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          Completed Research
        
      

      

        
          In-Flight Research
        
      

    


    

      
      

        

          

            Filter by:
            

              
              
            

          

        

        

                      

  
    

              
          evidence,         
              
          obesity,         
              
          physical activity,         
              
          wearables        
                    • Aug 26 2019
          

    

              Incentives for physical activity
          

          
Constant rate incentives were more effective than increasing or decreasing rate

        

      JAMA Network Open
    

  


                      

  
    

              
          alzheimer's disease,         
              
          cognitive decline,         
              
          digital measures,         
              
          machine learning,         
              
          methods        
                    • Aug 08 2019
          

    

              Digital measures for cognitive decline
          

          
Consumer device data have the potential to monitor and detect early symptoms of cognitive impairment, or accelerate the development and testing of new therapies

        

      KDD 2019
    

  


                      

  
    

              
          methods,         
              
          wearables        
                    • Jun 06 2019
          

    

              Review of mobile tech in clinical research
          

          
Systematic review summarizing pilot studies addressing mobile technology sensor performance, algorithm development, software performance, and/or operational feasibility

        

      NPJ Digital Medicine, 2019
    

  


                      

  
    

              
          chronic pain,         
              
          digital biomarkers,         
              
          evidence generation        
                    • May 22 2019
          

    

              Initial DiSCover results
          

          
A large-scale virtual study can provide significant insights into chronic pain

        

      ISPOR, 2019
    

  


                      

  
    

              
          arrhythmia,         
              
          deep learning,         
              
          machine learning,         
              
          methods,         
              
          wearables        
                    • May 06 2019
          

    

              Adversarial examples for ECG
          

          
Adversarial examples may pose a real challenge for ML systems designed for ECG

        

      ICLR 2019
    

  


                      

  
    

              
          machine learning,         
              
          methods        
                    • May 06 2019
          

    

              Reproducibility in machine learning for health
          

          
ML4H performs worse than other machine learning fields in several reproducibility metrics

        

      ICLR 2019
    

  


                      

  
    

              
          diabetes,         
              
          heart,         
              
          hypertension,         
              
          wearables        
                    • Mar 20 2019
          

    

              Chronic condition medication adherence and activity tracking
          

          
Adopters of digital health activity trackers tend to be more adherent to medications

        

      JMIR Publications, 2019
    

  


                      

  
    

              
          heart rate,         
              
          wearables        
                    • Mar 07 2019
          

    

              A free living study to compare two commercial wearable systems
          

          
Two commercial wearable systems that measure heart rate perform similarly in recent validation study

        

      Society of Behavioral Medicine, 2019
    

  


                      

  
    

              
          activity,         
              
          depression,         
              
          sleep,         
              
          wearables        
                    • Mar 07 2019
          

    

              Longitudinal activity and sleep may serve as a potential indicator of worsening depression
          

          
Virtual, one-year observational study to explore associations between longitudinal objective measures of health behaviors and mental health status

        

      Society of Behavioral Medicine, 2019
    

  


                      

  
    

              
          cognitive decline,         
              
          wearables        
                    • Feb 21 2019
          

    

              Digital biomarkers for Alzheimer's disease concept
          

          
Mobile and wearable technologies present a unique opportunity to massively detect neurodegenerative diseases.

        

      Nature Digital Medicine, 2019
    

  


                      

  
    

              
          achievement,         
              
          activity,         
              
          flu,         
              
          wearables        
                    • Feb 12 2019
          

    

              Using wearable data signals to show changes related to Flu
          

          
First study to present population-level influenza signals in a large network of mHealth users

        

      International Society for Disease Surveillance Conference, January 2019
    

  


                      

  
    

              
          recruitment,         
              
          sleep,         
              
          wearables        
                    • Jan 22 2019
          

    

              Using mobile health platforms to accelerate recruitment for studying sleep
          

          
Study to investigate a method for speeding up the recruitment process and maximizing participant engagement using the Achievement mobile health platform 

        

      JMIR Publications, 2019
    

  


                      

  
    

              
          depression,         
              
          digital biomarkers,         
              
          quality of life,         
              
          wearables        
                    • Oct 20 2018
          

    

              Digital biomarker for quality of life from passive activity data
          

          
Logistic regression model to identify behavioral patterns associated with HRQOL measures

