# Preoperative Non-Invasive Prediction of Breast Cancer Molecular Subtypes With a Deep Convolutional Neural Network on Ultrasound Images

> Research article (Frontiers in Oncology, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4285727602](https://www.wikidata.org/wiki/openalex:W4285727602)  
**Source**: https://4ort.xyz/entity/preoperative-non-invasive-prediction-of-breast-cancer-molecular-subtypes-with-a-deep-convolutional-neural-network-on-ult