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Table 6 Results of KoBERT-NER on non-radiology notes

From: De-identification of clinical notes with pseudo-labeling using regular expression rules and pre-trained BERT

Training level

Large 1 (32,000)

Large 2 (31,884)

Precision

Recall

F1 Score

Precision

Recall

F1 Score

DAT

0.52

1.00

0.69

0.52

1.00

0.69

PER

0.93

0.55

0.68

1.00

0.93

0.96

ORG

0.57

1.00

0.73

1.00

1.00

1.00

NUM

0.0

0.0

0.0

1.00

1.00

1.00

LOC

1.00

1.00

1.00

1.00

1.00

1.00

ETC

1.00

0.37

0.63

0.95

0.95

0.95

Total

0.78

0.56

0.62

0.91

0.96

0.93