        

      SOCIETY FOR MEDICAL DECISION MAKING
    

  


                      

  
    

              
          flu,         
              
          wearables        
                    • Oct 17 2018
          

    

              Predicting influenza vaccinations from activity data and claims
          

          
A retrospective analysis to compare and contrast the predictive ability of consumer health data from wearables with medical claims data to predict influenza vaccination rates

        

      Society for Medical Decision Making
    

  


                      

  
    

              
          coaching,         
              
          cognitive decline,         
              
          digital medicine        
                    • Sep 11 2018
          

    

              Impact of Virtual Cognitive Health Program on Older Adults at Risk for Dementia
          

          
A 52-week, prospective, single-arm, pre-post, remote nationwide clinical trial

        

      JMIR Aging 2018
    

  


                      

  
    

              
          coaching,         
              
          cognitive decline,         
              
          digital medicine,         
              
          methods        
                    • Aug 16 2018
          

    

              Design and baseline data from the Neurotrack study
          

          
A single-arm, 82 participant pre-post study is examining the impact of a remote intervention on cognitive health

        

      Journal of Medical Internet Research, 2018
    

  


                      

  
    

              
          cognitive decline,         
              
          digital biomarkers        
                    • Jul 25 2018
          

    

              Digital voice biomarker for early detection of dementia
          

          
Voice / speech data can help detect cognitive decline

        

      Alzheimer's Association International Conference, 2018
    

  


                      

  
    

              
          anxiety,         
              
          coaching,         
              
          cognitive decline,         
              
          depression,         
              
          digital medicine,         
              
          evidence generation        
                    • Jul 25 2018
          

    

              Impact of Neurotrack on depression and anxiety
          

          
A single-arm study found a significant reduction in symptoms of depression and anxiety after 6 months

        

      Alzheimer's Association International Conference, 2018
    

  


                      

  
    

              
          diabetes,         
              
          digital biomarkers,         
              
          flu,         
              
          quality of life,         
              
          wearables        
                    • Jun 24 2018
          

    

              Measuring influenza outcomes using wearable data
          

          
Type 2 diabetics experienced significant changes in activity and sleep

        

      American Diabetes Association, 2018
    

  


                      

  
    

              
          anxiety,         
              
          depression,         
              
          digital biomarkers,         
              
          wearables        
                    • May 22 2018
          

    

              Associations between activity patterns and depression
          

          
More variability in activity was associated with developing more severe depression

        

      International Society For Pharmacoeconomics and Outcomes Research, 2018
    

  


                      

  
    

              
          digital medicine,         
              
          evidence generation,         
              
          hypertension,         
              
          medication adherence,         
              
          patient-reported data        
                    • Apr 16 2018
          

    

              Impact of Medisafe on adherence and blood pressure
          

          
A RCT found a small improvement in adherence and no change in blood pressure

        

      JAMA Internal Medicine, 2018
    

  


                      

  
    

              
          digital biomarkers,         
              
          wearables        
                    • Apr 13 2018
          

    

              Associations between activity patterns and number of chronic conditions
          

          
The presence of multiple chronic conditions was associated with lower activity levels

        

      Society of Behavioral Medicine, 2018
    

  


                      

  
    

              
          digital biomarkers,         
              
          multiple sclerosis,         
              
          wearables        
                    • Apr 10 2018
          

    

              Exploratory digital biomarkers to identify multiple sclerosis
          

          
In a study with Novartis, consumer devices distinguish MS and non-MS patients

        

      American Academy of Neurology, 2018
    

  


                      

  
    

              
          coaching,         
              
          diabetes,         
              
          digital medicine,         
              
          evidence generation        
                    • Mar 24 2018
          

    

              Impact of OneDrop on blood glucose control
          

          
A single-arm, 127 participant study found a significant improvement in A1c

        

      The Diabetes Educator, 2018
    

  


                      

  
    

              
          anxiety,         
              
          coaching,         
              
          digital medicine,         
              
          health economics        
                    • Jan 09 2018
          

    

              Cost-effectiveness of mobile CBT
          

          
Mobile cognitive behavioral therapy may lead to improved health outcomes at lower costs

        

      PLoS ONE, 2018
    

  


                      

  
    

              
          digital biomarkers,         
              
          methods        
                    • Dec 04 2017
          

    

