Table 7. Mean and Standard Deviation of the Performance of the Mechanistic Models and the Best Models Trained on an Extended Dataset with Pseudolabels.
MCC |
|||||
---|---|---|---|---|---|
Endpoint | CV | Baseline | Extended training set | Number of pseudolabels | Approach |
Overall | Random | 0.54 (±0.05) | 0.58 (±0.03) | 1200 | Combined approach |
Cluster | 0.46 (±0.04) | 0.52 (±0.05) | 8000 | Confidence-based approach | |
Membrane potential | Random | 0.64 (±0.03) | 0.65 (±0.03) | 4000 | Active learning approach |
Cluster | 0.53 (±0.08) | 0.57 (±0.08) | 8500 | Confidence-based approach |