Original ResearchPublished 8 October 2026A screening method for aortic valve disease based on spectral analysis of a single-channel electrocardiogram using machine learning algorithmsNatalia Kuznetsova · Daniil Zelenov · Aleksandra Bogdanova · Ines Dhif · Ekaterina Shobonova · Anna Alekseeva · Dinara Mesitskaya · Abram Syrkin · Roman Komarov · Philippe Kopylov · Petr ChomakhidzeFrontiers in Cardiovascular Medicinedoi 10.3389/fcvm.2026.1969401