              Impact of missing user-generated mHealth data
          

          
The performance of multi-task convolutional neural networks (MT-CNNs) is very robust to missing data

        

      Neural Information Processing Systems, 2017
    

  


                      

  
    

              
          anxiety,         
              
          depression,         
              
          diabetes,         
              
          digital biomarkers        
                    • Nov 07 2017
          

    

              Identifying mental health illnesses in diabetics
          

          
Everyday behavior data can help identify self-reported symptoms of MHI amongst self-reported diabetics

        

      American Medical Informatics Association, 2017
    

  


                      

  
    

              
          anxiety,         
              
          depression,         
              
          digital biomarkers,         
              
          sleep        
                    • Oct 22 2017
          

    

              Association between sleep patterns and anxiety / depression
          

          
Severe depression is associated with inconsistent, disordered, and less sleep

        

      Society for Medical Decision Making, 2017
    

  


                      

  
    

              
          device selection,         
              
          wearables        
                    • Sep 26 2017
          

    

              Sustained use of wearable devices
          

          
With tens of thousands of initial activations, over 80% of individuals sustained use past 6 months

        

      Annals of Internal Medicine, 2017
    

  


                      

  
    

              
          behavior data,         
              
          behavioral phenotyping,         
              
          methods        
                    • Aug 13 2017
          

    

              Collecting and analyzing large scale behavior data
          

          
Evaluating deep neural network models that achieve high prediction performance without feature engineering

        

      Knowledge Discovery and Data Mining, 2017
    

  


                      

  
    

              
          digital biomarkers,         
              
          methods        
                    • Jun 19 2017
          

    

              Phenotying chronic disease from behavior data
          

          
A model trained on 30 days of data attains the same performance as using the full 147-day window of data

        

      ACM Mobisys, 2017
    

  


                      

  
    

              
          coaching,         
              
          diabetes,         
              
          digital medicine,         
              
          evidence generation        
                    • Jun 12 2017
          

    

              Impact of OneDrop on blood glucose control
          

          
A single-arm, 127 participant study looking at impact of a mobile app plus coaching

        

      American Diabetes Association, 2017
    

  


                      

  
    

              
          diabetes,         
              
          methods,         
              
          patient-reported data        
                    • Jun 12 2017
          

    

              Accuracy of self-reported A1c
          

          
Self-reported A1c is a reasonable measure of uncontrolled A1c

        

      American Diabetes Association, 2017
    

  


                      

  
    

              
          activity,         
              
          digital biomarkers,         
              
          quality of life,         
              
          sleep        
                    • May 22 2017
          

    

              Using activity and sleep to understand perceived health
          

          
Exercise and consistent sleep are associated with positive perceptions of health

        

      International Society For Pharmacoeconomics and Outcomes Research, 2017
    

  


                      

  
    

              
          activity,         
              
          evidence generation,         
              
          social        
                    • Apr 03 2017
          

    

              Scaling activity habits via social
          

          
Additional social ties were found to lead to increased daily physical activity

        

      World Wide Web, 2017
    

  


                      

  
    

              
          hypertension,         
              
          methods,         
              
          patient-reported data        
                    • Apr 01 2017
          

    

              Accuracy of self-reported blood pressure
          

          
Self-reported blood pressure was not an accurate method of monitoring hypertension

        

      Quality of Care and Outcomes Research, 2017
    

  


                      

  
    

              
          diabetes,         
              
          evidence generation,         
              
          self-tracking        
                    • Mar 29 2017
          

    

              Impact of OneDrop self-tracking on blood glucose control
          

          
Higher rates of logging were related to better blood glucose control

        

      Society of Behavioral Medicine, 2017
    

  


                      

  
    

              
          digital biomarkers,         
              
          sleep,         
              
          weight loss        
                    • Mar 29 2017
          

    

              Associations between sleep patterns and weight
          

          
Individuals suffering from difficulty sleeping were associated with weight gain

        

      Society of Behavioral Medicine, 2017
    

  


                      

  
    

              
          activity,         
              
          augmented reality,         
              
          evidence generation,         
              
          gamification        
                    • Mar 29 2017
          

    

              Impact of Pokémon GO on physical activity
          

          
Increases in activity, while high after initial usage, waned over time

        

      Society of Behavioral Medicine, 2017
    

  


