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Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis

Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis

Li et al [22] incorporated 10 simulated sites from a tertiary hospital in Singapore by implementing a scoring-based system (the Fed Score model) to facilitate cross-institutional collaborations to predict mortality within 30 days after ED visits. Similarly, FL models outperformed CML in predicting the mortality of hospitalized patients with COVID-19 and pulmonary thromboendarterectomy using a real-world dataset [26,27].

Nurfaidah Tahir, Chau-Ren Jung, Shin-Da Lee, Nur Azizah, Wen-Chao Ho, Tsai-Chung Li

J Med Internet Res 2025;27:e65708