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Sepsis prediction on Multi-center clinical dataset (three tertiary hospitals)
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0.9027
ROC AUC
Centralized end-to-end autoencoder–MLP
0.877948
0.884374
0.8908
0.897226
Jun 3, 2026
ROC AUC
Sensitivity
Specificity
PPV
NPV
F1 Score
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
ROC AUC
Sensitivity
Specificity
PPV
NPV
F1 Score
Accuracy
Centralized end-to-end autoencoder–MLP
Subgroup=Central
2026.06
0.9027
63.15
94.92
83.72
85.18
72
85.64
FedAvg
Subgroup=FedAvg
2026.06
0.8902
56.14
92.75
76.19
83.66
64.64
82.05
KNN+SVM
Subgroup=Baseline
2026.06
0.8789
57.89
94.92
82.5
84.51
68.04
84.1
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