# Validation of a deep learning-based material estimation model for Monte Carlo dose calculation in proton therapy

> Research article (Physics in Medicine and Biology, 2022) · cited 26× · AI/ML

**Wikidata**: [openalex:W4297983179](https://www.wikidata.org/wiki/openalex:W4297983179)  
**Source**: https://4ort.xyz/entity/validation-of-a-deep-learning-based-material-estimation-model-for-monte-carlo-dose-calculation-in-proton-therapy