Scaling-risk early warning in industrial cooling-water systems: A chemically regularized machine-learning framework using routine water-quality data - Jixuan Guo; Weiyi Yang; Shihan Wu; Xinyue Wei; Ruochun Wang; Ruoxin Ma; Xinyu Wu; Min-ge Tian; Hao Xu (Journal of Water Process Engineering, 2026)