# A machine learning-based framework for delivery error prediction in proton pencil beam scanning using irradiation log-files

> Research article (Physica Medica, 2020) · cited 11× · AI/ML

**Wikidata**: [openalex:W3092219541](https://www.wikidata.org/wiki/openalex:W3092219541)  
**Source**: https://4ort.xyz/entity/a-machine-learning-based-framework-for-delivery-error-prediction-in-proton-pencil-beam-scanning-using-irradiation-log-fi