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• Demand resilience of urban bike-sharing stations varies by land-use factors. • XGBoost-SHAP predicts demand and quantifies land-use impacts under extreme weather. • Higher street density and downtown proximity enhance demand stability. • Recreational and commercial POIs significantly affect demand resilience in Summer. • Connectivity to public transit significantly stabilizes demand in winter weather.
Zhu et al. (Tue,) studied this question.