Development and validation of a multimodal model in predicting severe acute pancreatitis based on radiomics and deep learning

Minyue Yin, Jiaxi Lin, Yu Wang, Yuanjun Liu, Rufa Zhang, Wenbin Duan, Zhirun Zhou, Shiqi Zhu, Jingwen Gao, Lu Liu, Xiaolin Liu, Chenqi Gu, Zhou Huang, Xiaodan Xu, Chunfang Xu, Jinzhou Zhu

Abstract: Highlights•A multimodal prediction model based on machine learning is better than single-modality models.•Multimodal fusion helps to integrate complementary information for effective modelling.•Multimodal fusion helps to solve the heterogeneity and high dimensionality of different data.