Table 1.

Performance Metrics of the EEG-based Classification Models

SENS (%)
(95% CI)
SPEC (%)
(95% CI)
BAC (%)
(95% CI)
PPV (%)
(95% CI)
NPV (%)
(95% CI)
AUC
(95% CI)
χ2P
SCZ Classification Model
 Overall (N = 495)71.60
(67.91–73.32)
73.88
(70.07–76.96)
72.73
(69.71–74.42)
73.66
(70.36–75.92)
71.83
(68.76–73.30)
0.73
(0.68–0.77)
102.44.54E-10
 16–25 years (N = 65)84.78
(79.01–86.95)
52.63
(42.71–64.29)
68.71
(62.36–74.13)
81.25
(77.50–84.98)
58.82
(48.66–64.35)
0.69
(0.55–0.82)
9.75.002
 26–35 years (N = 127)85.71
(80.46–88.25)
62.00
(57.16–68.21)
73.86
(70.01–76.99)
77.65
(74.94–80.42)
73.81
(66.82–77.73)
0.74
(0.65–0.82)
31.182.35E + 06
 36–45 years (N = 118)69.62
(64.23–74.20)
61.54
(57.37–73.94)
65.58
(62.53–72.33)
78.57
(76.32–84.38)
50.00
(46.13–56.50)
0.66
(0.55–0.76)
10.5.001
 46–55 years (N = 73)40.63
(28.76–47.88)
73.17
(70.60–79.21)
56.90
(51.36–61.50)
54.17
(47.55–60.95)
61.22
(57.14–64.71)
0.57
(0.44–0.70)
1.55.21
 56–65 years (N = 106)42.86
(28.31–63.23)
89.13
(78.99–91.40)
65.99
(57.36–73.64)
37.50
(21.78–42.82)
91.11
(88.76–93.64)
0.66
(0.50–0.82)
9.7.002
MDD Classification Model
 Overall (N = 485)67.92
(63.48–70.72)
66.12
(63.92–69.55)
67.02
(64.60–69.24)
66.26
(64.13–68.67)
67.78
(64.82–70.07)
0.67
(0.62–0.72)
56.26.54E-14
 16–25 years (N = 43)58.33
(50.20–71.31)
47.37
(38.76–56.74)
52.85
(46.53–61.97)
58.33
(52.82–66.07)
47.37
(40.05–58.33)
0.53
(0.35–0.70)
0.14.71
 26–35 years (N = 95)80.00
(69.08–84.33)
70.00
(64.64–76.59)
75.00
(68.77–78.54)
70.59
(65.32–75.01)
79.55
(71.28–83.10)
0.75
(0.65–0.85)
23.811.06E-06
 36–45 years (N = 103)68.75
(61.62–73.39)
66.67
(58.60–71.09)
67.71
(62.50–70.85)
77.19
(72.00–79.82)
56.52
(49.42–60.46)
0.68
(0.57–0.78)
12.34.53E-04
 46–55 years (N = 88)68.09
(58.20–75.21)
56.10
(52.47–67.67)
62.09
(57.51–69.28)
64.00
(60.38–71.04)
60.53
(54.27–68.21)
0.62
(0.50–0.74)
5.22.02
 56–65 years (N = 136)61.92
(56.02–67.95)
71.74
(68.45–76.34)
66.55
(64.03–70.30)
50.94
(48.01–55.54)
79.52
(77.48–82.38)
0.67
(0.56–0.77)
13.712.13E-04
Differential Diagnostic Model (SCZ vs MDD)
 Overall (N = 490)71.6
(69.30–74.41)
54.17
(51.74–57.73)
62.88
(61.22–65.37)
61.94
(60.48–64.16)
64.68
(62.60–67.64)
0.63
(0.58–0.68)
33.66.76E-09
 16–25 years (N = 70)97.83
(94.32–100)
0
(–2.03–2.87)
48.91
(47.35–50.35)
65.22
(64.49–65.88)
00.49
(0.34–0.63)
0.53.47
 26–35 years (N = 122)97.40
(92.04–99.05)
17.78
(12.20–24.13)
57.59
(53.61–60.09)
66.96
(64.95–68.35)
80.00
(54.87–87.02)
0.58
(0.47–0.68)
8.7.003
 36–45 years (N = 143)70.89
(66.77–77.40)
34.38
(30.58–44.75)
