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Answer-level improvements in multimodal VQA don't guarantee trustworthy clinical reasoning, revealing critical gaps in current evaluation practices.
Diffusion models can generate synthetic cardiac MRIs that balance image quality, downstream task performance, and patient privacy better than flow-based alternatives, offering a promising route to data augmentation in medical imaging.
