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Table 4 IAA precision, recall and F1 for entities including numbers of true positives (TP), false positives (FP) and false negatives (FN)

From: Text mining brain imaging reports

Type

TP

FP

FN

Precision

Recall

F1

Entities

      

ischaemic stroke

453

9

2

98.05

99.56

98.80

haemorrhagic stroke

264

20

3

92.96

98.88

95.83

stroke (unknown type)

25

0

1

100.00

96.15

98.04

tumour:meningioma

8

0

0

100.00

100.00

100.00

tumour:metastasis

12

0

0

100.00

100.00

100.00

tumour

165

2

1

98.80

99.40

99.10

subdural haematoma

109

32

0

77.30

100.00

87.20

small vessel disease

269

15

7

94.72

97.46

96.07

atrophy

147

14

6

91.30

96.08

93.63

microhaemorrhage

10

0

0

100.00

100.00

100.00

subarachnoid haemorrhage

9

3

1

75.00

90.00

81.82

haemorrhagic transformation

2

2

0

50.00

100.00

66.67

time:old

314

9

7

97.21

97.82

97.52

time:recent

354

0

0

100.00

100.00

100.00

loc:cortical

410

5

2

98.80

99.51

99.15

loc:deep

321

17

22

94.97

93.59

94.27

TOTAL

2872

128

52

95.73

98.22

96.96