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Table 7 Model performance comparison analyses with five-fold cross validation

From: Glycemic and lipid variability for predicting complications and mortality in diabetes mellitus using machine learning

  Our model RSF Cox
Precision Recall AUC C-index Precision Recall AUC C-index Precision Recall AUC C-index
Mortality 0.9212 0.8663 0.8986 0.8804 0.8468 0.8962 0.8377 0.8178 0.7576 0.8025 0.7221 0.7676
Renal 0.9237 0.9180 0.8763 0.8269 0.8855 0.8563 0.8577 0.8194 0.7625 0.7803 0.8008 0.7470
PVD 0.8913 0.8565 0.8880 0.8701 0.8922 0.8617 0.8517 0.7701 0.7779 0.7289 0.7517 0.7848
Neurological 0.9104 0.9252 0.9111 0.8318 0.8842 0.8223 0.8480 0.8511 0.7874 0.7434 0.7969 0.7706
Ophthalmological 0.8902 0.8766 0.9065 0.8208 0.8557 0.8234 0.8643 0.8237 0.7671 0.7522 0.7814 0.7517
Ischemic stroke 0.8998 0.9010 0.8885 0.8527 0.8367 0.8983 0.8634 0.8484 0.7925 0.7752 0.7884 0.7538
AF 0.9352 0.8641 0.8998 0.8740 0.8194 0.8733 0.8523 0.8125 0.7747 0.7571 0.7742 0.7647
HF 0.8963 0.9175 0.8947 0.8943 0.8700 0.8533 0.8330 0.7767 0.8047 0.7708 0.7585 0.7749
ICH 0.7893 0.7992 0.7156 0.7154 0.7918 0.7796 0.7034 0.7070 0.6405 0.6590 0.6857 0.6414
IHD 0.8829 0.8948 0.9108 0.8528 0.8775 0.8375 0.8328 0.87964 0.7720 0.7579 0.7985 0.7738
AMI 0.9073 0.9077 0.8861 0.8386 0.8689 0.8455 0.8246 0.7782 0.7815 0.7640 0.7499 0.7845
Osteoporosis 0.7341 0.7142 0.7014 0.6372 0.6565 0.7487 0.7372 0.6244 0.6760 0.6717 0.6890 0.5857
Dementia 0.8837 0.8651 0.8660 0.8784 0.8354 0.8594 0.8549 0.8790 0.7566 0.7575 0.7345 0.7772
  1. PVD Peripheral vascular disease, AF Atrial fibrillation, HF Heart failure, ICH Intracranial hemorrhage, IHD Ischemic heart disease, AMI Acute myocardial infarction