January 1, 2019Open Access

Development and Validation of Deep-Learning Algorithm for Electrocardiography-Based Heart Failure Identification

Does a deep-learning algorithm using ECG features improve heart failure identification compared to other machine-learning methods?

Intervention

Deep-learning algorithm using ECG features

Comparator

Other machine-learning methods

Outcome

Heart failure identification

A deep-learning algorithm using ECG features accurately identifies heart failure and outperforms other machine-learning methods.

The deep-learning algorithm accurately identified HF using ECG features and outperformed other machine-learning methods.

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Joon‐myoung Kwon

Kyung‐Hee Kim

Ki‐Hyun Jeon

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