Development and internal-external validation of statistical and machine learning models for breast cancer prognostication: cohort study.

In women with breast cancer of any stage, using the predictors available in this dataset, regression based methods had better and more consistent performance compared with machine learning approaches and may be worthy of further evaluation for potential clinical use, such as for stratified follow-up.