52.63
(51.03–58.72)
57.14
(55.96–61.68)
48.89
(46.34–58.09)
0.53
(0.43–0.62)
0.45.5
 46–55 years (N = 79)9.38
(6.50–19.58)
87.23
(81.03–92.20)
48.30
(45.50–54.16)
33.33
(23.40–56.48)
58.57
(56.99–61.81)
0.48
(0.35–0.61)
0.22.64
 56–65 years (N = 58)0
(–4.16–6.98)
97.73
(92.15–100)
48.86
(45.15–52.36)
075.44
(74.01–76.77)
0.49
(0.31–0.66)
0.32.57
SENS (%)
(95% CI)
SPEC (%)
(95% CI)
BAC (%)
(95% CI)
PPV (%)
(95% CI)
NPV (%)
(95% CI)
AUC
(95% CI)
χ2P
SCZ Classification Model
 Overall (N = 495)71.60
(67.91–73.32)
73.88
(70.07–76.96)
72.73
(69.71–74.42)
73.66
(70.36–75.92)
71.83
(68.76–73.30)
0.73
(0.68–0.77)
102.44.54E-10
 16–25 years (N = 65)84.78
(79.01–86.95)
52.63
(42.71–64.29)
68.71
(62.36–74.13)
81.25
(77.50–84.98)
58.82
(48.66–64.35)
0.69
(0.55–0.82)
9.75.002
 26–35 years (N = 127)85.71
(80.46–88.25)
62.00
(57.16–68.21)
73.86
(70.01–76.99)
77.65
(74.94–80.42)
73.81
(66.82–77.73)
0.74
(0.65–0.82)
31.182.35E + 06
 36–45 years (N = 118)69.62
(64.23–74.20)
61.54
(57.37–73.94)
65.58
(62.53–72.33)
78.57
(76.32–84.38)
50.00
(46.13–56.50)
0.66
(0.55–0.76)
10.5.001
 46–55 years (N = 73)40.63
(28.76–47.88)
73.17
(70.60–79.21)
56.90
(51.36–61.50)
54.17
(47.55–60.95)
61.22
(57.14–64.71)
0.57
(0.44–0.70)
1.55.21
 56–65 years (N = 106)42.86
(28.31–63.23)
89.13
(78.99–91.40)
65.99
(57.36–73.64)
37.50
(21.78–42.82)
91.11
(88.76–93.64)
0.66
(0.50–0.82)
9.7.002
MDD Classification Model
 Overall (N = 485)67.92
(63.48–70.72)
66.12
(63.92–69.55)
67.02
(64.60–69.24)
66.26
(64.13–68.67)
67.78
(64.82–70.07)
0.67
(0.62–0.72)
56.26.54E-14
 16–25 years (N = 43)58.33
(50.20–71.31)
47.37
(38.76–56.74)
52.85
(46.53–61.97)
58.33
(52.82–66.07)
47.37
(40.05–58.33)
0.53
(0.35–0.70)
0.14.71
 26–35 years (N = 95)80.00
(69.08–84.33)
70.00
(64.64–76.59)
75.00
(68.77–78.54)
70.59
(65.32–75.01)
79.55
(71.28–83.10)
0.75
(0.65–0.85)
23.811.06E-06
 36–45 years (N = 103)68.75
(61.62–73.39)
66.67
(58.60–71.09)
67.71
(62.50–70.85)
77.19
(72.00–79.82)
56.52
(49.42–60.46)
0.68
(0.57–0.78)
12.34.53E-04
 46–55 years (N = 88)68.09
(58.20–75.21)
56.10
(52.47–67.67)
62.09
(57.51–69.28)
64.00
(60.38–71.04)
60.53
(54.27–68.21)
0.62
(0.50–0.74)
5.22.02
 56–65 years (N = 136)61.92
(56.02–67.95)
71.74
(68.45–76.34)
66.55
(64.03–70.30)
50.94
(48.01–55.54)
79.52
(77.48–82.38)
0.67
(0.56–0.77)
13.712.13E-04
Differential Diagnostic Model (SCZ vs MDD)
 Overall (N = 490)71.6
(69.30–74.41)
54.17
(51.74–57.73)
62.88
(61.22–65.37)
61.94
(60.48–64.16)
64.68
(62.60–67.64)
0.63
(0.58–0.68)
33.66.76E-09
 16–25 years (N = 70)97.83
(94.32–100)
0
