# Preoperative prediction of lymphovascular invasion in patients with T1 breast invasive ductal carcinoma based on radiomics nomogram using grayscale ultrasound

> Research article (Frontiers in Oncology, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4311707353](https://www.wikidata.org/wiki/openalex:W4311707353)  
**Source**: https://4ort.xyz/entity/preoperative-prediction-of-lymphovascular-invasion-in-patients-with-t1-breast-invasive-ductal-carcinoma-based-on-radiomi