Table 5 Classification of controls and patients diagnosed with schizophrenia, bipolar and major depression.

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

Model

Class

Accuracya

AUCb

Precision

Recall

F1-score

V.I.4C

CTRL

0.911 ± 0.009

0.986 ± 0.015

0.856 ± 0.076

0.821 ± 0.065

0.834 ± 0.008

SCZ

  

0.938 ± 0.025

0.942 ± 0.044

0.939 ± 0.012

BIP

  

0.954 ± 0.022

0.932 ± 0.054

0.941 ± 0.023

MDD

  

0.907 ± 0.026

0.948 ± 0.041

0.926 ± 0.009

V.II.4C

CTRL

0.938 ± 0.003

0.990 ± 0.010

0.914 ± 0.024

0.841 ± 0.029

0.875 ± 0.008

SCZ

  

0.942 ± 0.007

0.962 ± 0.013

0.952 ± 0.003

BIP

  

0.959 ± 0.015

0.972 ± 0.010

0.965 ± 0.004

MDD

  

0.936 ± 0.015

0.977 ± 0.006

0.956 ± 0.005

V.III.4C

CTRL

0.850 ± 0.017

0.960 ± 0.041

0.733 ± 0.064

0.659 ± 0.046

0.690 ± 0.016

SCZ

  

0.823 ± 0.013

0.857 ± 0.057

0.838 ± 0.023

BIP

  

0.902 ± 0.011

0.927 ± 0.039

0.914 ± 0.016

MDD

  

0.938 ± 0.006

0.956 ± 0.018

0.947 ± 0.010

V.IV.4C

CTRL

0.861 ± 0.003

0.961 ± 0.041

0.768 ± 0.013

0.655 ± 0.029

0.706 ± 0.013

SCZ

  

0.825 ± 0.009

0.868 ± 0.020

0.846 ± 0.007

BIP

  

0.893 ± 0.011

0.944 ± 0.004

0.918 ± 0.005

MDD

  

0.941 ± 0.008

0.976 ± 0.005

0.959 ± 0.003

  1. aAverage categorical accuracy from all classes.
  2. bAverage AUC from all classes.