Cross-modal averaging maps ECG model attributions to CineECG 3D space, raising Dice overlap with expert annotations from 0.47 to 0.56 on 20 cases while filtering attribution noise.
The cost of explainability in artificial intelligence- enhanced electrocardiogram models.npj Digital Medicine, 8(1):747, dec 2025
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Validating the Clinical Utility of CineECG 3D Reconstructions through Cross-Modal Feature Attribution
Cross-modal averaging maps ECG model attributions to CineECG 3D space, raising Dice overlap with expert annotations from 0.47 to 0.56 on 20 cases while filtering attribution noise.