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Development and temporal validation of a two-stage ECG-based machine learning model for LVEF screening: a Middle Eastern cohort study

Abstract Background Heart failure is a global health burden, yet artificial intelligence (AI) screening tools for left ventricular ejection fraction (LVEF) have largely been validated in Western populations with limited data from the Middle East. We aimed to develop and validate an interpretable-fir...

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Bibliografische Detailangaben
Hauptverfasser: Mohammed E Khalil, Adam M Khalil, Mo’ath Bani Ali, Rami Bani Ata, Abdelrahman Zamzam, Mohammad Qadura
Format: Artigo
Sprache:Inglês
Veröffentlicht: BMC 2026-03-01
Schriftenreihe:BMC Cardiovascular Disorders
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Online-Zugang:https://doi.org/10.1186/s12872-026-05763-3
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