(–2.03–2.87)
48.91
(47.35–50.35)
65.22
(64.49–65.88)
00.49
(0.34–0.63)
0.53.47
 26–35 years (N = 122)97.40
(92.04–99.05)
17.78
(12.20–24.13)
57.59
(53.61–60.09)
66.96
(64.95–68.35)
80.00
(54.87–87.02)
0.58
(0.47–0.68)
8.7.003
 36–45 years (N = 143)70.89
(66.77–77.40)
34.38
(30.58–44.75)
52.63
(51.03–58.72)
57.14
(55.96–61.68)
48.89
(46.34–58.09)
0.53
(0.43–0.62)
0.45.5
 46–55 years (N = 79)9.38
(6.50–19.58)
87.23
(81.03–92.20)
48.30
(45.50–54.16)
33.33
(23.40–56.48)
58.57
(56.99–61.81)
0.48
(0.35–0.61)
0.22.64
 56–65 years (N = 58)0
(–4.16–6.98)
97.73
(92.15–100)
48.86
(45.15–52.36)
075.44
(74.01–76.77)
0.49
(0.31–0.66)
0.32.57

Note: The performance of three classification models (SCZ, MDD, and Differential Diagnostic Models) are represented in five different 10-year apart age bins (16–25, 26–35, 36–45, 46–55, 56–65) along with their overall performances. Highest sensitivity was found in the youngest age bin for SCZ and Differential Diagnostic Model and in the 36–45 years age bin for MDD Model. In all three models, the highest BAC was achieved in the 26–36 years of age group. SEN, sensitivity; SPEC, Specificity; BAC, balanced accuracy; NPV, negative predictive value; PPV, positive predictive value; P value threshold = .05.

Table 1.

Performance Metrics of the EEG-based Classification Models

SENS (%)
(95% CI)
SPEC (%)
(95% CI)
BAC (%)
(95% CI)
PPV (%)
(95% CI)
NPV (%)
(95% CI)
AUC
(95% CI)
χ2P
SCZ Classification Model
 Overall (N = 495)71.60
(67.91–73.32)
73.88
(70.07–76.96)
72.73
(69.71–74.42)
73.66
(70.36–75.92)
71.83
(68.76–73.30)
0.73
(0.68–0.77)
102.44.54E-10
 16–25 years (N = 65)84.78
(79.01–86.95)
52.63
(42.71–64.29)
68.71
(62.36–74.13)
81.25
(77.50–84.98)
58.82
(48.66–64.35)
0.69
(0.55–0.82)
9.75.002
 26–35 years (N = 127)85.71
(80.46–88.25)
62.00
(57.16–68.21)
73.86
(70.01–76.99)
77.65
(74.94–80.42)
73.81
(66.82–77.73)
0.74
(0.65–0.82)
31.182.35E + 06
 36–45 years (N = 118)69.62
(64.23–74.20)
61.54
(57.37–73.94)
65.58
(62.53–72.33)
78.57
(76.32–84.38)
50.00
(46.13–56.50)
0.66
(0.55–0.76)
10.5.001
 46–55 years (N = 73)40.63
(28.76–47.88)
73.17
(70.60–79.21)
56.90
(51.36–61.50)
54.17
(47.55–60.95)
61.22
(57.14–64.71)
0.57
(0.44–0.70)
1.55.21
 56–65 years (N = 106)42.86
(28.31–63.23)
89.13
(78.99–91.40)
65.99
(57.36–73.64)
37.50
(21.78–42.82)
91.11
(88.76–93.64)
0.66
(0.50–0.82)
9.7.002
MDD Classification Model
 Overall (N = 485)67.92
(63.48–70.72)
66.12
(63.92–69.55)
67.02
(64.60–69.24)
66.26
(64.13–68.67)
67.78
(64.82–70.07)
0.67
(0.62–0.72)
56.26.54E-14
 16–25 years (N = 43)58.33
