TOP-Net Prediction Model Using Bidirectional Long Short-term Memory and Medical-Grade Wearable Multisensor System for Tachycardia Onset: Algorithm Development Study

Opportunities and challenges of deep learning methods for electrocardiogram data: A systematic review

(2020) Shenda Hong et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Construction and Application of a Medical-Grade Wireless Monitoring System for Physiological Signals at General Wards

(2020) Haoran Xu et al.   JOURNAL OF MEDICAL SYSTEMS

Predicting tachycardia as a surrogate for instability in the intensive care unit

(2019) Joo Heung Yoon et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

Association of Cardiovascular Disease With Respiratory Disease

(2019) Paul Carter et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU

(2018) Shamim Nemati et al.   CRITICAL CARE MEDICINE

Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review

(2018) Cao Xiao et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Predicting the Risk of Heart Failure With EHR Sequential Data Modeling

(2018) Bo Jin et al.   IEEE Access

Wearables and the medical revolution

(2018) Jessilyn Dunn et al.   Personalized Medicine

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

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

Development and validation of warning system of ventricular tachyarrhythmia in patients with heart failure with heart rate variability data

(2018) Wan-Tai M. Au-Yeung et al.   PLoS One

Artificial Intelligence in Precision Cardiovascular Medicine

(2017) Chayakrit Krittanawong et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Machine Learning and Prediction in Medicine — Beyond the Peak of Inflated Expectations

(2017) Jonathan H. Chen et al.   NEW ENGLAND JOURNAL OF MEDICINE

Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis

(2017) Benjamin Shickel et al.   IEEE Journal of Biomedical and Health Informatics

Using recurrent neural network models for early detection of heart failure onset

(2016) Edward Choi et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Prediction of Ventricular Tachycardia One Hour before Occurrence Using Artificial Neural Networks

(2016) Hyojeong Lee et al.   Scientific Reports

MIMIC-III, a freely accessible critical care database

(2016) Alistair E.W. Johnson et al.   Scientific Data

Deep learning

(2015) Yann LeCun et al.   NATURE

A targeted real-time early warning score (TREWScore) for septic shock

(2015) Katharine E. Henry et al.   Science Translational Medicine

Multi-parameter vital sign database to assist in alarm optimization for general care units

(2015) James Welch et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

The impact of the use of the Early Warning Score (EWS) on patient outcomes: A systematic review

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