AFP and neoplasm: Figure 3B shows that neoadjuvant radiotherapy, preoperative CA125, tumor size by MRI, and depth of tumor invasion by MRI ranked the top four in terms of importance in our ML model, while CA199 difference, preoperative CA153, initial AFP, and ratio of CA199 difference made little contribution.