Longitudinal Risk Prediction of Chronic Kidney Disease in Diabetic Patients Using a Temporal-Enhanced Gradient Boosting Machine: Retrospective Cohort Study
Longitudinal Risk Prediction of Chronic Kidney Disease in Diabetic Patients Using a Temporal-Enhanced Gradient Boosting Machine: Retrospective Cohort Study
Xing Song
1
, PhD ;
Lemuel R Waitman
1
, PhD ;
Alan SL Yu
2
, MD ;
David C Robbins
3
, MD ;
Yong Hu
4
* , PhD ;
Mei Liu
1
* , PhD
1
University of Kansas Medical Center, Department of Internal Medicine, Division of Medical Informatics, Kansas City, KS, United States
2
University of Kansas Medical Center, Division of Nephrology and Hypertension and the Kidney Institute, Kansas City, KS, United States
3
University of Kansas Medical Center, Diabetes Institute, Kansas City, KS, United States
4
Jinan University, Big Data Decision Institute, Guangzhou, China
*these authors contributed equally
Corresponding Author:
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Mei Liu, PhD
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University of Kansas Medical Center
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Department of Internal Medicine, Division of Medical Informatics
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3901 Rainbow Boulevard
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Kansas City, KS, 66160
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United States
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Phone:
1 9139456446
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Fax: 1 9135884880
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Email: meiliu@kumc.edu