Development and Validation of a Deep Learning Based Diabetes Prediction System Using a Nationwide Population-Based Cohort

A Deep Learning Model for Estimation of Patients with Undiagnosed Diabetes

(2020) Kwang Sun Ryu et al.   Applied Sciences-Basel

Predicting the onset of type 2 diabetes using wide and deep learning with electronic health records

(2019) Binh P. Nguyen et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Artificial Intelligence for Diabetes Management and Decision Support: Literature Review

(2018) Ivan Contreras et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Past and Current Status of Adult Type 2 Diabetes Mellitus Management in Korea: A National Health Insurance Service Database Analysis

(2018) Seung-Hyun Ko et al.   Diabetes & Metabolism Journal

Development and Validation of the Korean Diabetes Risk Score: A 10-Year National Cohort Study

(2018) Kyoung Hwa Ha et al.   Diabetes & Metabolism Journal

Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning

(2018) Nicolas Coudray et al.   NATURE MEDICINE

Predicting Diabetes Mellitus With Machine Learning Techniques

(2018) Quan Zou et al.   Frontiers in Genetics

Global aetiology and epidemiology of type 2 diabetes mellitus and its complications

(2017) Yan Zheng et al.   Nature Reviews Endocrinology

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

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

Cohort profile: the National Health Insurance Service-National Health Screening Cohort (NHIS-HEALS) in Korea

(2017) Sang Cheol Seong et al.   BMJ Open

Can machine-learning improve cardiovascular risk prediction using routine clinical data?

(2017) Stephen F. Weng et al.   PLoS One

Korean National Health Insurance Database

(2016) Dong Wook Shin et al.   JAMA Internal Medicine

Data Analytic Process of a Nationwide Population-Based Study Using National Health Information Database Established by National Health Insurance Service

(2016) Yong-ho Lee et al.   Diabetes & Metabolism Journal

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

(2015) Sebastian Bach et al.   PLoS One

Development and Validation of a Patient Self-assessment Score for Diabetes Risk

(2013) Heejung Bang   ANNALS OF INTERNAL MEDICINE

A Simple Screening Score for Diabetes for the Korean Population: Development, validation, and comparison with other scores

(2012) Y.-h. Lee et al.   DIABETES CARE

Machine Learning in Medicine: A Primer for Physicians

(2010) Akbar K Waljee et al.   AMERICAN JOURNAL OF GASTROENTEROLOGY