Table 2 Specification of machine-learning results.

From: The impact of visual dysfunctions in recent-onset psychosis and clinical high-risk state for psychosis

Analysis

BAC (%)

Accuracy (%)

Sensitivity (%)

Specificity (%)

AUC

PPV (%)

NPV (%)

p value

ON_ROP

60.17

60.00

80.59

39.74

0.59

56.84

67.50

0.0001

ON_CHR

67.38

65.62

44.93

89.83

0.69

83.78

58.24

0.029

ON_ROP + CHR

55.89

55.51

44.85

66.92

0.62

59.22

53.13

0.221

ON_ROD

51.57

76.86

13.04

90.09

0.46

21.43

83.33

0.360

FPN_ROP

52.67

52.59

64.18

41.18

0.57

51.81

53.85

0.250

FPN_CHR

63.02

61.72

46.37

79.66

0.67

72.73

55.95

0.100

FPN_ROP + CHR

61.11

60.84

52.94

69.29

0.66

64.86

57.89

0.006

FPN_ROD

47.67

76.12

4.35

90.99

0.51

9.09

82.11

0.700

ON-FPN_ROP

56.46

56.29

79.11

33.82

0.59

54.08

62.16

0.222

ON-FPN_CHR

62.77

61.72

49.28

76.27

0.64

70.83

56.25

0.122

ON-FPN_ROP + CHR

59.69

59.32

48.53

70.86

0.64

64.07

56.25

0.016

ON-FPN_ROD

41.28

62.68

8.69

73.87

0.37

6.45

79.61

0.956

  1. Significant p values are printed in bold type.
  2. ON occipital network, FPN frontoparietal network, ON-FPN occipital and frontoparietal network combined, CHR clinical high risk for psychosis, ROP recent onset of psychosis, ROP+CHR combined group of ROP and CHR, ROD recent onset of depression, BAC balanced accuracy, AUC area under the curve, PPV positive predictive value, NPV negative predictive values.