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Table 4 Precision, Recall and F-score for individual categories across the top eight genes.

From: Identifying the status of genetic lesions in cancer clinical trial documents using machine learning

 

Two-stage classifier

Single-stage classifier

Category

Precision

Recall

F-score

Precision

Recall

F-score

Genetic lesion detected

75.4%

92.0%

82.9%

78.4%

89.4%

83.5%

Genetic lesion not detected

90.2%

78.0%

83.7%

89.4%

78.0%

83.3%

Genetic lesion mentioned

78.5%

60.9%

68.6%

83.5%

55.1%

66.4%

Gene only

66.7%

16.0%

25.8%

60.0%

12.0%

20.0%

Drug

91.0%

90.3%

90.6%

82.0%

95.2%

88.1%

Others

100%

93.8%

96.8%

100%

94.3%

97.1%