Table 5.
Classification of controls and patients diagnosed with schizophrenia, bipolar and major depression
Model | Class | Accuracy* | AUC** | 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.M.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.NI.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 |
average categorical accuracy from all classes
average AUC from all classes