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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

Author

Anna Węgrzyn-Witek

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2 papers indexed here

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Open access Oct 2026

Comparison of AI-assisted ECG and clinical risk scores in selecting individuals with type 2 diabetes for screening for asymptomatic heart failure

Early identification of stage B heart failure (SBHF) in individuals with type 2 diabetes mellitus (T2DM) may allow timely initiation of cardioprotective therapies and help prevent progression to symptomatic heart failure. However, cardiovascular risk in T2DM is heterogeneous, and a selection process for echocardi...

A. Węgrzyn-Witek, C. Soh, W. Kosmala et al. · 0 citations
Open access Sep 2026

Strain imaging in heart failure: from early detection to prognostic assessment

In conclusion, strain imaging has expanded from a specialized technique to a part of contemporary HF evaluation by capturing myocardial mechanics, which enables early detection, precise phenotyping, robust risk stratification, and timely therapy monitoring.

W. Kosmala, A. Węgrzyn-Witek · 0 citations

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