Using Wearable Activity Trackers to Predict Type 2 Diabetes: Machine Learning–Based Cross-sectional Study of the UK Biobank Accelerometer Cohort
 
                            Using Wearable Activity Trackers to Predict Type 2 Diabetes: Machine Learning–Based Cross-sectional Study of the UK Biobank Accelerometer Cohort
                        
     
                    Benjamin Lam
                   
                    1
                      , BSc ;  
                    Michael Catt
                   
                    2
                      , PhD ;  
                    Sophie Cassidy
                   
                    3
                      , PhD ;  
                    Jaume Bacardit
                   
                    1
                      , PhD ;  
                    Philip Darke
                   
                    1
                      , BSc ;  
                    Sam Butterfield
                   
                    1
                      , BSc ;  
                    Ossama Alshabrawy
                   
                    4
                      , PhD ;  
                    Michael Trenell
                   
                    5
                      , PhD ;  
                    Paolo Missier
                   
                    1
                      , PhD 
 
                1
            
            School of Computing, Newcastle University, Newcastle upon Tyne, United Kingdom
        
                2
            
            Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
        
                3
            
            Faculty of Medicine and Health, University of Sydney, Sydney, Australia
        
                4
            
            Department of Computer and Information Sciences, Northumbria University, Newcastle upon Tyne, United Kingdom
        
                5
            
            Faculty of Medical Sciences, The Medical School, Newcastle University, Newcastle upon Tyne, United Kingdom
        
  
        
    
        
    
        
    
        
    
        
    
        
    
        
    
        
    
        
    
 
            Corresponding Author:
        
 - 
                Benjamin Lam, BSc
  - 
                School of Computing
            
  - 
                Newcastle University
            
   - 
                Urban Sciences Building
            
  - 
                1 Science Square
            
  - 
                Newcastle upon Tyne NE4 5TG
  - 
                United Kingdom
            
  - 
                Phone:
                44 7704111910
   - 
                Email: b.p.lam1@ncl.ac.uk