# Deep learning of quantitative ultrasound multi-parametric images at pre-treatment to predict breast cancer response to chemotherapy

> Research article (Scientific Reports, 2022) · cited 42× · AI/ML

**Wikidata**: [openalex:W4211179311](https://www.wikidata.org/wiki/openalex:W4211179311)  
**Source**: https://4ort.xyz/entity/deep-learning-of-quantitative-ultrasound-multi-parametric-images-at-pre-treatment-to-predict-breast-cancer-response-to-c