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Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/94819, first published .
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Digital Markers for Passive Remote Monitoring of Bipolar Disorder: Systematic Review

Digital Markers for Passive Remote Monitoring of Bipolar Disorder: Systematic Review

Thomas P Kutcher   1 * , BS ;   Isha Chakraborty   1 * , MS ;   Kristin Kostick-Quenet   2 , PhD ;   Akane Sano   1 , PhD ;   Nidal Moukaddam   3 , MD, PhD ;   Jeffrey A Herron   4 , PhD ;   Wayne K Goodman   3 , MD ;   Sameer A Sheth   1, 5, 6, 7 , MD, PhD ;   Ashutosh Sabharwal   1 , PhD ;   Nicole R Provenza   1, 5, 6, 8 , PhD

1 Department of Electrical & Computer Engineering, Rice University, Houston, TX, United States

2 Center for Medical Ethics and Health Policy, Baylor College of Medicine, Houston, TX, United States

3 Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, United States

4 Department of Neurological Surgery, University of Washington, Seattle, WA, United States

5 Department of Neurosurgery, Baylor College of Medicine, Houston, TX, United States

6 Neuroengineering Initiative, Rice University, Houston, TX, United States

7 Gordon and Mary Cain Pediatric Neurology Research Foundation Laboratories, Jan and Dan Duncan Neurological Research Institute, Texas Children’s Hospital, Houston, TX, United States

8 Department of Bioengineering, Rice University, Houston, TX, United States

*these authors contributed equally

Corresponding Author:

  • Nicole R Provenza, PhD
  • Department of Neurosurgery
  • Baylor College of Medicine
  • 1 Baylor Plaza
  • Houston, TX 77030
  • United States
  • Phone: 1 713 798 4696
  • Fax: 1 713 798 3739
  • Email: Nicole.Provenza@bcm.edu