Predicting individual treatment response for injection therapy in low back pain using multimodal ML. Integrated MRI, EHR and gait data; deployed to Swiss BiomedIT federated network.

Pairwise ranking and shape-derived biomarkers for multi-pathology spine MRI assessment with Prof. Zisserman’s group.

Thesis: Assessment of cardiac valve motion on time-resolved MRI using deep learning (Siemens Healthineers).

Erasmus semester in Germany. Thesis: ECG-based algorithm for annotation of resuscitation episodes.