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Benchmarks
Mortality prediction on MIMIC-III
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64.7
F1 Score
SVM
29.652
38.751
47.85
56.949
Jan 31, 2025
F1 Score
AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
AUC
SVM
Embedding=CAAT-EHR
2025.01
64.7
0.628
OvO
Embedding=N/A (Raw Data)
2025.01
63.4
0.645
RF
Embedding=CAAT-EHR
2025.01
60.9
0.59
LSTM
Embedding=CAAT-EHR
2025.01
60.7
0.691
RF
Embedding=N/A (Raw Data)
2025.01
60.7
0.585
TA-RNN
Embedding=CAAT-EHR
2025.01
58.3
0.671
LSTM
Embedding=N/A (Raw Data)
2025.01
53.8
0.623
RF
Embedding=LSTM-AE
2025.01
52.6
0.53
SVM
Embedding=N/A (Raw Data)
2025.01
49.7
0.516
SVM
Embedding=LSTM-AE
2025.01
49.6
0.513
TA-RNN
Embedding=LSTM-AE
2025.01
46.8
0.551
BEHRT
Embedding=N/A (Raw Data)
2025.01
46.8
0.519
TA-RNN
Embedding=N/A (Raw Data)
2025.01
43.3
0.532
LSTM
Embedding=LSTM-AE
2025.01
31
0.501
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