Author

Marco Merlo

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#machine learning Preprint Sep 2026

Learning from VAE Errors to support ECG-based Differential Diagnosis of Myocardial Scar

Late Gadolinium Enhancement (LGE) on cardiac magnetic resonance is a key marker of myocardial scar, but its limited accessibility motivates routine ECG-based screening. We evaluated whether $\beta$-variational autoencoder (VAE)-derived ECG representations can discriminate LGE+ from LGE- cardiomyopathic patients in a lo...

Shayan Sharifi, R. Treu, I. Gandin et al. · 0 citations

Open access Jul 2026

Arrhythmic Risk in Carriers of Predicted Deleterious Rare Variants in Dilated and Arrhythmogenic Cardiomyopathy Genes

PDrV carriers have a higher risk of severe cardiac events, even without a clinical overt disease phenotype at baseline evaluation, and PDrV in arrhythmic genes significantly influence SCD/MVA risk, regardless of phenotypic diagnosis of DCM.

I. Gandin, A. Vergani, M. Massi et al. · JACC: Advances · 0 citations