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. Author manuscript; available in PMC: 2013 Dec 2.
Published in final edited form as: Proceedings (IEEE Int Conf Bioinformatics Biomed). 2012 Dec;2012:10.1109/BIBM.2012.6392612. doi: 10.1109/BIBM.2012.6392612

Table 1.

Model-based performance measures (Multivariable Models)

Method (Model) AUC (95% CI) ACC PPV NPV AIC
LR (with age, males only) 0.97 (0.94–0.99) 88.39 91.96 82.60 93.23
LR (without age, males only) 0.92 (0.89–0.96) 83.98 88.39 76.81 133.16
LR (with age, gender) 0.96 (0.94–0.98) 88.25 91.03 84.26 150.55
LR (without age, gender) 0.95 (0.93–0.97) 87.91 89.61 86.18 187.57
PLR (λ = 0.1) (male only, with age) 0.97 (0.95–0.99) 88.39 91.96 82.60 93.26
PLR (λ = 1) (male only, with age) 0.97 (0.94–0.99) 88.39 91.22 83.58 95.98
PLR (λ = 10) (male only, with age) 0.95 (0.93–0.98) 88.39 90.51 84.62 111.85
PLR (λ = 0.1) (male only, without age) 0.92 (0.89–0.96) 83.98 88.39 76.81 131.18
PLR (λ = 1) (male only, without age) 0.92 (0.89–0.96) 83.42 88.28 75.71 132.34
PLR (λ = 10) (male only, without age) 0.91 (0.87–0.95) 83.45 88.28 75.71 143.88
PLR (λ = 0.1) (gender, with age) 0.96 (0.94–0.98) 88.25 91.02 84.25 148.57
PLR (λ = 1) (gender, with age) 0.96 (0.94–0.98) 88.25 91.03 84.25 149.86
PLR (λ = 10) (gender, with age) 0.95 (0.93–0.98) 88.25 91.58 83.63 165.44
PLR (λ = 0.1) (gender,, without age) 0.93 (0.90–0.96) 85.98 89.61 90.90 183.58
PLR (λ = 1) (gender, without age) 0.93 (0.90–0.96) 85.98 90.13 80.35 184.42
PLR (λ = 10) (gender, without age) 0.93 (0.90–0.96) 84.84 89.93 78.93 197.43
CART (with age, male only) 0.93 (0.90–0.97) 88.39 91.96 82.60 NA
CART (without age, male only) 0.89 (0.85–0.94) 85.08 91.51 76.00 NA
CART (with age, gender) 0.96 (0.94–0.99) 91.28 91.28 85.34 NA
CART (without age, gender) 0.91 (0.88–0.95) 87.12 90.85 81.98 NA