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Table 3 Confusion matrix for classification of statistical alarms recorded by a multi-system syndromic surveillance service in England

From: Machine learning to refine decision making within a syndromic surveillance service

 

Classification

Alert

Monitor

No-action

Decision

NB

Alert

32

22

8

Monitor

42

269

69

No-action

30

469

66,564

TAN

Alert

21

27

14

Monitor

12

227

141

No-action

17

144

66,902

TAN*

Alert

27

24

11

Monitor

22

260

98

No-action

27

293

66,743

Multinet

Alert

11

19

32

Monitor

1

173

206

No-action

1

138

66,924

Multinet*

Alert

24

36

2

Monitor

8

315

57

No-action

17

866

66,180

  1. *Modified approach to account for data asymmetry i.e the predominance of ‘No-Action’ outcomes