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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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Lei Liu

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Review Open access Aug 2026

Echocardiography-based multimodal models for thromboembolic risk prediction in atrial fibrillation: a narrative review

Background and Objective The congestive heart failure, hypertension, age ≥75 years, diabetes, stroke, vascular disease, age 65–74 years, sex category (CHA2DS2-VASc) score is fundamental for assessing thromboembolic risk in atrial fibrillation (AF). However, its limitations arise from relying solely on clinical paramete...

Lei Liu, Ai-Yue Chen, Lin-Qi Liu et al. · 0 citations

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