A 2025 study by Zhiling Wang in Nature Scientific Reports explains how deep learning and CNN models with attention mechanisms elevate public sports service quality. It shows that improved facilities and responsive management directly raise resident satisfaction with their fitness environment, offering a compelling example of AI integration in public service management.