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Sep 2026

Preliminary Study of the Added Value of T1 Mapping in Multiparametric MRI Radiomics for Noninvasive Prediction of Biomarkers and Pathological Features in Breast Cancer.

RATIONALE AND OBJECTIVES This study presents a preliminary effort to quantify the value of T1 mapping by comparing radiomics models from conventional multiparametric magnetic resonance imaging (mpMRI) with and without T1 mapping to improve noninvasive breast cancer biological assessment. MATERIALS AND METHODS All enr...

Chun Lian, Yan-Jin He, Jian-Le Liang et al. · 0 citations
Open access Sep 2026

A fully automated deep learning pipeline system for carotid plaque segmentation and vulnerability classification on multi-contrast MRI: a multicenter study

Carotid vulnerable plaque rupture is a major cause of ischemic stroke. However, accurate identification of high-risk plaques using medical images heavily relies on radiologists’ expertise. This study aimed to develop an artificial intelligence (AI) system for automated segmentation and classification of carotid p...

Qun Gai, Yue Zhang, Jin-Xu Liu et al. · 0 citations

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