Physics audited and uncertainty aware surrogate modeling for reactive nitrate transport in groundwater

up to 0.997 with mass balance errors typically below 0.5%. Epistemic uncertainty remains small relative to aleatoric variability, which is concentrated along reactive transition zones. The presented framework is a reliable and computationally efficient tool for scenario analysis and risk-informed groundwater quality management in nitrate-impacted aquifers.