Digital Biomarkers and Digital Phenotyping

Requirements and Operational Guidelines for Secure and Sustainable Digital Phenotyping: Design and Development Study

Raj R Jagesar, Jacob A Vorstman, Martien J Kas

J Med Internet Res 2021 (Apr 07); 23(4):e20996

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Computer Mouse Movements as an Indicator of Work Stress: Longitudinal Observational Field Study

Nicolas Banholzer, Stefan Feuerriegel, Elgar Fleisch, Georg Friedrich Bauer, Tobias Kowatsch

J Med Internet Res 2021 (Apr 02); 23(4):e27121

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Predicting Emotional States Using Behavioral Markers Derived From Passively Sensed Data: Data-Driven Machine Learning Approach

Emese Sükei, Agnes Norbury, M Mercedes Perez-Rodriguez, Pablo M Olmos, Antonio Artés

JMIR Mhealth Uhealth 2021 (Mar 22); 9(3):e24465

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Using Wearable Activity Trackers to Predict Type 2 Diabetes: Machine Learning–Based Cross-sectional Study of the UK Biobank Accelerometer Cohort

Benjamin Lam, Michael Catt, Sophie Cassidy, Jaume Bacardit, Philip Darke, Sam Butterfield, Ossama Alshabrawy, Michael Trenell, Paolo Missier

JMIR Diabetes 2021 (Mar 19); 6(1):e23364

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HOPES: An Integrative Digital Phenotyping Platform for Data Collection, Monitoring, and Machine Learning

Xuancong Wang, Nikola Vouk, Creighton Heaukulani, Thisum Buddhika, Wijaya Martanto, Jimmy Lee, Robert JT Morris

J Med Internet Res 2021 (Mar 15); 23(3):e23984

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Tracking and Monitoring Mood Stability of Patients With Major Depressive Disorder by Machine Learning Models Using Passive Digital Data: Prospective Naturalistic Multicenter Study

Ran Bai, Le Xiao, Yu Guo, Xuequan Zhu, Nanxi Li, Yashen Wang, Qinqin Chen, Lei Feng, Yinghua Wang, Xiangyi Yu, Haiyong Xie, Gang Wang

JMIR Mhealth Uhealth 2021 (Mar 08); 9(3):e24365

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mPulse Mobile Sensing Model for Passive Detection of Impulsive Behavior: Exploratory Prediction Study

Hongyi Wen, Michael Sobolev, Rachel Vitale, James Kizer, JP Pollak, Frederick Muench, Deborah Estrin

JMIR Ment Health 2021 (Jan 27); 8(1):e25019

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Psychiatric Profiles of eHealth Users Evaluated Using Data Mining Techniques: Cohort Study

Jorge Lopez-Castroman, Diana Abad-Tortosa, Aurora Cobo Aguilera, Philippe Courtet, Maria Luisa Barrigón, Antonio Artés, Enrique Baca-García

JMIR Ment Health 2021 (Jan 20); 8(1):e17116

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Smartphone-Based Self-Reports of Depressive Symptoms Using the Remote Monitoring Application in Psychiatry (ReMAP): Interformat Validation Study

Janik Goltermann, Daniel Emden, Elisabeth Johanna Leehr, Katharina Dohm, Ronny Redlich, Udo Dannlowski, Tim Hahn, Nils Opel

JMIR Ment Health 2021 (Jan 12); 8(1):e24333

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Examining the Correlation Between Depression and Social Behavior on Smartphones Through Usage Metadata: Empirical Study

Yameng Wang, Xiaotong Ren, Xiaoqian Liu, Tingshao Zhu

JMIR Mhealth Uhealth 2021 (Jan 06); 9(1):e19046

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Using Smartphone Sensor Data to Assess Inhibitory Control in the Wild: Longitudinal Study

Vincent WS Tseng, Jean Dos Reis Costa, Malte F Jung, Tanzeem Choudhury

JMIR Mhealth Uhealth 2020 (Dec 04); 8(12):e21703

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Patient Interaction Phenotypes With an Automated Remote Hypertension Monitoring Program and Their Association With Blood Pressure Control: Observational Study

Anahita Davoudi, Natalie S Lee, Corey Chivers, Timothy Delaney, Elizabeth L Asch, Catherine Reitz, Shivan J Mehta, Krisda H Chaiyachati, Danielle L Mowery

J Med Internet Res 2020 (Dec 03); 22(12):e22493

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Temporal Design Patterns for Digital Phenotype Cohort Selection in Critical Care: Systematic Literature Assessment and Qualitative Synthesis

Daniel Capurro, Mario Barbe, Claudio Daza, Josefa Santa Maria, Javier Trincado

JMIR Med Inform 2020 (Nov 24); 8(11):e6924

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Identification of Emotional Expression With Cancer Survivors: Validation of Linguistic Inquiry and Word Count

Michelle McDonnell, Jason Edward Owen, Erin O'Carroll Bantum

JMIR Form Res 2020 (Oct 30); 4(10):e18246

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Influenza Screening via Deep Learning Using a Combination of Epidemiological and Patient-Generated Health Data: Development and Validation Study

Hyunwoo Choo, Myeongchan Kim, Jiyun Choi, Jaewon Shin, Soo-Yong Shin

J Med Internet Res 2020 (Oct 29); 22(10):e21369

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Digital Phenotyping to Enhance Substance Use Treatment During the COVID-19 Pandemic

Michael Hsu, David K Ahern, Joji Suzuki

JMIR Ment Health 2020 (Oct 26); 7(10):e21814

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Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study

Rahul Goel, Michael An, Hugo Alayrangues, Amirhossein Koneshloo, Emmanuel Thierry Lincoln, Pablo Enrique Paredes

J Med Internet Res 2020 (Oct 23); 22(10):e22743

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Efficiency of Computer-Aided Facial Phenotyping (DeepGestalt) in Individuals With and Without a Genetic Syndrome: Diagnostic Accuracy Study

Jean Tori Pantel, Nurulhuda Hajjir, Magdalena Danyel, Jonas Elsner, Angela Teresa Abad-Perez, Peter Hansen, Stefan Mundlos, Malte Spielmann, Denise Horn, Claus-Eric Ott, Martin Atta Mensah

J Med Internet Res 2020 (Oct 22); 22(10):e19263

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Real-Life Gait Performance as a Digital Biomarker for Motor Fluctuations: The Parkinson@Home Validation Study

Luc JW Evers, Yordan P Raykov, Jesse H Krijthe, Ana Lígia Silva de Lima, Reham Badawy, Kasper Claes, Tom M Heskes, Max A Little, Marjan J Meinders, Bastiaan R Bloem

J Med Internet Res 2020 (Oct 09); 22(10):e19068

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A Personalized Health Monitoring System for Community-Dwelling Elderly People in Hong Kong: Design, Implementation, and Evaluation Study

Hailiang Wang, Yang Zhao, Lisha Yu, Jiaxing Liu, Inez Maria Zwetsloot, Javier Cabrera, Kwok-Leung Tsui

J Med Internet Res 2020 (Sep 30); 22(9):e19223

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