Real-time adaptive proton therapy: An AI-based spatio-temporal mono-energetic dose calculation model (CC-LSTM)

CONCLUSIONS: CC-LSTM can effectively learn the dose estimation task and generalize to unseen patient cases, achieving accuracies comparable to the gold-standard Monte Carlo simulations for highly heterogeneous cases, while maintaining runtimes suitable for incorporation into real-time …