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Benchmarks
Text-to-UMLS on Tayside Brain Imaging (NHS Tayside) n=79+/283 (External val)
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75.3
Precision
SemEHR + WS (+ tuning F1)
24.964
38.032
51.1
64.168
May 11, 2022
Precision
Recall
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
Precision
Recall
F1 Score
SemEHR + WS (+ tuning F1)
Supervision=Weak, p=0....
2022.05
75.3
88.6
81.4
SemEHR + SS (transfer)
Supervision=Strong, Co...
2022.05
69
62
65.3
SemEHR + WS (+ tuning R)
Supervision=Weak, p=0....
2022.05
58.1
94.9
72.1
SemEHR + rules (tuned)
p=0.0005, l=4, Operati...
2022.05
56.8
94.9
71.1
SemEHR + WS (transfer)
Supervision=Weak, Conf...
2022.05
56.3
91.1
69.6
SemEHR + WS (in-domain)
Supervision=Weak, Conf...
2022.05
48
92.4
63.2
SemEHR
Baseline=true
2022.05
26.9
94.9
41.9
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