Overall, the LASSO-selected features provide a more robust foundation for the subsequent model development, reducing complexity and increasing the focus on features that are most likely to contribute to accurate predictions of HER2 status in breast cancer on Deep Features Extracted from ViT-Small Model Across Total Features (Figure 10). Here, ERBB2 is linked to breast carcinoma.