Kyoung Hee Han

Dual knowledge-guided data augmentation for robust clinical prediction models

2026 · Scientific Reports

Domain shift poses a critical barrier to adopting medical artificial intelligence (AI) models, a challenge that is particularly acute in data-scarce, single-source domain generalization (SSDG) settings. Conventional data-augmentation techniques, including Mixup and input masking, fail …