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Table 5 Overall feature extraction performance(unit: %)

From: Construction of a knowledge graph for breast cancer diagnosis based on Chinese electronic medical records: development and usability study

Model

Precision

Recall

F1

HMM

93.42

94.91

94.17

CRF

97.00

95.84

96.42

BiLSTM-CRF

96.71

97.20

96.96

BiLSTM-Highway-CRF

97.16

98.06

97.61