# Pretreatment ultrasound-based deep learning radiomics model for the early prediction of pathologic response to neoadjuvant chemotherapy in breast cancer

> Research article (European Radiology, 2023) · cited 45× · AI/ML

**Wikidata**: [openalex:W4361190218](https://www.wikidata.org/wiki/openalex:W4361190218)  
**Source**: https://4ort.xyz/entity/pretreatment-ultrasound-based-deep-learning-radiomics-model-for-the-early-prediction-of-pathologic-response-to-neoadjuva