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Paul Scherrer Institute

Rank #136 · 7 unique linked submissions.

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Poster Poster Program
4D Particle Radiotherapy: A Systematic Review

Motion-related effects remain a critical source of uncertainty in proton and carbon ion therapy. Sharp dose gradients, combined with the inherent sensitivity of the particle range, make dose delivery particularly susceptible to temporal variations. This syste...

Ye Zhang, PhDKatarzyna Czerska
Therapy Physics
Paper Proffered Program
Uncertainty Quantification In Neural Network-Based Proton Pencil Beam Dose Prediction

Deep learning-based dose prediction has emerged as a transformative approach for rapid radiotherapy planning. However, these models typically operate as "black boxes," providing only deterministic predictions without quantifying output reliability. This lack...

Ye Zhang, PhDAntony John Lomax, PhDMuheng LiAnlin Yan
Therapy Physics