Machine learning and deep learning methods for imaging analysis, outcome prediction, and clinical decision support.

Personalised cardiovascular digital twins designed to explore mechanisms and support patient-specific decision making.

Radiotherapy outcome studies focused on interpretable imaging, radiobiology, and clinically useful prediction.