# Toward automatic beam angle selection for pencil‐beam scanning proton liver treatments: A deep learning–based approach

> Research article (Medical Physics, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4225254860](https://www.wikidata.org/wiki/openalex:W4225254860)  
**Source**: https://4ort.xyz/entity/toward-automatic-beam-angle-selection-for-pencilbeam-scanning-proton-liver-treatments-a-deep-learningbased-approach