Table 3 Detection performance metrics of the classification algorithm
From: Real-time detection of respiratory circuit events in mechanical ventilation using deep learning
Validation | Classification | Accuracy | Precision | Recall | F1 score |
|---|---|---|---|---|---|
Internal | Fluid-accumulation-like patterns | 99.89% | 100.00% | 99.80% | 99.90% |
Leakage-like patterns | 100.00% | 100.00% | 100.00% | 100.00% | |
Respiratory circuit events | 99.93% | 100.00% | 99.85% | 99.93% | |
External | Fluid-accumulation-like patterns | 91.82% | 99.83% | 85.92% | 92.35% |
Leakage-like patterns | 99.52% | 100.00% | 99.23% | 99.61% | |
Respiratory circuit events | 95.65% | 99.92% | 92.76% | 96.21% |
