3 papers
physics.med-ph2024
Ionization detail parameters and cluster dose: A mathematical model for selection of nanodosimetric quantities for use in treatment planning in charged particle radiotherapy
Bruce Faddegon, Eleanor A. Blakely, Lucas Burigo +9
Objective: To propose a mathematical model for applying Ionization Detail (ID), the detailed spatial distribution of ionization along a particle track, to proton and ion beam radio…
physics.med-ph2023
BayesDose: Comprehensive proton dose prediction with model uncertainty using Bayesian LSTMs
Luke Voss, Ahmad Neishabouri, Tim Ortkamp +2
We propose the BayesDose-Framework, a Bayesian approach for fast and accurate dose prediction in proton therapy. Our framework is based on a previously published deterministic LSTM…
physics.med-ph2020
Analytical probabilistic modeling of dose-volume histograms
Niklas Wahl, Philipp Hennig, Hans-Peter Wieser +1
Radiotherapy is sensitive to executional and preparational uncertainties that propagate to uncertainty in dose and plan quality indicators like dose-volume histograms (DVHs). Curre…