Table 2.
Performance measures based on cross-validation (Multivariable Models)
Method (Model) | LOOCV AUC (95% CI) | LOOCV ACC | 3CV AUC (95% CI) | 3CV ACC (SD) |
---|---|---|---|---|
LR (with age, males only) | 0.95 (0.93–0.98) | 87.29 | 0.95 (0.91–0.99) | 87.27 (4.02) |
LR (without age, males only) | 0.91 (0.86–0.95) | 81.76 | 0.91 (0.87–0.96) | 81.76 (4.27) |
LR (with age, gender) | 0.95 (0.92–0.97) | 87.87 | 0.95 (0.91–0.98) | 88.01 (3.11) |
LR (without age, gender) | 0.94 (0.91–0.97) | 86.60 | 0.94 (0.91–0.97) | 85.22 (3.06) |
PLR (λ = 0.1) (male only, with age) | 0.95 (0.93–0.98) | 87.29 | 0.95 (0.92–0.99) | 86.7 (3.39) |
PLR (λ = 1) (male only, with age) | 0.95 (0.93–0.98) | 87.29 | 0.96 (0.92–0.99) | 87.77 (8.36) |
PLR (λ = 10) (male only, with age) | 0.95 (0.92–0.98) | 87.29 | 0.95 (0.91–0.99) | 86.39 (3.90) |
PLR (λ = 0.1) (male only, without age) | 0.91 (0.87–0.95) | 81.76 | 0.91 (0.86–0.96) | 81.73 (4.31) |
PLR (λ = 1) (male only, without age) | 0.91 (0.87–0.90) | 82.32 | 0.91 (0.85–0.96) | 81.96 (4.40) |
PLR (λ = 10) (male only, without age) | 0.90 (0.86–0.94) | 81.21 | 0.91 (0.85–0.96) | 81.80 (4.41) |
PLR (λ = 0.1) (gender, with age) | 0.95 (0.92–0.97) | 87.87 | 0.95 (0.92–0.98) | 87.18 (3.07) |
PLR (λ = 1) (gender, with age) | 0.95 (0.92–0.98) | 87.87 | 0.95 (0.92–0.98) | 87.99 (2.72) |
PLR (λ = 10) (gender, with age) | 0.94 (0.92–0.97) | 86.74 | 0.94 (0.91–0.98) | 86.31 (3.07) |
PLR (λ = 0.1) (gender,,without age) | 0.92 (0.89–0.95) | 84.46 | 0.92 (0.88–0.96) | 84.09 (3.38) |
PLR (λ = 1) (gender, without age) | 0.92 (0.89–0.95) | 84.09 | 0.92 (0.88–0.96) | 84.41 (3.39) |
PLR (λ = 10) (gender, without age) | 0.92 (0.89–0.95) | 84.09 | 0.92 (0.87–0.96) | 83.85 (3.38) |
CART (with age, male only) | 0.82 (0.75–0.89) | 83.42 | 0.83 (0.74–0.93) | 81.52 (4.95) |
CART (without age, male only) | 0.76 (0.67–0.85) | 84.53 | 0.81 (0.72–0.90) | 79.27 (5.01) |
CART (with age, gender) | 0.87 (0.82–0.92) | 82.19 | 0.87 (0.80–0.94) | 81.91 (3.54) |
CART (without age, gender) | 0.81 (0.75–0.86) | 79.54 | 0.86 (0.79–0.93) | 83.55 (3.91) |