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Accepted for/Published in: JMIR Formative Research

Date Submitted: Aug 10, 2026
Date Accepted: Oct 5, 2026
Date Submitted to PubMed: Oct 6, 2026

The final, peer-reviewed published version of this preprint can be found here:

Linking Attainment of Wearable-Derived Sleep and Physical Activity Recommendations with Cardiometabolic Biomarkers and Employer Health Care Claims: A Feasibility Study

Grosicki GJ, Hippel Wv, Fielding F, Holden L, Cheung CP, Cohen JG, Holmes KE

Linking Attainment of Wearable-Derived Sleep and Physical Activity Recommendations with Cardiometabolic Biomarkers and Employer Health Care Claims: A Feasibility Study

JMIR Form Res 2026;10:e109259

DOI: 10.2196/109259

PMID: 42837515

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

Linking Attainment of Wearable-Derived Sleep and Physical Activity Recommendations with Cardiometabolic Biomarkers and Employer Health Care Claims: A Feasibility Study

  • Gregory J. Grosicki; 
  • William von Hippel; 
  • Finnbarr Fielding; 
  • Lucas Holden; 
  • Christian P. Cheung; 
  • Jenna G. Cohen; 
  • Kristen E. Holmes

ABSTRACT

Among 80 wearable members stratified into quartiles of attainment of combined physical-activity and sleep recommendations, higher attainment showed age-adjusted associations with lower resting heart rate and BMI and higher heart rate variability. The lowest-attainment quartile incurred approximately 12-fold higher annual per-member health care spending than the other quartiles.


 Citation

Please cite as:

Grosicki GJ, Hippel Wv, Fielding F, Holden L, Cheung CP, Cohen JG, Holmes KE

Linking Attainment of Wearable-Derived Sleep and Physical Activity Recommendations with Cardiometabolic Biomarkers and Employer Health Care Claims: A Feasibility Study

JMIR Form Res 2026;10:e109259

DOI: 10.2196/109259

PMID: 42837515

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