Multimodal AI Methods for Predicting Pathologic Complete Response in Breast Cancer.
A novel multimodal deep learning approach that combines pre-treatment dynamic contrast-enhanced MRI and clinical data for predicting pCR before chemotherapy, and is the first to integrate attention-based multiple instance learning technique for slice aggregation and a self-supervised contrastive objective to align imag...