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:
        
 - 
                Mei Liu, PhD
- 
                University of Kansas Medical Center
            
- 
                Department of Internal Medicine, Division of Medical Informatics
            
- 
                3901 Rainbow Boulevard
            
- 
                Kansas City, KS 66160
- 
                United States
            
- 
                Phone:
                1 9139456446
- 
                Fax: 1 9135884880
            
- 
                Email: meiliu@kumc.edu