Guilin Zhang

Transformer‐Based Multitask Framework Integrating Habitat and Deep Learning for Predicting Early Disease Control and Survival in Immunotherapy‐Treated Hepatocellular Carcinoma

ABSTRACT Hepatocellular carcinoma (HCC) patients show heterogeneous responses to immune checkpoint inhibitors (ICIs). This study developed ECOS‐Net, a transformer‐based multitask network integrating CT‐derived habitat and 2.5‐dimensional (2.5D) deep learning features for simultan...