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Table 3 Performance of the RF models on the two test sets when the cutoff is 50%

From: HobPre: accurate prediction of human oral bioavailability for small molecules

Data set

Model

SE

SP

ACC

AUC

MCC

F1-score

Test set 1

Model 1

0.779

0.732

0.752

0.819

0.505

0.774

Model 2

0.746

0.786

0.769

0.826

0.529

0.798

Model 3

0.713

0.750

0.734

0.790

0.460

0.766

Model 4

0.745

0.732

0.738

0.801

0.473

0.764

Model 5

0.713

0.768

0.745

0.813

0.479

0.777

Consensus model

0.787

0.797

0.793

0.830

0.580

0.817

Test set 2

Model 1

0.673

0.899

0.816

0.839

0.596

0.860

 

Model 2

0.673

0.876

0.801

0.880

0.565

0.848

 

Model 3

0.577

0.854

0.752

0.840

0.452

0.813

 

Model 4

0.692

0.865

0.801

0.857

0.568

0.846

 

Model 5

0.673

0.831

0.773

0.862

0.509

0.822

 

Consensus model

0.692

0.899

0.823

0.872

0.612

0.865

  1. Bold numbers refer to the maximum value (optimum value) obtained from the corresponding evaluation index