What type of study is this?

This is a Quantitative Study study.

September 23, 2025SustainabilityOpen Access

Decoding Multi-Scale Environmental Configurations for Older Adults’ Walkability with Explainable Machine Learning

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Quantitative framework reveals spatial disparities in walkability for older adults' communities, indicating infrastructural needs.

Significant spatial disparities in walkability exist, with over half of the communities failing to meet minimum thresholds.
The study identifies a green space-service mismatch, with newly developed areas having fewer essential facilities.
Variables like safety and traffic flow positively influence walkability, while visual complexity has negative effects.
The findings indicate a clear supply and demand mismatch for older adults’ services in various urban districts.

Su et al. (2025) studied this question.

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