2026. Explainable Risk Stratification of Polypharmacy-Related Adverse Outcomes in the Elderly via Temporal Feature Engineering and Rule-Augmented Gradient Boosting. Journal of Global Engineering Review. 4, 1 (Apr. 2026). DOI:https://doi.org/10.66372/.