Table 4 Classification of major depressive 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.MDD

CTRL

0.782 ± 0.015

0.854 ± 0.010

0.784 ± 0.046

0.785 ± 0.053

0.782 ± 0.007

MDD

  

0.787 ± 0.029

0.778 ± 0.083

0.779 ± 0.034

II.MDD

CTRL

0.782 ± 0.004

0.848 ± 0.007

0.794 ± 0.020

0.763 ± 0.030

0.778 ± 0.007

MDD

  

0.773 ± 0.017

0.801 ± 0.033

0.786 ± 0.010

III.MDD

CTRL

0.794 ± 0.010

0.869 ± 0.004

0.800 ± 0.017

0.767 ± 0.025

0.783 ± 0.016

MDD

  

0.783 ± 0.018

0.813 ± 0.021

0.797 ± 0.013

IV.MDD

CTRL

0.753 ± 0.019

0.822 ± 0.010

0.739 ± 0.047

0.793 ± 0.057

0.762 ± 0.011

MDD

  

0.779 ± 0.031

0.712 ± 0.093

0.740 ± 0.043

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