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Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis
Huang et al [20] introduced a community-based FL algorithm, where distributed data were clustered into clinically meaningful communities based on similar diagnoses and geographical locations. Their evaluation showed that the community-based FL predictive performance was not substantially dissimilar from CML in predicting mortality in an ICU setting.
J Med Internet Res 2025;27:e65708
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For example, Huang et al [19] successfully identified the liver-gallbladder dampness-heat syndrome in patients with breast cancer using a dataset based on the prescriptions of TCM clinical practitioners. Zhuo et al [20] effectively differentiated Qi deficiency blood stasis syndrome and phlegm stasis in channels syndrome in patients with stroke through artificial intelligence–assisted retinal feature analysis.
JMIR Med Inform 2025;13:e64725
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