ERBB2 and neoplasm: Prediction model 11, composed of 18F-FDG PET–based radiomic features (Geary’s C measure and long-run low gray-level emphasis) and biological tumor markers (HER2 and CD44), was the preferred prediction model as it showed the highest observed level of overall performance and discrimination.