Table 6 Performance impact of randomly masking medical records, highlighting their importance in disease prediction.
From: Multitask learning multimodal network for chronic disease prediction
Mask rate | 0% | 10% | 20% | 30% | 40% | 50% | 60% | 70% | 80% | 90% | 100% |
|---|---|---|---|---|---|---|---|---|---|---|---|
Log loss | 0.2829 | 0.2838 | 0.2857 | 0.2898 | 0.2933 | 0.2946 | 0.3009 | 0.3113 | 0.3211 | 0.3845 | 0.5348 |
AUC | 0.8918 | 0.8911 | 0.8900 | 0.8878 | 0.8863 | 0.8856 | 0.8825 | 0.8785 | 0.8752 | 0.8577 | 0.8031 |
