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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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Julius Reima

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Open access Aug 2026

Deep learning-based automated segmentation of neck abscesses on multiparametric MRI.

The T1C-only model was non-inferior to the three-channel fusion model, offering a parsimonious single-sequence alternative that avoids registration-related confounds and yields volumetric and quantitative measurements in good to excellent agreement with manual segmentation.

V. Viertonen, Aapo Sirén, Julius Reima et al. · 0 citations

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