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. Author manuscript; available in PMC: 2026 Aug 12.
Published in final edited form as: Int Conf Learn Represent. 2026;2026:84620–84648.

Table 4.

Informativeness of ECG and CXR modalities on model-based structural heart disease detection. Parentheses denote standard deviation across batches (n=1024).

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)