                      

  
    

              
          heart failure,         
              
          social determinants        
                    • Mar 17 2017
          

    

              Heart failure readmission prediction
          

          
Models that incorporate social determinants improve performance

        

      American College of Cardiology, 2017
    

  


                      

  
    

              
          behavior data,         
              
          digital biomarkers,         
              
          methods        
                    • Dec 04 2016
          

    

              Classifying chronic conditions with behavior data
          

          
Convolutional neural networks (CNNs) achieve top classification performance

        

      Neural Information Processing Systems, 2016
    

  


                      

  
    

              
          digital medicine,         
              
          evidence generation,         
              
          hypertension,         
              
          medication adherence,         
              
          methods        
                    • Nov 18 2016
          

    

              Designing the Medisafe study
          

          
The first study to assess a mobile app's effect on medication adherence and hypertension 

        

      American Heart Journal, 2016
    

  


                      

  
    

              
          methods,         
              
          recruitment        
                    • Jun 12 2016
          

    

              Efficiency of virtual recruitment
          

          
Virtual methods were found to be 6-12x faster across study types

        

      Society for Medical Decision Making, 2016
    

  


                      

  
    

              
          digital medicine,         
              
          evidence generation,         
              
          health economics        
                    • Jun 01 2016
          

    

              Impact of CrowdMed on utilization
          

          
As a case study, crowdsourcing diagnoses led to lower health care utilization

        

      Journal of Medical Internet Research, 2016
    

  


                      

  
    

              
          behavioral phenotyping,         
              
          digital biomarkers,         
              
          methods        
                    • May 07 2016
          

    

              Predicting health outcomes from behavior data
          

          
Convolutional neural networks (CNN) can accurately predict health variables

        

      SIAM Data Mining, 2016
    

  


                      

  
    

              
          digital medicine,         
              
          weight loss        
                    • Apr 06 2016
          

    

              Association between weight and self-tracking or logging
          

          
High adherence to tracking and logging is associated with weight loss

        

      PLoS One, 2016
    

  


                      

  
    

              
          behavioral economics,         
              
          behavioral phenotyping        
                    • Mar 04 2016
          

    

              Incentive marketing for habit formation
          

          
Salient incentives produced significantly more behavior change

        

      Harvard Business School, 2016
    

  


                      

  
    

              
          disease progression,         
              
          methods        
                    • Dec 07 2015
          

    

              Unsupervised disease progression modeling
          

          
Electronic health record data can be used to develop unsupervised disease progression models

        

      Neural Information Processing System, 2015
    

  


                      

  
    

              
          digital biomarkers,         
              
          medication adherence        
                    • Oct 18 2015
          

    

              Association between medication adherence and activity tracking
          

          
Patients who track activities more frequently are more adherent to medication

        

      Society for Medical Decision Making, 2015
    

  


                  

              


      
      

        

          

            Filter by:
            

              
              
            

          

        

        

                      

  
    

              
          digital biomarkers,         
              
          pain,         
              
          patient-reported data,         
              
          wearables        
                    • Feb 05 2018
          

    

              Large scale discovery of chronic pain digital biomarkers
          

          
The DiSCover Project is the largest study of chronic pain ever undertaken, run entirely virtually

        

      ClinicalTrials.gov
    

  


                      

  
    

              
          digital biomarkers,         
              
          patient-reported data,         
              
          sleep        
                    • Oct 31 2017
          

    

              Association between sleep and health
          

          
A single-arm, 1,000+ participant study examining sleep and its relationship to health and daytime activities

        

      
    

  


                      

  
    

              
          asthma,         
              
          coaching,         
              
          digital medicine,         
              
          evidence generation,         
              
          pediatrics        
                    • Oct 06 2017
          

    

              The effect of Tueo Health on asthma control
          

          
A 16 week, prospective RCT that aims to evaluate the impact of Tueo Health on pediatric asthma control

        

      ClinicalTrials.gov
    

  


                      

  
    

              
          achievement,         
              
          anxiety,         
              
          behavior data,         
              
          depression,         
              
          digital biomarkers        
                    • Apr 07 2017
          

    

              Achievement mental health study
          

          
A long-term observational study of individuals with self-reported anxiety and/or depression with associated passive behavior data collection

        

      
    

  


                  

                  

            

              

                
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