For example, in BC, human epidermal growth factor receptor 2 (HER2) scoring AI effectively reduced inter-observer variability in IHC analysis, yet it struggled to generalize to rare subtypes without retraining [7, 35, 52]. Here, ERBB2 is linked to breast cancer.