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Open access Sep 2026

Lessons learned from the multicentre QA program in SBRT for perihilar cholangiocarcinoma: benchmark-case results from the STRONG II trial.

BACKGROUND AND PURPOSE SBRT for unresectable perihilar cholangiocarcinoma (pCCA) is technically challenging, yet delineation and planning guidelines remain limited. Within the STRONG II trial, we implemented a QA program to evaluate protocol compliance and harmonize treatment practices. MATERIALS AND METHODS Six cent...

Suus Y. van Loosbroek, M. Milder, F. Willemssen et al. · 0 citations
Open access Sep 2026

Spatially Aware Acquisition-Independent Deep Learning for IVIM MRI Parameter Estimation in Patients With Esophageal Cancer.

PURPOSE Neural controlled differential equations (NCDEs) recently emerged as a robust deep learning approach for quantitative MRI parameter estimation. NCDEs offer flexibility to changes in acquisition protocols by modeling the signal evolution dynamics. However, NCDE implementations operate on a voxel-by-voxel basis a...

Daan Kuppens, Roman S. Oort, S. Barbieri et al. · 0 citations

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