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Benchmarks
Text-to-UMLS on MIMIC-III Radiology n=53+/198 (External val)
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89.4
Precision
SemEHR + SS (transfer)
24.192
41.121
58.05
74.979
May 11, 2022
Precision
Recall
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
Precision
Recall
F1 Score
SemEHR + SS (transfer)
Supervision=Strong, Co...
2022.05
89.4
79.2
84
SemEHR + WS (+ tuning F1)
Supervision=Weak, p=0....
2022.05
89.1
92.5
90.7
SemEHR + rules (tuned)
p=0.0005, l=4, Operati...
2022.05
87.5
92.5
89.9
SemEHR + WS (+ tuning R)
Supervision=Weak, p=0....
2022.05
81.5
100
89.8
SemEHR + WS (in-domain)
Supervision=Weak, Conf...
2022.05
72.9
96.2
82.9
SemEHR + WS (transfer)
Supervision=Weak, Conf...
2022.05
54.4
92.5
68.5
SemEHR
Baseline=true
2022.05
26.7
100
42.2
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