Novel graph-based centralized and decentralized approaches for early AKI prediction

Abstract Acute kidney injury (AKI) is a life-threatening problem for hospitalized patients, and early detection is crucial to reduce severe outcomes. Traditional predictive methods lack in monitoring complex physiological patterns and ensuring data privacy in decentralized healthcare settings. The s...

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Номзүйн дэлгэрэнгүй

Үндсэн зохиолчид:	V. S. Suresh Kumar, R. Devi Priya, M. Vijayakumar
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	Nature Portfolio 2025-12-01
Цуврал:	Scientific Reports
Нөхцлүүд:	Acute kidney injury Graph attention network Decentralized learning Gossip learning Physiological time-series Predictive modeling
Онлайн хандалт:	https://doi.org/10.1038/s41598-025-31211-x
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!