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Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/98116, first published .
Young man lighting a cigarette with a lighter, smoke rising

Tobacco Use Trajectories and Associated Changes in Biometrics and Sleep During the First 72 Weeks of Wearable Membership: Observational Cohort Study

Tobacco Use Trajectories and Associated Changes in Biometrics and Sleep During the First 72 Weeks of Wearable Membership: Observational Cohort Study

Dylan J Curran   1, 2 ;   Josh Leota   3, 4, 5 , PhD ;   William von Hippel   1 , PhD ;   Finnbarr Fielding   1 , BS ;   Christopher J Chapman   1 , MS ;   Jenna G Cohen   1 , PhD ;   David M Presby   3, 6, 7 , PhD ;   Reha Jhunjhunwala   8 , DMD ;   Kristen E Holmes   1 , PhD ;   Gregory J Grosicki   1 , PhD

1 Department of Performance Science and Health Outcomes, WHOOP, Inc, Boston, MA, United States

2 School of Mathematics, Georgia Institute of Technology, Atlanta, GA, United States

3 Department of Research, Algorithms, and Data Science, WHOOP, Inc, Boston, MA, United States

4 Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, United States

5 School of Psychological Sciences, Monash University, Victoria, Australia

6 Swiss Institute of Bioinformatics, Lausanne, Switzerland

7 Department of Computational Biology, University of Lausanne, Lausanne, Switzerland

8 Department of Digital Health, WHOOP, Inc, Boston, MA, United States

Corresponding Author:

  • Gregory J Grosicki, PhD
  • Department of Performance Science and Health Outcomes
  • WHOOP, Inc
  • 1 Kenmore Square
  • Boston, MA 02215
  • United States
  • Phone: 1 703-303-7812
  • Email: greg.grosicki@whoop.com