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Abstract Efficient management and optimal allocation of urban public sports facilities represents a critical challenge in modernizing public sports service governance. Current approaches to facility utilization assessment predominantly depend on manual counting and questionnaire surveys, which are constrained by low efficiency, limited coverage, and poor real-time responsiveness.
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