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Xiaoqun Qin

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Review Open access Aug 2026

From assistance to autonomy: AI agent systems in cardiovascular medicine—a review of paradigms, architectures, and clinical translation

Background Cardiovascular medicine faces persistent implementation gaps driven by workforce shortages, fragmented data systems, and the cognitive burden of complex clinical decision-making—structural constraints that limit the delivery of guideline-directed care. Artificial intelligence (AI) is transitioning from isola...

Ye Chen, Xiaoqun Qin, Shouping Chen · 0 citations

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