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Author

Silav Zeid

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Review Open access Oct 2026

Deep learning-based echocardiography for cardiac assessment: a systematic literature review and meta-analysis

Abstract Aims Artificial intelligence, particularly deep learning (DL), has shown significant potential for enhancing the assessment of echocardiograms in clinical practice. This systematic review and meta-analysis aimed to evaluate the performance of DL models and to identify factors affecting their performance. Metho...

Aida Romano-Martinez, Silav Zeid, M. Krolevets et al. · 0 citations
Open access Jul 2026

Multi-Omics-Based Sex Stratification Identifies Distinct High-Risk Phenotypes in HFpEF

Sex-stratified molecular-clinical networks define prognostically distinct HFpEF subgroups with robust external validation, supporting precision medicine strategies targeting high-risk cluster patients in sex-specific manner.

E. Esenkova, T. Koeck, S. Rapp et al. · 0 citations

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