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Sarcoma AI
Publications

(6)
01
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Why are sarcomas missed before surgery?

01
2026

Clinical Pathway

Missed before surgery

Understanding the clinical characteristics behind unplanned sarcoma excisions and identifying opportunities for earlier recognition.

Clinical ResearchView paper →
02
2026

Imaging Foundation

Robust MRI

Learning tumor representations designed to remain reliable across hospitals, scanners and heterogeneous acquisition protocols.

Medical ImagingView paper →
03
2026

Diagnostic AI

Lipoma vs ALT/WDLPS

Combining MRI with molecularly anchored ground truth for clinically meaningful diagnostic modelling.

Diagnostic AIView paper →
04
2026

Digital Pathology

Sarcoma morphology

Investigating clinically meaningful representations from whole-slide pathology images of rare soft-tissue tumors.

Digital PathologyView paper →
05
2026

Multimodal AI

Multimodal intelligence

Learning unified patient representations from imaging, pathology, molecular biomarkers and structured clinical information.

Multimodal LearningView paper →
06
2026

Clinical Translation

Knowing uncertainty

Building calibrated and explainable systems that communicate uncertainty and identify cases requiring specialist review.

Clinical AIView paper →
01
06
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The research program

From understanding why cases are missed
to building multimodal systems that clinicians can trust.

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