Table 3 Classification of bipolar disorder.

From: Classification of schizophrenia, bipolar disorder and major depressive disorder with comorbid traits and deep learning algorithms

Model

Class

Accuracy

AUC

Precision

Recall

F1-score

I.BIP

CTRL

0.895 ± 0.020

0.965 ± 0.003

0.904 ± 0.066

0.892 ± 0.056

0.894 ± 0.018

BIP

  

0.896 ± 0.040

0.900 ± 0.084

0.894 ± 0.031

II.BIP

CTRL

0.904 ± 0.014

0.965 ± 0.001

0.924 ± 0.027

0.883 ± 0.056

0.901 ± 0.021

BIP

  

0.890 ± 0.042

0.925 ± 0.030

0.906 ± 0.012

III.BIP

CTRL

0.768 ± 0.007

0.848 ± 0.009

0.760 ± 0.013

0.782 ± 0.016

0.771 ± 0.007

BIP

  

0.775 ± 0.010

0.752 ± 0.021

0.764 ± 0.010

IV.BIP

CTRL

0.782 ± 0.006

0.852 ± 0.004

0.787 ± 0.005

0.770 ± 0.011

0.778 ± 0.008

BIP

  

0.775 ± 0.009

0.792 ± 0.004

0.783 ± 0.006