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Table 8 Global de-identification metrics for LSTM-LSTM-CRF, Conv-LSTM-CRF, spaCy and the model retrieved from MEDDOCAN

From: De-identifying Spanish medical texts - named entity recognition applied to radiology reports

 

Validation set

Test set

MEDDOCAN

 

Precision

Recall

F1

Precision

Recall

F1

Precision

Recall

F1

LSTM-LSTM with EMA

99.66

99.29

99.48

99.08

97.18

98.10

98.09

69.18

81.13

Conv-LSTM-CRF with EMA

99.58

99.42

99.50

98.18

97.43

97.80

97.11

67.10

79.36

spaCy

99.28

94.15

96.64

95.69

91.18

93.38

84.96

61.69

71.48

MEDDOCAN model

87.89

42.66

57.44

80.31

26.54

38.89

96.70*

95.30*

96.60*

  1. (*)Results extracted from the original publication [30]