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This paper is in the following e-collection/theme issue:

Digital Health Reviews (3664) mHealth for Data Collection and Research (1727) Wearable Devices and Sensors (1587) Evaluation and Research Methodology for mHealth (397) Digital Health Reporting Standards, Quality and Transparency in e-Research (224) Digital Biomarkers and Digital Phenotyping (439)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/91747, first published .
Surgeon interacting with futuristic medical displays of brain, heart, and DNA

Digital Phenotyping in Health Research: Scoping Review of Methods, Gaps, and Opportunities

Digital Phenotyping in Health Research: Scoping Review of Methods, Gaps, and Opportunities

Authors of this article:

Nolwenn Badier1 Author Orcid Image ;   Alice Lafitte1 Author Orcid Image ;   Audrey Difernand1 Author Orcid Image ;   Gloria A Aguayo2 Author Orcid Image ;   Guy Fagherazzi2 Author Orcid Image ;   Jukka-Pekka Onnela3 Author Orcid Image ;   Benjamin Vittrant4 Author Orcid Image ;   Bastien Lechat5 Author Orcid Image ;   Quentin De Larochelambert1 Author Orcid Image ;   Jean-François Toussaint1, 6 Author Orcid Image ;   Lidia Delrieu1 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Nolwenn Badier   1 , MCS ;   Alice Lafitte   1 , MCS ;   Audrey Difernand   1 , PhD ;   Gloria A Aguayo   2 , PhD ;   Guy Fagherazzi   2 , PhD ;   Jukka-Pekka Onnela   3 , PhD ;   Benjamin Vittrant   4 , PhD ;   Bastien Lechat   5 , PhD ;   Quentin De Larochelambert   1 , PhD ;   Jean-François Toussaint   1, 6 , MD, PhD ;   Lidia Delrieu   1 , PhD

1 Institut de Recherche bio-Médicale et d'Epidémiologie du Sport, Paris, Île-de-France, France

2 Deep Digital Phenotyping Research Unit, Department of Precision Health, Luxembourg Institute of Health, Strassen, Luxembourg, Luxembourg

3 Department of Biostatistics, Harvard University, Boston, MA, United States

4 Withings (France), Issy-les-Moulineaux, Île-de-France, France

5 Sleep Health, Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, Australia

6 Center for Investigations in Medicine and Sports, Hôtel-Dieu de Paris, Paris, Île-de-France, France

Corresponding Author:

  • Nolwenn Badier, MCS
  • Institut de Recherche bio-Médicale et d'Epidémiologie du Sport
  • 11 avenue du Tremblay
  • Paris, Île-de-France 75012
  • France
  • Phone: 33 0141744376
  • Email: nolwenn.badier@insep.fr