The feature importance of the CatBoost model and the most important features were as follows (in order of importance): response to the first IAT, ICI, maximum tumor size, BCLC grade, local therapy, PLT, PT, INR, CRP, TKI, AST, and Cre. Here, CRP is linked to neoplasm.