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Table 2 Prevalence of acute ischemic stroke patients identified by each classifier across the EHR and proportion of those patients with T-L criteria

From: Comparative analysis, applications, and interpretation of electronic health record-based stroke phenotyping methods

Case/ Control Combo

LR EHR Prev

RF EHR Prev

AB EHR Prev

GB EHR Prev

EN EHR Prev

LR with AIS codes

RF with AIS codes

AB with AIS codes

GB with AIS codes

EN with AIS codes

SN

0.7

0.7

1.0

1.3

0.7

41.3

32.2

35.6

29.0

26.4

SI

1.1

2.0

1.5

1.7

1.1

40.5

23.0

35.7

29.8

27.1

SC

1.3

1.7

1.5

1.8

1.3

37.7

25.4

37.9

30.8

28.5

SCI

0.2

0.1

0.2

0.3

0.2

83.1

82.6

76.9

72.2

63.5

SR

0.2

0.2

0.3

0.5

0.2

75.4

63.2

68.8

58.2

48.9

TN

0.9

0.8

0.9

1.0

0.9

44.7

28.5

47.2

35.6

22.5

TI

1.6

2.3

1.4

4.7

1.6

43.8

31.4

47.9

21.8

8.10

TC

1.7

2.7

2.0

1.6

1.7

41.4

28.2

39.0

43.1

32.6

TCI

0.1

0.0

0.1

0.1

0.1

94.6

96.1

85.9

95.3

79.0

TR

0.8

0.8

0.8

0.4

0.8

46.1

40.0

44.0

61.4

31.1

CN

1.3

1.3

1.3

1.0

1.3

34.0

17.1

33.5

31.5

21.4

CI

2.0

3.3

1.9

1.9

2.0

37.5

24.2

39.5

39.8

39.9

CC

2.3

3.3

2.2

2.1

2.3

35.6

25.3

37.2

37.1

29.9

CCI

0.0

0.0

0.1

0.0

0.0

97.5

100

50.3

92.8

74.2

CR

1.0

0.9

0.9

0.7

1.0

37.3

35.6

37.7

42.6

29.6

  1. Prev: prevalence. See Supplementary Table 1 for case-control and model abbreviations’ definitions