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Table 2 Activity codes by content analytic text mining approaches

From: Identifying work related injuries: comparison of methods for interrogating text fields

 

Work Activity code

Other Activity code

 

Content Analytic Text Mining Methods

n

%

n

%

Total

Binary classification

     

   'Work SPV Tag'

17,299

80.8

13,894

7.4

31,193

   Not 'Work SPV Tag'

4,120

19.2

172,968

92.6

177,088

Adjusted probability classification

     

   Classified as 'Work Activity'

16,424

76.7

8,699

4.7

25,123

   Classified as 'Other Activity'

4,995

23.3

178,163

95.3

183,158

Total

21,419

100

186,862

100

208,281