Table 7 Model verification results using with and without augmented independent samples.
From: DeepATsers: a deep learning framework for one-pot SERS biosensor to detect SARS-CoV-2 virus
Model | Accuracy | Precision | Sensitivity | Specificity | f1-score | ROC-AUC |
|---|---|---|---|---|---|---|
Trained on experimental data | 0.7857 | 0.9000 | 0.8182 | 0.6667 | 0.8571 | 0.7424 |
Trained on augmented data | 0.9643 | 0.9565 | 1.0000 | 0.8333 | 0.9778 | 0.9167 |