Abstract: In this paper, we introduce a federated learning framework to optimize nurse scheduling and reduce fatigue levels among nurses. The proposed approach leverages decentralized machine learning ...

Background: Endoscopy nurses in China face significant work–family conflicts, where the clash between high work demands and family responsibilities markedly increases the risk of occupational fatigue.