Explaining deep neural networks for knowledge discovery in electrocardiogram analysis

Deep learning-based tools may annotate and interpret medical data more quickly, consistently, and accurately than medical doctors. However, as medical doctors are ultimately responsible for clinical decision-making, any deep learning-based prediction should be accompanied by an explanation that a hu...

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Bibliographic Details

Published in:	Scientific reports Vol. 11; no. 1; pp. 10949 - 11
Main Authors:	Hicks, Steven A., Isaksen, Jonas L., Thambawita, Vajira, Ghouse, Jonas, Ahlberg, Gustav, Linneberg, Allan, Grarup, Niels, Strümke, Inga, Ellervik, Christina, Olesen, Morten Salling, Hansen, Torben, Graff, Claus, Holstein-Rathlou, Niels-Henrik, Halvorsen, Pål, Maleckar, Mary M., Riegler, Michael A., Kanters, Jørgen K.
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 26.05.2021 Nature Publishing Group Nature Portfolio
Subjects:	631/114/1305 692/4019 Clinical decision making Decision making Deep learning EKG Electrocardiography Humanities and Social Sciences multidisciplinary Neural networks Science Science (multidisciplinary)
ISSN:	2045-2322, 2045-2322
Online Access:	Get full text
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