A transformer-based framework integrating longitudinal multimodal medical data from chest radiographs and CT images achieves robust performance in clinical outcome prediction in patients with COVID-19. https://doi.org/10.1148/ryai.240218 @asset25.bsky.social #OHBM2026 #NeuroRad #brain #radiology