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Screening for cardiac contractile dysfunction using an artificial intelligence-enabled electrocardiogram

Attia ZI, Kapa S, Lopez-Jimenez F, McKie PM, Ladewig DJ, Satam G, Pellikka PA, Enriquez-Sarano M, Noseworthy PA, Munger TM, Asirvatham SJ, Scott CG, Carter RE, Friedman PA (2019)

Nature Medicine 25(1).

URL: https://doi.org/10.1038/s41591-018-0240-2

Abstract. Convolutional neural network applied to standard 12-lead ECGs to identify asymptomatic left ventricular dysfunction (ejection fraction of 35% or below), demonstrating that reduced cardiac pumping function can be detected from ECG patterns not visible to human interpreters.