However, Cox-PH models provide interpretability through partial hazard ratios: Our clinical models aligned with existing literature, with higher DCIS grade, COX-2 score, and HER2 expression contributing to high-risk classification, while younger age indicated lower risk.10 Here, ERBB2 is linked to ductal breast carcinoma in situ.