Detecting Mental Disorders with Wearables: A Large Cohort Study

Author:

Dai Ruixuan1ORCID,Kannampallil Thomas2ORCID,Kim Seunghwan3ORCID,Thornton Vera4ORCID,Bierut Laura4ORCID,Lu Chenyang1ORCID

Affiliation:

1. Computer Science and Engineering, Washington University in St. Louis, United States

2. Department of Anesthesiology, Washington University School of Medicine, USA

3. Washington University School of Medicine, USA

4. Department of Psychiatry, Washington University School of Medicine, USA

Funder

Federally Qualified Health Centers

Data and Research Center

The Participant Center

Community Partners

National Institutes of Health

IAA

Participant Technology Systems Center

Communications and Engagement

Publisher

ACM

Reference56 articles.

1. [n. d.]. All of Us Research Program Expands Data Collection Efforts with Fitbit | National Institutes of Health (NIH) — All of Us. https://allofus.nih.gov/news-events/announcements/all-us-research-program-expands-data-collection-efforts-fitbit (Accessed on 04/24/2022). [n. d.]. All of Us Research Program Expands Data Collection Efforts with Fitbit | National Institutes of Health (NIH) — All of Us. https://allofus.nih.gov/news-events/announcements/all-us-research-program-expands-data-collection-efforts-fitbit (Accessed on 04/24/2022).

2. [n. d.]. What are Active Zone Minutes or active minutes on my Fitbit device?https://help.fitbit.com/articles/en_US/Help_article/1379.htm. (Accessed on 10/06/2021). [n. d.]. What are Active Zone Minutes or active minutes on my Fitbit device?https://help.fitbit.com/articles/en_US/Help_article/1379.htm. (Accessed on 10/06/2021).

3. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org.

4. Peter  B Barr , Tim  B Bigdeli , and Jacquelyn  L Meyers . 2022. Prevalence , comorbidity, and sociodemographic correlates of psychiatric disorders reported in the All of Us Research program. JAMA psychiatry ( 2022 ). Peter B Barr, Tim B Bigdeli, and Jacquelyn L Meyers. 2022. Prevalence, comorbidity, and sociodemographic correlates of psychiatric disorders reported in the All of Us Research program. JAMA psychiatry (2022).

5. Trajectories of depression

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