Clinical Pathway
Missed before surgery
Understanding the clinical characteristics behind unplanned sarcoma excisions and identifying opportunities for earlier recognition.
Clinical Pathway
Understanding the clinical characteristics behind unplanned sarcoma excisions and identifying opportunities for earlier recognition.
Imaging Foundation
Learning tumor representations designed to remain reliable across hospitals, scanners and heterogeneous acquisition protocols.
Diagnostic AI
Combining MRI with molecularly anchored ground truth for clinically meaningful diagnostic modelling.
Digital Pathology
Investigating clinically meaningful representations from whole-slide pathology images of rare soft-tissue tumors.
Multimodal AI
Learning unified patient representations from imaging, pathology, molecular biomarkers and structured clinical information.
Clinical Translation
Building calibrated and explainable systems that communicate uncertainty and identify cases requiring specialist review.
The research program