Prediction of molecular subtypes of breast cancer using BI-RADS features based on a "white box" machine learning approach in a multi-modal imaging setting.

•Imaging, swarm intelligence, and machine learning can predict breast cancer subtype.•Our approach can facilitate better decision-making regarding treatment.•Our approach can be easily repeated and used across multiple institutions.