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Sepsis Prediction on MIMIC-IV and eICU v2.2 (5-fold CV)
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95.6
AUC
Our Full Method
77.4
82.125
86.85
91.575
Mar 6, 2026
AUC
Accuracy
F1 Score
Precision
Recall
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
Accuracy
F1 Score
Precision
Recall
Our Full Method
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2026.03
95.6
93.2
92.7
94.1
91.4
Temporal FL
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2026.03
90.1
87.4
86.8
88.2
85.4
Knowledge-Enhanced FL
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2026.03
88.2
85.1
84.3
85.7
82.9
Standard FL
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2026.03
84.8
82.3
81.6
83.1
80.2
Centralized LSTM
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2026.03
78.1
76.2
75.4
76.8
74.1
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