Multi-channel fusion LSTM for medical event prediction using EHRs

Predicting morbidity by local similarities in multi-scale patient trajectories

(2021) Lucía A. Carrasco-Ribelles et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Treatment initiation prediction by EHR mapped PPD tensor based convolutional neural networks boosting algorithm

(2021) Xueli Xiao et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Machine learning in infection management using routine electronic health records: tools, techniques, and reporting of future technologies

(2020) Christian F. Luz et al.   CLINICAL MICROBIOLOGY AND INFECTION

Deep learning for electronic health records: A comparative review of multiple deep neural architectures

(2020) Jose Roberto Ayala Solares et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Development and validation of an interpretable deep learning framework for Alzheimer’s disease classification

(2020) Shangran Qiu et al.   BRAIN

A hybrid method of recurrent neural network and graph neural network for next-period prescription prediction

(2020) Sicen Liu et al.   International Journal of Machine Learning and Cybernetics

Physician judgment versus model predicted prognosis in patients with heart failure

(2019) Tayler A. Buchan et al.   CANADIAN JOURNAL OF CARDIOLOGY

Multitask learning and benchmarking with clinical time series data

(2019) Hrayr Harutyunyan et al.   Scientific Data

A patient-similarity-based model for diagnostic prediction

(2019) Zheng Jia et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records

(2018) Bum Chul Kwon et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

A guide to deep learning in healthcare

(2018) Andre Esteva et al.   NATURE MEDICINE

Procedure prediction from symbolic Electronic Health Records via time intervals analytics

(2017) Robert Moskovitch et al.   JOURNAL OF BIOMEDICAL INFORMATICS

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

MIMIC-III, a freely accessible critical care database

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

Uses of Electronic Health Records for Public Health Surveillance to Advance Public Health

(2015) Guthrie S. Birkhead et al.   Annual Review of Public Health

Hypogonadism: Easy to define, hard to diagnose, and controversial to treat

(2015) Joshua Sterling et al.   CUAJ-Canadian Urological Association Journal

Big Data In Health Care: Using Analytics To Identify And Manage High-Risk And High-Cost Patients

(2014) David W. Bates et al.   HEALTH AFFAIRS

A method for inferring medical diagnoses from patient similarities

(2013) Assaf Gottlieb et al.   BMC Medicine

Mining high-dimensional administrative claims data to predict early hospital readmissions

(2013) Danning He et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION