# Comparable Performance of Deep Learning–Based to Manual-Based Tumor Segmentation in KRAS/NRAS/BRAF Mutation Prediction With MR-Based Radiomics in Rectal Cancer

> Research article (Frontiers in Oncology, 2021) · cited 28× · AI/ML

**Wikidata**: [openalex:W3189284821](https://www.wikidata.org/wiki/openalex:W3189284821)  
**Source**: https://4ort.xyz/entity/comparable-performance-of-deep-learningbased-to-manual-based-tumor-segmentation-in-kras-nras-braf-mutation-prediction-wi