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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Xiao-Feng Han

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Oct 2026

SCOPE-Med: Structure-Preserving and Contour-Oriented Pseudo-Label Reconstruction for mixed-domain semi-supervised medical image segmentation.

Mixed-domain semi-supervised medical image segmentation aims to learn segmentation models from a small labeled set in one domain and abundant unlabeled data from multiple unknown domains. Its central challenge is to construct reliable pseudo-supervision under substantial domain shift. Existing methods commonly infer ps...

Wen-Yue Tian, Xiao-Feng Han, Guo-Dong Liu · 0 citations
Open access Aug 2026

Kinase-based molecular subtyping and a prognostic risk model in colorectal cancer with functional validation of PLK4

Background Colorectal cancer (CRC) exhibits marked molecular heterogeneity, yet prognostic tools centered specifically on protein kinases remain scarce. This study aimed to identify kinase-related molecular subtypes of CRC and to develop and validate a kinase-based prognostic risk model integrating clinical and immune...

Chao-Long Shen, Chang-Min Ding, Xiao-Feng Han et al. · 0 citations

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