Legal judgement prediction (LJP) is a crucial part of legal AI. and its goal is to predict the outcome of a case based on the information in the description of criminal facts. This paper proposes a decision prediction method based on causal inference and a multi-expert FTOPJUDGE mechanism. First. https://cariumaes.shop/product-category/gift-card/