# Prediction of radiation pneumonitis with machine learning using 4D-CT based dose-function features

> Research article (Journal of Radiation Research, 2021) · cited 13× · AI/ML

**Wikidata**: [openalex:W3208754963](https://www.wikidata.org/wiki/openalex:W3208754963)  
**Source**: https://4ort.xyz/entity/prediction-of-radiation-pneumonitis-with-machine-learning-using-4d-ct-based-dose-function-features
