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Table 10 The AUC of the predictive models based on the random forest algorithm under 4 different variable systems, and the predictive model under the “All Variable” system has the largest AUC value of 0.949

From: Predicting postoperative complications of head and neck squamous cell carcinoma in elderly patients using random forest algorithm model

Variable

AUC

All RF

0.949

New RF

0.944

POSSUM RF

0.878

APACHE II RF

0.794

  1. All “All Variable” system
  2. New “New Variable” system
  3. POSSUN “POSSUM Variable” system
  4. APACHE II “APACHE II Variable” system
  5. RF random forest algorithm