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Table 6 IAA precision, recall and F1 for labels including numbers of TPs, FPs and FNs

From: Text mining brain imaging reports

Type

TP

FP

FN

Precision

Recall

F1

Labels

      

Ischaemic stroke, deep, recent

4

0

0

100

100

100

Ischaemic stroke, deep, old

81

4

4

95.29

95.29

95.29

Ischaemic stroke, cortical, recent

13

3

1

81.25

92.86

86.67

Ischaemic stroke, cortical, old

58

6

3

90.62

95.08

92.8

Ischaemic stroke, underspecified

6

6

6

50

50

50

Haemorrhagic stroke, deep, recent

2

1

0

66.67

100

80

Haemorrhagic stroke, deep, old

4

0

0

100

100

100

Haemorrhagic stroke, lobar, recent

4

0

0

100

100

100

Haemorrhagic stroke, lobar, old

3

0

0

100

100

100

Haemorrhagic stroke, underspecified

9

0

1

100

90

94.74

Stroke, underspecified

14

1

1

93.33

93.33

93.33

Tumour, meningioma

4

0

0

100

100

100

Tumour, metastasis

0

0

0

-

-

-

Tumour, glioma

0

0

0

-

-

-

Tumour, other

2

3

1

40

66.67

50

Small vessel disease

158

3

1

98.14

99.37

98.75

Atrophy

119

9

3

92.97

97.54

95.2

Subdural haematoma

6

0

0

100

100

100

Subarachnoid haemorrhage, aneurysmal

0

0

0

-

-

-

Subarachnoid haemorrhage, other

5

2

1

71.43

83.33

76.92

Microbleed, deep

1

1

0

50

100

66.67

Microbleed, lobar

1

0

0

100

100

100

Microbleed, underspecified

0

0

1

NaN

0

NaN

Haemorrhagic transformation

1

1

0

50

100

66.67

TOTAL

495

40

23

92.52

95.56

94.02