A privacy-preserving platform oriented medical healthcare and its application in identifying patients with candidemia

A privacy-preserving platform oriented medical healthcare and its application in identifying patients with candidemia

Abstract Federated learning (FL) has emerged as a significant method for developing machine learning models across multiple devices without centralized data collection. Candidemia, a critical but rare disease in ICUs, poses challenges in early detection and treatment. The goal of this study is to de...

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Bibliographic Details
Main Authors: Siyi Yuan, Song Xu, Xiao Lu, Xiangyu Chen, Yao Wang, Renyi Bao, Yunbo Sun, Xiongjian Xiao, Longxiang Su, Yun Long, Linfeng Li, Huaiwu He
Format: Article
Language:English
Published: Nature Portfolio 2024-07-01
Series:Scientific Reports
Subjects:
Federated learning
Candidemia
Privacy-preserving
Predictive modeling
Feature selection
Online Access:https://doi.org/10.1038/s41598-024-66596-8

Internet

https://doi.org/10.1038/s41598-024-66596-8

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