Preadmission assessment of extended length of hospital stay with RFECV-ETC and hospital-specific data

Table 3 Comparison of prediction accuracy of ELOHS using tenfold cross-validation for ELOHS with all the features

Algorithm	Recall	Precision	F1-score	Balanced accuracy	ROC AUC
KNN	0.807 ± 0.045	0.821 ± 0.032	0.803 ± 0.05	0.807 ± 0.045	0.892 ± 0.033
GBM	0.746 ± 0.12	0.77 ± 0.1	0.732 ± 0.136	0.746 ± 0.12	0.876 ± 0.075
DTC	0.818 ± 0.061	0.845 ± 0.054	0.814 ± 0.063	0.818 ± 0.061	0.907 ± 0.054
ADB	0.715 ± 0.104	0.732 ± 0.09	0.703 ± 0.118	0.715 ± 0.105	0.835 ± 0.078
ETC	0.885 ± 0.063	0.9 ± 0.052	0.883 ± 0.066	0.885 ± 0.063	0.952 ± 0.039
SVM	0.723 ± 0.076	0.726 ± 0.072	0.719 ± 0.083	0.723 ± 0.076	0.805 ± 0.07
XGB	0.77 ± 0.11	0.809 ± 0.083	0.755 ± 0.128	0.77 ± 0.11	0.927 ± 0.075
RF	0.859 ± 0.078	0.883 ± 0.061	0.855 ± 0.082	0.859 ± 0.078	0.953 ± 0.053

ISSN: 2047-783X