Urban forest parks are critical refuges for biodiversity within rapidly urbanizing landscapes. To identify key community drivers, we integrated one-year infrared camera trapping (54 cameras) with vegetation surveys (42 plots) across four parks along an urbanization gradient in northern Zhejiang, China. We recorded 20 wild mammal species from 7 orders and 10 families. Using a multi-scale analytical framework, we performed separate Redundancy Analyses (RDA) at the community-structure, order, and family levels. The results revealed a hierarchy of scale-dependent environmental filters. Vegetation integrity was the strongest filter for overall community structure (23.4% variance explained, p = 0.004), while the urbanization gradient (UG) acted as a significant, independent constraint, showing a strong negative correlation with species richness (r = -0.649, p = 0.002). At finer taxonomic scales, bamboo cover filtered order-level composition (26.3%, p = 0.006), and topography (slope & elevation) drove family-level distribution (22.5% & 9.8%, p = 0.016 & 0.048). The endangered Black Muntjac (Muntiacus crinifrons) was only detected in sites with dense understory, underscoring fine-scale habitat complexity as a critical refugium. Our findings demonstrate that in these resilient, human-tolerant assemblages, biodiversity is filtered through a cascade of processes: local habitat quality sets the primary template, upon which regional urbanization exerts an additional, broad-scale constraint. Consequently, effective conservation requires a two-scale strategy: landscape planning to mitigate the pervasive pressure of the urbanization gradient, and local actions to protect topographic refugia and actively restore vegetation structural complexity. This scale-explicit framework provides a mechanistic basis for managing biodiversity in urbanizing forest ecosystems.
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