Concepedia

Machine Learning of 12-Lead QRS Waveforms to Identify Cardiac Resynchronization Therapy Patients With Differential Outcomes

Albert Feeny, John Rickard, Kevin Trulock, Divyang Patel, Saleem Toro, Laurie Ann Moennich, Niraj Varma, Mark Niebauer, Eiran Z. Gorodeski, Richard A. Grimm,

Circulation Arrhythmia and Electrophysiology · 2020 · 45 citations · 30 references

DOIFull text

Open access

Abstract

Unsupervised machine learning of ECG waveforms identified CRT subgroups with relevance beyond LBBB and QRSd. This method may assist in objective classification of bundle branch block morphology in CRT.

References

30

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Cardiac-Resynchronization Therapy with or without an Implantable Defibrillator in Advanced Chronic Heart Failure

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Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network

Awni Hannun, Pranav Rajpurkar, Masoumeh Haghpanahi et al. · Nature Medicine · 2018 · 2.7K citations

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Clyde W. Yancy, Mariell Jessup, Biykem Bozkurt et al. · Circulation · 2013 · 2.1K citations

, , +3