(50.20–71.31)
47.37
(38.76–56.74)
52.85
(46.53–61.97)
58.33
(52.82–66.07)
47.37
(40.05–58.33)
0.53
(0.35–0.70)
0.14.71
 26–35 years (N = 95)80.00
(69.08–84.33)
70.00
(64.64–76.59)
75.00
(68.77–78.54)
70.59
(65.32–75.01)
79.55
(71.28–83.10)
0.75
(0.65–0.85)
23.811.06E-06
 36–45 years (N = 103)68.75
(61.62–73.39)
66.67
(58.60–71.09)
67.71
(62.50–70.85)
77.19
(72.00–79.82)
56.52
(49.42–60.46)
0.68
(0.57–0.78)
12.34.53E-04
 46–55 years (N = 88)68.09
(58.20–75.21)
56.10
(52.47–67.67)
62.09
(57.51–69.28)
64.00
(60.38–71.04)
60.53
(54.27–68.21)
0.62
(0.50–0.74)
5.22.02
 56–65 years (N = 136)61.92
(56.02–67.95)
71.74
(68.45–76.34)
66.55
(64.03–70.30)
50.94
(48.01–55.54)
79.52
(77.48–82.38)
0.67
(0.56–0.77)
13.712.13E-04
Differential Diagnostic Model (SCZ vs MDD)
 Overall (N = 490)71.6
(69.30–74.41)
54.17
(51.74–57.73)
62.88
(61.22–65.37)
61.94
(60.48–64.16)
64.68
(62.60–67.64)
0.63
(0.58–0.68)
33.66.76E-09
 16–25 years (N = 70)97.83
(94.32–100)
0
(–2.03–2.87)
48.91
(47.35–50.35)
65.22
(64.49–65.88)
00.49
(0.34–0.63)
0.53.47
 26–35 years (N = 122)97.40
(92.04–99.05)
17.78
(12.20–24.13)
57.59
(53.61–60.09)
66.96
(64.95–68.35)
80.00
(54.87–87.02)
0.58
(0.47–0.68)
8.7.003
 36–45 years (N = 143)70.89
(66.77–77.40)
34.38
(30.58–44.75)
52.63
(51.03–58.72)
57.14
(55.96–61.68)
48.89
(46.34–58.09)
0.53
(0.43–0.62)
0.45.5
 46–55 years (N = 79)9.38
(6.50–19.58)
87.23
(81.03–92.20)
48.30
(45.50–54.16)
33.33
(23.40–56.48)
58.57
(56.99–61.81)
0.48
(0.35–0.61)
0.22.64
 56–65 years (N = 58)0
(–4.16–6.98)
97.73
(92.15–100)
48.86
(45.15–52.36)
075.44
(74.01–76.77)
0.49
(0.31–0.66)
0.32.57
SENS (%)
(95% CI)
SPEC (%)
(95% CI)
BAC (%)
(95% CI)
PPV (%)
(95% CI)
NPV (%)
(95% CI)
AUC
(95% CI)
χ2P
SCZ Classification Model
 Overall (N = 495)71.60
(67.91–73.32)
73.88
(70.07–76.96)
72.73
(69.71–74.42)
73.66
(70.36–75.92)
71.83
(68.76–73.30)
0.73
(0.68–0.77)
102.44.54E-10
 16–25 years (N = 65)84.78
(79.01–86.95)
52.63
(42.71–64.29)
68.71
(62.36–74.13)
81.25
(77.50–84.98)
58.82
(48.66–64.35)
0.69
(0.55–0.82)
9.75.002
 26–35 years (N = 127)85.71
(80.46–88.25)
62.00
(57.16–68.21)
73.86
(70.01–76.99)
77.65
(74.94–80.42)
73.81
(66.82–77.73)
0.74
(0.65–0.82)
31.182.35E + 06
 36–45 years (N = 118)69.62
(64.23–74.20)
61.54
(57.37–73.94)
65.58
(62.53–72.33)
78.57
(76.32–84.38)
50.00
(46.13–56.50)
0.66
(0.55–0.76)
10.5.001
 46–55 years (N = 73)40.63
(28.76–47.88)
73.17
(70.60–79.21)
56.90
(51.36–61.50)
54.17
(47.55–60.95)
61.22
(57.14–64.71)
0.57
(0.44–0.70)
1.55.21
 56–65 years (N = 106)42.86
(28.31–63.23)
89.13
(78.99–91.40)
65.99
