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Unveiling Nonlinear Effects of Built Environment on Weekend Urban Vitality Using Interpretable Ensemble Learning: Evidence from Shanghai’s Commercial Functional Zones

Crossref DOI link: https://doi.org/10.1007/s12061-026-09854-8

Published Online: 2026-03-28

Published Print: 2026-06

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Wang, Ziqi

Liu, Xiaochang
Funding

Funding for this research was provided by:

National Social Science Fund of China (25CJY130)
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Text and Data Mining valid from 2026-03-28

Version of Record valid from 2026-03-28
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Article History

Received: 15 October 2025

Accepted: 15 March 2026

First Online: 28 March 2026

Declarations

:

: The authors declare no competing interests.

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