Table 3:
Test set results on the MIMIC-III top-50 dataset. The results are shown using the mean±standard deviation format.
Model | Macro AUC | Micro AUC | Macro F1 | Micro F1 | P@5 |
---|---|---|---|---|---|
| |||||
CNN | 0.913±0.002 | 0.936±0.002 | 0.627±0.001 | 0.693±0.003 | 0.649±0.001 |
CAML | 0.918±0.000 | 0.942±0.000 | 0.614±0.005 | 0.690±0.001 | 0.661±0.002 |
MultiResCNN | 0.928±0.001 | 0.950±0.000 | 0.652±0.006 | 0.720±0.002 | 0.674±0.001 |
DCAN | 0.934±0.001 | 0.953±0.001 | 0.651±0.010 | 0.724±0.005 | 0.682±0.003 |
TransICD | 0.917±0.002 | 0.939±0.001 | 0.602±0.002 | 0.679±0.001 | 0.643±0.001 |
Fusion | 0.932±0.001 | 0.952±0.000 | 0.664±0.003 | 0.727±0.003 | 0.679±0.001 |