The interpretation of SHAP values suggests that the occurrence of other cancers after breast cancer, older age at diagnosis, higher N stage, performance of radiation treatment for curative purposes, and higher Ki-67(%) values are more important in determining the model results. Here, MKI67 is linked to breast carcinoma.