Table 9.
Age and Gender | Approach | Training | Testing | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Accuracy | Loss | Accuracy | Sensitivity | Specificity | Precision | NPV | FPR | FDR | FNR | F1 Score | MCC | Loss | ||
Male (20–70) | Five-fold | 0.92 | 0.20 | 0.88 | 0.89 | 0.83 | 0.94 | 0.71 | 0.16 | 0.05 | 0.10 | 0.91 | 0.69 | 0.29 |
Eight-fold | 0.93 | 0.16 | 0.86 | 0.90 | 0.75 | 0.90 | 0.75 | 0.25 | 0.09 | 0.09 | 0.90 | 0.65 | 0.13 | |
Gen | 0.91 | 0.51 | 0.91 | 0.84 | 0.95 | 0.91 | 0.91 | 0.04 | 0.08 | 0.15 | 0.88 | 0.81 | 0.50 | |
Female (50–70) | Five-fold | 0.93 | 0.20 | 0.85 | 0.91 | 0.50 | 0.91 | 0.50 | 0.50 | 0.08 | 0.08 | 0.91 | 0.41 | 0.34 |
Eight-fold | 1 | 0.15 | 0.87 | 1 | 0.50 | 0.85 | 1 | 0.50 | 0.14 | 0 | 0.92 | 0.65 | 0.29 | |
Gen | 1 | 0.11 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0.11 | |
Female (20–70) | Five-fold | 1 | 0.06 | 0.92 | 0.90 | 0.94 | 0.90 | 0.94 | 0.05 | 0.1 | 0.1 | 0.90 | 0.84 | 0.12 |
Eight-fold | 1 | 0.22 | 0.94 | 0.87 | 1 | 1 | 0.90 | 0 | 0 | 0.12 | 0.93 | 0.88 | 0.27 | |
Gen | 0.92 | 0.17 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0.10 | |
Male (10–80) | Five-fold | 0.93 | 0.29 | 0.93 | 0.94 | 0.92 | 0.94 | 0.92 | 0.07 | 0.05 | 0.05 | 0.94 | 0.86 | 0.29 |
Eight-fold | 0.94 | 0.24 | 0.88 | 0.94 | 0 | 0.94 | 0 | 1 | 0.05 | 0.05 | 0.94 | −0.05 | 0.31 | |
Gen | 0.89 | 0.29 | 0.91 | 0.90 | 0.92 | 0.90 | 0.92 | 0.08 | 0.10 | 0.10 | 0.90 | 0.82 | 0.29 | |
Female (10–80) | Five-fold | 0.97 | 0.18 | 0.97 | 1 | 0.92 | 0.95 | 1 | 0.07 | 0.04 | 0 | 0.97 | 0.94 | 0.12 |
Eight-fold | 1 | 0.09 | 0.91 | 0.92 | 0.88 | 0.92 | 0.88 | 0.11 | 0.07 | 0.07 | 0.92 | 0.81 | 0.16 | |
Gen | 1 | 0.12 | 0.94 | 0.97 | 0.90 | 0.94 | 0.95 | 0.09 | 0.05 | 0.02 | 0.95 | 0.88 | 0.17 | |
Male + Female (20–70) |
Five-fold | 0.73 | 0.44 | 0.70 | 0.76 | 0.54 | 0.82 | 0.46 | 0.45 | 0.17 | 0.23 | 0.79 | 0.29 | 0.46 |
Eight-fold | 0.78 | 0.52 | 0.72 | 0.68 | 0.77 | 0.84 | 0.58 | 0.22 | 0.15 | 0.31 | 0.75 | 0.44 | 0.51 | |
Gen | 0.73 | 0.62 | 0.70 | 0.67 | 0.75 | 0.72 | 0.70 | 0.25 | 0.27 | 0.32 | 0.70 | 0.42 | 0.50 | |
Male + Female (10–80) |
Five-fold | 0.97 | 0.17 | 0.92 | 0.95 | 0.88 | 0.92 | 0.92 | 0.11 | 0.07 | 0.04 | 0.93 | 0.84 | 0.22 |
Eight-fold | 1 | 0.11 | 0.92 | 0.95 | 0.90 | 0.90 | 0.95 | 0.09 | 0.09 | 0.05 | 0.92 | 0.85 | 0.20 | |
Gen | 0.92 | 0.29 | 0.91 | 0.87 | 0.94 | 0.93 | 0.89 | 0.05 | 0.06 | 0.12 | 0.90 | 0.82 | 0.24 |