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. 2021 Oct 7;9(10):e30588. doi: 10.2196/30588

Table 4.

Paired-sample t test of the area under the receiver operating characteristic curve.

Test result pair(s) Asymptotic AUCa difference SE differenceb Asymptotic 95% CI
  z Sig. (2-tailed P value)c,d     Lower bound Upper bound
XGBTe-RFf –2.74 .006 –0.043 0.179 –0.073 –0.012
XGBT-LRg 6.118 <.001 0.146 0.209 0.099 0.193
XGBT-C5h –2.967 .003 –0.054 0.175 –0.09 –0.018
RF-LR 7.405 <.001 0.189 0.197 0.139 0.239
RF-C5 –0.655 .51 –0.011 0.161 –0.046 0.023
LR-C5 –8.094 <.001 –0.201 0.193 –0.249 –0.152

aAUC: area under the curve.

bUnder the nonparametric assumption.

cNull hypothesis: true area difference = 0.

dA P value <0.008 is statistically significant (using Bonferroni correction). P values were derived from the pair-wise corrected resampled t test.

eXGBT: extreme gradient boosting tree.

fRF: random forest.

gLR: logistic regression.

hC5: C5.0 decision tree.