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. Author manuscript; available in PMC: 2020 Feb 1.
Published in final edited form as: HPB (Oxford). 2018 Aug 7;21(2):212–218. doi: 10.1016/j.hpb.2018.07.016

Table 2b-.

Prediction model performance evaluated using different optimization strategies.

Optimization Accuracy Sensitivity Specificity PPV NPV
Max(sen + spec)a 79% 71% 82% 60% 89%
Max(PPV + NPV)b 79% 24% 99% 95% 79%
Equal probabilityc 80% 48% 92% 68% 83%
Max(PPV)d 78% 19% 100% 97% 78%
Max(NPV)e 50% 93% 35% 36% 95%
a

Maximizing sensitivity and specificity (equally weighted), Youden’s J statistic

b

Maximizing PPV and NPV (equally weighted)

c

Equal probability of low/high risk (50% threshold)

d

Maximizing PPV

e

Maximizing NPV

Sen = Sensitivity; Spec = Specificity; PPV = Positive predictive value; NPV = Negative predictive value