# Characterizing intra-tumor regions on quantitative ultrasound parametric images to predict breast cancer response to chemotherapy at pre-treatment

> Research article (Scientific Reports, 2021) · cited 23× · AI/ML

**Wikidata**: [openalex:W3186250258](https://www.wikidata.org/wiki/openalex:W3186250258)  
**Source**: https://4ort.xyz/entity/characterizing-intra-tumor-regions-on-quantitative-ultrasound-parametric-images-to-predict-breast-cancer-response-to-che