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. 2023 Dec 2;13:21273. doi: 10.1038/s41598-023-48645-w

Table 2.

Comparison between the results of machine learning and classical statistics.

Variable Machine learning Univariate LR* Multivariate LR*
Donor age ✓ ✓ ✓
MMF therapy ✓ ✓ ✓
3-month eGFR ✓ ✓ ✓
Acute rejection ✓ ✓
Acute kidney injury ✓ ✓
CMV infection ✓
Length of the 1st hospitalization ✓
Hypertension ✓
Transfusion ✓
Dialysis duration ✓
Readmissions 1st year ✓ ✓
Delayed graft function ✓ ✓
Azathioprine therapy ✓
HLA MM A
HLA MM DR
Dialysis modality
Proteinuria

MMF mycophenolate mofetil, eGFR estimated glomerular filtration rate, CMV cytomegalovirus, HLA human leucocyte antigen, MM mismatch.

*Bivariate and multivariate logistic regression (SPSS 25).