Improving Hospital Risk Prediction with Knowledge-Augmented Multimodal EHR Modeling. - Rituparna Datta; Jiaming Cui; Zihan Guan 001; Vishal G. Reddy; Joshua C. Eby; Gregory Madden; Rupesh Silwal; Anil Vullikanti (CoRR, 2025)