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Table 1 Classification performance using different feature types between Grade 1 and Grade 2, Grade 1 and Grade 3 and Grade 1 and Grade 4 (mean ± std, UNIT: %)

From: Analyzing brain structural differences associated with categories of blood pressure in adults using empirical kernel mapping-based kernel ELM+

 

GMV

WMV

CSFV

Thickness

Area

Grade 1 and Grade 2

ACC

76.73 ± 4.39

73.20 ± 5.13

76.63 ± 6.04

70.52 ± 4.84

75.98 ± 2.18

SEN

78.73 ± 6.43

75.97 ± 6.99

79.56 ± 12.17

58.21 ± 21.23

77.19 ± 5.53

SPC

75.14 ± 13.01

70.75 ± 12.48

73.19 ± 13.99

81.75 ± 20.80

75.03 ± 4.17

PPV

75.58 ± 9.33

71.41 ± 6.66

75.08 ± 9.47

80.88 ± 14.18

74.10 ± 2.02

NPV

79.59 ± 3.29

76.04 ± 6.25

81.33 ± 11.09

69.74 ± 7.51

78.24 ± 4.64

YI

53.88 ± 7.85

46.72 ± 10.51

52.75 ± 11.40

39.96 ± 8.63

52.23 ± 4.55

F1

76.52 ± 3.06

73.20 ± 3.07

76.49 ± 5.49

63.82 ± 11.27

75.45 ± 2.19

Grade 1 and Grade 3

ACC

93.19 ± 4.01

83.70 ± 6.97

80.87 ± 5.97

80.05 ± 5.56

83.69 ± 8.50

SEN

93.14 ± 0.26

78.38 ± 10.62

86.38 ± 8.47

76.76 ± 5.97

83.71 ± 9.89

SPC

93.23 ± 8.16

89.24 ± 10.06

75.33 ± 7.63

83.42 ± 6.72

83.62 ± 7.92

PPV

93.70 ± 7.22

88.64 ± 9.82

77.92 ± 6.37

82.41 ± 6.16

83.66 ± 7.47

NPV

93.11 ± 0.55

80.86 ± 8.59

85.35 ± 9.13

78.16 ± 5.92

83.99 ± 8.97

YI

86.38 ± 8.07

67.62 ± 14.06

61.71 ± 11.87

60.19 ± 11.09

67.33 ± 16.07

F1

93.31 ± 3.65

82.68 ± 7.27

81.80 ± 5.95

79.41 ± 5.38

83.61 ± 8.81

Grade 1 and Grade 4

ACC

95.15 ± 3.98

82.93 ± 4.56

88.24 ± 5.50

86.91 ± 5.43

84.27 ± 3.14

SEN

97.14 ± 3.91

80.76 ± 7.69

88.95 ± 6.45

86.19 ± 5.23

83.52 ± 3.61

SPC

93.14 ± 4.72

85.04 ± 7.13

87.52 ± 6.15

87.71 ± 7.71

85.05 ± 5.53

PPV

93.40 ± 4.73

84.59 ± 5.85

87.84 ± 5.37

87.69 ± 7.74

85.15 ± 4.62

NPV

97.14 ± 3.91

81.98 ± 5.08

88.83 ± 6.17

86.45 ± 5.10

83.84 ± 3.71

YI

90.28 ± 7.85

65.81 ± 9.31

76.47 ± 11.08

73.90 ± 10.99

68.57 ± 6.24

F1

95.21 ± 4.00

82.42 ± 5.23

88.33 ± 5.44

86.83 ± 5.43

84.17 ± 2.36

  1. GMV gray matter volume, WMV white matter volume, CSFV cerebrospinal volume, thickness, cortical thickness, Area cortical surface area, ACC accuracy, SEN sensitivity, SPC specificity, PPV positive predictive value, NPV negative predictive value, YI Youden’s index, F1 F1-score