The neighbourhood physical environment and active travel in older adults: a systematic review and meta-analysis646 cited
2005Multilevel modelling of built environment characteristics related to neighbourhood walking activity in older adults603 cited
2010Relationship between the physical environment and physical activity in older adults: A systematic review504 cited
2018Applying a random forest method approach to model travel mode choice behavior491 cited
2021To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults462 cited
2018Applying gradient boosting decision trees to examine non-linear effects of the built environment on driving distance in Oslo446 cited
2020Examining non-linear built environment effects on elderly’s walking: A random forest approach352 cited
2019How does the station-area built environment influence Metrorail ridership? Using gradient boosting decision trees to identify non-linear thresholds311 cited
2021Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach250 cited
2019Active travel for active ageing in China: The role of built environment248 cited
2016Elderly travel frequencies and transport mode choices in Greater Rotterdam, the Netherlands

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214 cited

2010Healthy Aging and Where You Live: Community Design Relationships With Physical Activity and Body Weight in Older Americans211 cited

2019Exploring the non-linear associations between spatial attributes and walking distance to transit206 cited

2018Synergistic effects of the built environment and commuting programs on commute mode choice199 cited

Cited by

2023Examining the Nonlinear Effects of Residential and Workplace-built Environments on Active Travel in Short-Distance: A Random Forest Approach30 cited
2023Exploring the Spatial Heterogeneity and Influence Factors of Daily Travel Carbon Emissions in Metropolitan Areas: From the Perspective of the 15-min City25 cited
2024Non-linear effects of children's daily travel distance on their travel mode choice considering different destinations15 cited
2023Examining the Nonlinear and Synergistic Effects of Multidimensional Elements on Commuting Carbon Emissions: A Case Study in Wuhan, China14 cited
2025Revealing Spatial Patterns and Environmental Influences on Jogging Volume and Speed: Insights from Crowd-Sourced GPS Trajectory Data and Random Forest12 cited
2024Exploring the Relationship between Built Environment Attributes and Physical Activity in Lower-Income Aging Adults: Preliminary Insights from a Multi-Level Trial8 cited
2023Car Ownership Behavior Model Considering Nonlinear Impacts of Multi-Scale Built Environment Characteristics8 cited