Table 3.
Performance Metrics Based on Validations of the Fitted Multiclass Classifier on Two Test Datasets
Statistics | CON | SCZ | BPAD | MDD |
---|---|---|---|---|
Validation on Test-1 | ||||
Sensitivity | 0.57 | 0.60 | 0.49 | 0.55 |
Specificity | 0.86 | 0.85 | 0.87 | 0.82 |
Positive Predictive Value (PPV) | 0.59 | 0.55 | 0.57 | 0.50 |
Negative Predictive Value (NPV) | 0.85 | 0.88 | 0.83 | 0.85 |
F1 Score | 0.58 | 0.57 | 0.52 | 0.52 |
Accuracy | 0.78 | 0.80 | 0.77 | 0.73 |
Balanced Accuracy | 0.71 | 0.73 | 0.68 | 0.68 |
Validation on Test-2 a | ||||
Sensitivity | 0.63 | 0.58 | ||
Specificity | 0.60 | 0.91 | ||
Positive Predictive Value (PPV) | 0.83 | 0.67 | ||
Neg Predictive Value (NPV) | 0.34 | 0.87 | ||
F1 Score | 0.71 | 0.63 | ||
Accuracy | 0.62 | 0.83 | ||
Balanced Accuracy | 0.61 | 0.75 |
Note: CON, Healthy Control; SCZ, Schizophrenia; BPAD, Bipolar Affective Disorder; MDD, Major Depressive Disorder. Further details on performance metrics are provided in Supplementary Table 4.
aThe validation on Test-2 dataset does not have any representation of BPAD and MDD patients.