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Review Aug 2026

Advancements in T1 Mapping for Cardiac MRI: Comprehensive Review of Techniques, Clinical Applications, Artificial Intelligence Integration, and Future Perspectives.

INTRODUCTION The use of cardiovascular magnetic resonance (CMR) T1 mapping is becoming the dominant method for quantitatively characterizing diffuse tissue abnormalities in the myocardium that cannot be detected by traditional late gadolinium enhancement (LGE). This review provides a comprehensive overview of recent te...

Mariem Dali, Narjes Benameur, Wafa Baccouch et al. · 0 citations
Open access Aug 2026

A Hybrid Meta-Learning Framework Integrating ECG, Cine-MRI, and Biomarkers for Heart Failure Prediction

The results highlight the potential of late-fusion strategies for integrating independently trained modality-specific predictions, offering a feasible approach for HF risk assessment under heterogeneous data availability.

Wafa Baccouch, Narjes Benameur, Abdulrahman A. Alsayyari et al. · 0 citations
Open access Aug 2026

Native myocardial T1 reference values in a tunisian cohort using MOLLI and SMART1Map

Native T1 values in cardiac magnetic resonance (CMR) are influenced by acquisition sequence, physiological factors, and site-specific variability, complicating clinical interpretation. The absence of population-specific reference values further limits diagnostic accuracy. This study aimed to establish native T1 referen...

Mariem Dali, Narjes Benameur, Mohamed Deriche et al. · 0 citations

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