Explaining deep neural networks for knowledge discovery in electrocardiogram analysis

An Efficient Low Computational Cost Method of R-Peak Detection

(2021) Varun Gupta et al.   WIRELESS PERSONAL COMMUNICATIONS

Prediction of mortality from 12-lead electrocardiogram voltage data using a deep neural network

(2020) Sushravya Raghunath et al.   NATURE MEDICINE

Automatic Triage of 12‐Lead ECGs Using Deep Convolutional Neural Networks

(2020) Rutger R. van de Leur et al.   Journal of the American Heart Association

Electrocardiographic T-wave morphology and risk of mortality

(2020) Jonas L. Isaksen et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Machine Learning Interpretability: A Survey on Methods and Metrics

(2019) Diogo V. Carvalho et al.   Electronics

Age and Sex Estimation Using Artificial Intelligence From Standard 12-Lead ECGs

(2019) Zachi I. Attia et al.   Circulation-Arrhythmia and Electrophysiology

Key challenges for delivering clinical impact with artificial intelligence

(2019) Christopher J. Kelly et al.   BMC Medicine

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

(2019) Ramprasaath R. Selvaraju et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

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

(2018) Awni Y. Hannun et al.   NATURE MEDICINE

Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study

(2018) John R. Zech et al.   PLOS MEDICINE

Automated detection of arrhythmias using different intervals of tachycardia ECG segments with convolutional neural network

(2017) U. Rajendra Acharya et al.   INFORMATION SCIENCES

Unintended Consequences of Machine Learning in Medicine

(2017) Federico Cabitza et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Rare genetic variants previously associated with congenital forms of long QT syndrome have little or no effect on the QT interval

(2015) Jonas Ghouse et al.   EUROPEAN HEART JOURNAL

Risk prediction of cardiovascular death based on the QTc interval: evaluating age and gender differences in a large primary care population

(2014) J. B. Nielsen et al.   EUROPEAN HEART JOURNAL

J-Shaped Association Between QTc Interval Duration and the Risk of Atrial Fibrillation

(2013) Jonas Bille Nielsen et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Quantitative Analysis of T-wave Morphology Increases Confidence in Drug-Induced Cardiac Repolarization Abnormalities: Evidence From the Investigational IKrInhibitor Lu 35-138

(2009) Claus Graff et al.   JOURNAL OF CLINICAL PHARMACOLOGY

Reference values of electrocardiogram repolarization variables in a healthy population

(2009) Christian Haarmark et al.   JOURNAL OF ELECTROCARDIOLOGY