(57.36–73.64)
37.50
(21.78–42.82)
91.11
(88.76–93.64)
0.66
(0.50–0.82)
9.7.002
MDD Classification Model
 Overall (N = 485)67.92
(63.48–70.72)
66.12
(63.92–69.55)
67.02
(64.60–69.24)
66.26
(64.13–68.67)
67.78
(64.82–70.07)
0.67
(0.62–0.72)
56.26.54E-14
 16–25 years (N = 43)58.33
(50.20–71.31)
47.37
(38.76–56.74)
52.85
(46.53–61.97)
58.33
(52.82–66.07)
47.37
(40.05–58.33)
0.53
(0.35–0.70)
0.14.71
 26–35 years (N = 95)80.00
(69.08–84.33)
70.00
(64.64–76.59)
75.00
(68.77–78.54)
70.59
(65.32–75.01)
79.55
(71.28–83.10)
0.75
(0.65–0.85)
23.811.06E-06
 36–45 years (N = 103)68.75
(61.62–73.39)
66.67
(58.60–71.09)
67.71
(62.50–70.85)
77.19
(72.00–79.82)
56.52
(49.42–60.46)
0.68
(0.57–0.78)
12.34.53E-04
 46–55 years (N = 88)68.09
(58.20–75.21)
56.10
(52.47–67.67)
62.09
(57.51–69.28)
64.00
(60.38–71.04)
60.53
(54.27–68.21)
0.62
(0.50–0.74)
5.22.02
 56–65 years (N = 136)61.92
(56.02–67.95)
71.74
(68.45–76.34)
66.55
(64.03–70.30)
50.94
(48.01–55.54)
79.52
(77.48–82.38)
0.67
(0.56–0.77)
13.712.13E-04
Differential Diagnostic Model (SCZ vs MDD)
 Overall (N = 490)71.6
(69.30–74.41)
54.17
(51.74–57.73)
62.88
(61.22–65.37)
61.94
(60.48–64.16)
64.68
(62.60–67.64)
0.63
(0.58–0.68)
33.66.76E-09
 16–25 years (N = 70)97.83
(94.32–100)
0
(–2.03–2.87)
48.91
(47.35–50.35)
65.22
(64.49–65.88)
00.49
(0.34–0.63)
0.53.47
 26–35 years (N = 122)97.40
(92.04–99.05)
17.78
(12.20–24.13)
57.59
(53.61–60.09)
66.96
(64.95–68.35)
80.00
(54.87–87.02)
0.58
(0.47–0.68)
8.7.003
 36–45 years (N = 143)70.89
(66.77–77.40)
34.38
(30.58–44.75)
52.63
(51.03–58.72)
57.14
(55.96–61.68)
48.89
(46.34–58.09)
0.53
(0.43–0.62)
0.45.5
 46–55 years (N = 79)9.38
(6.50–19.58)
87.23
(81.03–92.20)
48.30
(45.50–54.16)
33.33
(23.40–56.48)
58.57
(56.99–61.81)
0.48
(0.35–0.61)
0.22.64
 56–65 years (N = 58)0
(–4.16–6.98)
97.73
(92.15–100)
48.86
(45.15–52.36)
075.44
(74.01–76.77)
0.49
(0.31–0.66)
0.32.57

Note: The performance of three classification models (SCZ, MDD, and Differential Diagnostic Models) are represented in five different 10-year apart age bins (16–25, 26–35, 36–45, 46–55, 56–65) along with their overall performances. Highest sensitivity was found in the youngest age bin for SCZ and Differential Diagnostic Model and in the 36–45 years age bin for MDD Model. In all three models, the highest BAC was achieved in the 26–36 years of age group. SEN, sensitivity; SPEC, Specificity; BAC, balanced accuracy; NPV, negative predictive value; PPV, positive predictive value; P value threshold = .05.

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