Identification of lesion bioactivity in hepatic cystic echinococcosis using a transformer-based fusion model

The Transformer multimodal fusion model integrates clinical features, radiomics features, and both 2D and 3D deep learning features, facilitating accurate differentiation of the biological activity of HCE lesions and exhibiting significant potential for clinical application.