selected publications
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                     Digital biomarker of mental fatigue. 
 
                    NPJ digital medicine. 
            
             2021
             
			
			
			
			
			
			Academic Article
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 Times cited: 18
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                     Banbury Forum Consensus Statement on the Path Forward for Digital Mental Health Treatment. 
 
                    Psychiatric services (Washington, D.C.). 
            
             2021
             
			
			
			
			
			
			Academic Article
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 Times cited: 84
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                     Using Smartphone Sensor Data to Assess Inhibitory Control in the Wild: Longitudinal Study. 
 
                    JMIR mHealth and uHealth. 
            
             2020
             
			
			
			
			
			
			Academic Article
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 Times cited: 7
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                     Assessing the relationship between routine and schizophrenia symptoms with passively sensed measures of behavioral stability. 
 
                    NPJ schizophrenia. 
            
             2020
             
			
			
			
			
			
			Academic Article
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 Times cited: 25
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                     Smartphone relapse prediction in serious mental illness: a pathway towards personalized preventive care. 
 
                    World psychiatry : official journal of the World Psychiatric Association (WPA). 
            
             2020
             
			
			
			
			
			
			Academic Article
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 Times cited: 24
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                     Using behavioral rhythms and multi-task learning to predict fine-grained symptoms of schizophrenia. 
 
                    Scientific reports. 
            
             2020
             
			
			
			
			
			
			Academic Article
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 Times cited: 40
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                     Predicting Early Warning Signs of Psychotic Relapse From Passive Sensing Data: An Approach Using Encoder-Decoder Neural Networks. 
 
                    JMIR mHealth and uHealth. 
            
             2020
             
			
			
			
			
			
			Academic Article
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 Times cited: 76
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                     Capturing behavioral indicators of persecutory ideation using mobile technology. 
 
                    Journal of psychiatric research. 
            
             2019
             
			
			
			
			
			
			Academic Article
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 Times cited: 30
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                     Relationships between smartphone social behavior and relapse in schizophrenia: A preliminary report. 
 
                    Schizophrenia research. 
            
             2019
             
			
			
			
			
			
			Academic Article
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 Times cited: 73
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                     Feasibility and Acceptability of Mobile Phone-Based Auto-Personalized Physical Activity Recommendations for Chronic Pain Self-Management: Pilot Study on Adults. 
 
                    Journal of medical Internet research. 
            
             2018
             
			
			
			
			
			
			Academic Article
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 Times cited: 43
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                     Keppi: A Tangible User Interface for Self-Reporting Pain. 
 
                    ACM transactions on applied perception. 
            
             2018
             
			
			
			
			
			
			Academic Article
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 Times cited: 36
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                     Sensing behavioral symptoms of mental health and delivering personalized interventions using mobile technologies. 
 
                    Depression and anxiety.
            
             2017
             
			
			
			
			
			
			Review
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 Times cited: 71
- EmotionCheck:: A Wearable Device to Regulate Anxiety through False Heart Rate Feedback. GetMobile (New York, N.Y.). 2017 Academic Article GET IT
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                     CrossCheck: Integrating self-report, behavioral sensing, and smartphone use to identify digital indicators of psychotic relapse. 
 
                    Psychiatric rehabilitation journal. 
            
             2017
             
			
			
			
			
			
			Academic Article
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 Times cited: 147
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                     Current Issues and Future Directions for Research Into Digital Behavior Change Interventions. 
 
                    American journal of preventive medicine. 
            
             2016
             
			
			
			
			
			
			Editorial Article
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 Times cited: 75
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                     Mobile Manifestations of Alertness: Connecting Biological Rhythms with Patterns of Smartphone App Use. 
 
                    MobileHCI : proceedings of the ... International Conference on Human Computer Interaction with Mobile Devices and Services. MobileHCI (Conference). 
            
             2016
             
			
			
			
			
			
			Academic Article
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 Times cited: 49
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                     Development and Evaluation of a Smartphone-Based Measure of Social Rhythms for Bipolar Disorder. 
 
                    Assessment.
            
             2016
             
			
			
			
			
			
			Review
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 Times cited: 82
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                     Talking Less during Social Interactions Predicts Enjoyment: A Mobile Sensing Pilot Study. 
 
                    PloS one. 
            
             2016
             
			
			
			
			
			
			Academic Article
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 Times cited: 4
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                     Leveraging Multi-Modal Sensing for Mobile Health: A Case Review in Chronic Pain. 
 
                    IEEE journal of selected topics in signal processing. 
            
             2016
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 27
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                     Automatic detection of social rhythms in bipolar disorder. 
 
                    Journal of the American Medical Informatics Association : JAMIA. 
            
             2016
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 190
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                     Mobile Behavioral Sensing for Outpatients and Inpatients With Schizophrenia. 
 
                    Psychiatric services (Washington, D.C.). 
            
             2015
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 103
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                     Mindless Computing: Designing Technologies to Subtly Influence Behavior. 
 
                    Proceedings of the ... ACM International Conference on Ubiquitous Computing . UbiComp (Conference). 
            
             2015
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 109
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                     Automated personalized feedback for physical activity and dietary behavior change with mobile phones: a randomized controlled trial on adults. 
 
                    JMIR mHealth and uHealth. 
            
             2015
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 200
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                     Objective measurement of sociability and activity: mobile sensing in the community. 
 
                    Annals of family medicine. 
            
             2011
             
			
			
			
			
			
			Academic Article
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 Times cited: 58
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                     Passive and In-situ Assessment of Mental and Physical Well-being using Mobile Sensors. 
 
                    Proceedings of the ... ACM International Conference on Ubiquitous Computing . UbiComp (Conference). 
            
             2011
             
			
			
			
			
			
			Academic Article
 			GET IT
 			
 Times cited: 191
