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Heart Failure Prediction on Clinical Narratives Heart Failure Prediction (test)
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69.9
F1 Score
GatorTron-3.9B
27.364
38.407
49.45
60.493
Mar 18, 2024
F1 Score
Precision
Recall
AUC
Specificity
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
Precision
Recall
AUC
Specificity
Accuracy
GatorTron-3.9B
Feature encoding=Subword
2024.03
69.9
68.4
71.5
89.6
95.6
92.7
GatorTron-345M
Feature encoding=Subword
2024.03
69.2
71.6
66.9
93
96.5
92.9
BERT
Feature encoding=Subword
2024.03
64.3
63.1
65.6
89
94.9
91.4
T-LSTM
Feature encoding=Sequence
2024.03
62.2
65
59.6
90.7
95.7
91.4
SVMs
Feature encoding=One-hot
2024.03
30.2
37.6
25.2
75.6
94.4
86.3
XGB
Feature encoding=One-hot
2024.03
29
59.2
19.2
82.5
98.2
88.9
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