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Table 2 The metrics of random forest prediction models

From: Exploring potential neuroimaging biomarkers for the response to non-steroidal anti-inflammatory drugs in episodic migraine

 

ROCAUC

PRAUC

BACC

SEN

F1 score

PPV

NPV

Training group

0. 982

0. 983

0. 927

0. 976

0. 930

0. 889

0. 973

Testing group

0. 711

0. 648

0. 639

0. 667

0. 649

0. 632

0. 647

External group

0. 631

0. 651

0. 611

0. 808

0. 656

0. 553

0. 706

  1. BACC balance accuracy, NPV negative predictive value, PPV positive predictive value, PRAUC area under the precision-recall curve, ROCAUC area under the receiver operating characteristic, SEN sensitivity