Research Article

[Retracted] Prediction Models for One-Year Survival of Adult Patients with Acute Kidney Injury: A Longitudinal Study Based on the Data from the Medical Information Mart for Intensive Care III Database

Table 6

Establishment of the random forest models.

CharacterModelTraining setTesting set

Sensitivity (95% CI)PLR0.969 (0.962–0.975)a0.834 (0.809–0.859)
NLR0.937 (0.927–0.946)a0.826 (0.801–0.851)
NPAR0.911 (0.901–0.922)a0.849 (0.825–0.873)
PNI0.981 (0.976–0.986)0.836 (0.812–0.861)

Specificity (95% CI)PLR0.740 (0.720–0.760)a0.529 (0.491–0.568)
NLR0.666 (0.644–0.687)a0.528 (0.489–0.566)
NPAR0.815 (0.797–0.833)a0.523 (0.485–0.561)
PNI0.781 (0.763–0.800)0.542 (0.503–0.580)

PPV (95% CI)PLR0.841 (0.828–0.854)a0.701 (0.673–0.729)
NLR0.799 (0.785–0.813)a0.699 (0.671–0.727)
NPAR0.875 (0.863–0.887)0.702 (0.675–0.730)
PNI0.864 (0.852–0.877)0.708 (0.680–0.735)

NPV (95% CI)PLR0.944 (0.932–0.955)a0.706 (0.666–0.747)
NLR0.881 (0.864–0.898)a0.696 (0.655–0.736)
NPAR0.866 (0.850–0.882)a0.723 (0.683–0.764)
PNI0.966 (0.957–0.975)0.714 (0.674–0.754)

AUC (95% CI)PLR0.938 (0.931–0.945)a0.758 (0.734–0.783)
NLR0.891 (0.882–0.901)a0.759 (0.735–0.783)
NPAR0.936 (0.929–0.944)a0.768 (0.744–0.792)
PNI0.964 (0.959–0.969)0.778 (0.754–0.801)

Accuracy (95% CI)PLR0.874 (0.865–0.884)a0.703 (0.680–0.726)
NLR0.872 (0.862–0.881)a0.709 (0.686–0.732)
NPAR0.825 (0.814–0.836)a0.698 (0.675–0.721)
PNI0.898 (0.890–0.907)0.710 (0.687–0.733)

a: when compared with PNI, , NPV: negative prediction value, PPV: positive prediction value, AUC: area under the curve.