Table 2. CNS MPO Average Score Comparison at the Same Epochs as in Table 1a.
Metricb |
|||||
---|---|---|---|---|---|
Model (learning rate) | Epoch | Calc. CNS MPO | Change from original | Predicted CNS MPO | Change from original |
GGNN (l × l0–4) | 72 | 0.964 | –0.011 | 5.090 | –0.170 |
GGNN (l × l0–5) | 66 | 0.963 | –0.012 | 5.195 | –0.075 |
MNN (l × l0–4) | 90 | 0.973 | –0.002 | 5.337 | +0.077 |
MNN (l × l0–5) | 84 | 0.972 | –0.003 | 5.330 | +0.070 |
The calculated CNS MPO score ranges between 0 and 1, 1 implying a very high probability of BBB penetrance, while the predicted CNS MPO score ranges between 0 and 6.
Metrics are reported for the optimally performing epoch. Each metric has an associated “Change from original” column, which refers to the mean change between the generated population and training set.