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. 2020 Oct 2;20:251. doi: 10.1186/s12911-020-01271-2

Table 5.

Performance comparison of five models

Model Overall performance Discrimination
Brier score 95% CI AUROC 95% CI Sensitivity 95% CI Specificity 95% CI
LASSO 0.108 0.107–0.109 0.829 0.827–0.831 0.744 0.721–0.767 0.754 0.731–0.777
GBM 0.104 0.102–0.105 0.845 0.837–0.853 0.771 0.750–0.792 0.755 0.722–0.789
RF 0.109 0.108–0.109 0.829 0.823–0.834 0.765 0.756–0.774 0.740 0.719–0.761
LR 0.107 0.105–0.108 0.833 0.830–0.838 0.760 0.740–0.780 0.748 0.724–0.772
SAPS II 0.146 0.142–0.150 0.77 0.760–0.780 0.697 0.668–0.725 0.714 0.695–0.734