Table 4.
Informativeness of ECG and CXR modalities on model-based structural heart disease detection. Parentheses denote standard deviation across batches ().
| AUROC | Information Decomposition | ||||||
|---|---|---|---|---|---|---|---|
| ECG | CXR | ECG + CXR | UniqueECG | UniqueCXR | Shared | Complementary | |
| Observed | 0.83 (0.01) | 0.72 (0.02) | 0.82 (0.01) | 0.11 (0.00) | 0.01 (0.00) | 0.10 (0.00) | 0.00 (0.00) |
| ICYM2I | 0.82 (0.01) | 0.73 (0.02) | 0.83 (0.01) | 0.07 (0.00) | 0.01 (0.00) | 0.48 (0.00) | 0.01 (0.00) |