Enhanced differentiation of breast lesions through integration of microvascular flow imaging and machine learning algorithms

IntroductionBreast cancer diagnosis relies on imaging, yet conventional Doppler ultrasound possesses limitations in visualizing tumor microvasculature. This study aimed to compare Microvascular Flow imaging (MV-Flow) with Color Doppler Flow Imaging (CDFI) and evaluate a machine learning (ML) framewo...

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Prif Awduron:	Fangfang Zhou, Wanling Lin, Jiqin Yao, Xiaoxi Lu, Lifang Yu
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	Frontiers Media S.A. 2026-06-01
Cyfres:	Frontiers in Oncology
Pynciau:	blood flow grading breast tumor machine learning model microvascular flow imaging (MV-Flow) vascular index
Mynediad Ar-lein:	https://www.frontiersin.org/articles/10.3389/fonc.2026.1827050/full
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