Published on in Vol 10, No 10 (2022): October

Preprints (earlier versions) of this paper are available at, first published .
Digital Biomarker–Based Studies: Scoping Review of Systematic Reviews

Digital Biomarker–Based Studies: Scoping Review of Systematic Reviews

Digital Biomarker–Based Studies: Scoping Review of Systematic Reviews


  1. Motahari-Nezhad H, Al-Abdulkarim H, Fgaier M, Abid M, Péntek M, Gulácsi L, Zrubka Z. Digital Biomarker–Based Interventions: Systematic Review of Systematic Reviews. Journal of Medical Internet Research 2022;24(12):e41042 View
  2. Pelletier C, Chabot C, Gagnon M, Rhéaume C. Implementing an Activity Tracker to Increase Motivation for Physical Activity in Patients With Diabetes in Primary Care: Strengths, Weaknesses, Opportunities and Threats (SWOT) Analysis. JMIR Formative Research 2023;7:e44254 View
  3. Moore L, Stankovic K. The Future of Vestibular Schwannoma Management. Otolaryngologic Clinics of North America 2023;56(3):611 View
  4. Anmella G, Corponi F, Li B, Mas A, Sanabra M, Pacchiarotti I, Valentí M, Grande I, Benabarre A, Giménez-Palomo A, Garriga M, Agasi I, Bastidas A, Cavero M, Fernández-Plaza T, Arbelo N, Bioque M, García-Rizo C, Verdolini N, Madero S, Murru A, Amoretti S, Martínez-Aran A, Ruiz V, Fico G, De Prisco M, Oliva V, Solanes A, Radua J, Samalin L, Young A, Vieta E, Vergari A, Hidalgo-Mazzei D. Exploring Digital Biomarkers of Illness Activity in Mood Episodes: Hypotheses Generating and Model Development Study. JMIR mHealth and uHealth 2023;11:e45405 View
  5. Lederer L, Breton A, Jeong H, Master H, Roghanizad A, Dunn J. The Importance of Data Quality Control in Using Fitbit Device Data From the Research Program. JMIR mHealth and uHealth 2023;11:e45103 View
  6. Min K. Scoping Review of Machine Learning and Deep Learning Algorithm Applications in Veterinary Clinics: Situation Analysis and Suggestions for Further Studies. Journal of Veterinary Clinics 2023;40(4):243 View
  7. Surapaneni K. The Role of Digital Biomarkers in Monitoring the Health Parameters in Individuals with Obesity. Indian Journal of Clinical Biochemistry 2024;39(3):442 View
  8. Zrubka Z, Champion A, Holtorf A, Di Bidino R, Earla J, Boltyenkov A, Tabata-Kelly M, Asche C, Burrell A. The PICOTS-ComTeC Framework for Defining Digital Health Interventions: An ISPOR Special Interest Group Report. Value in Health 2024;27(4):383 View
  9. Macias Alonso A, Hirt J, Woelfle T, Janiaud P, Hemkens L. Definitions of digital biomarkers: a systematic mapping of the biomedical literature. BMJ Health & Care Informatics 2024;31(1):e100914 View
  10. Andreoletti M, Haller L, Vayena E, Blasimme A, Li-Jessen N. Mapping the ethical landscape of digital biomarkers: A scoping review. PLOS Digital Health 2024;3(5):e0000519 View
  11. Zawada S, Ganjizadeh A, Hagen C, Demaerschalk B, Erickson B. Feasibility of Observing Cerebrovascular Disease Phenotypes with Smartphone Monitoring: Study Design Considerations for Real-World Studies. Sensors 2024;24(11):3595 View
  12. Daniore P, Nittas V, Haag C, Bernard J, Gonzenbach R, von Wyl V. From wearable sensor data to digital biomarker development: ten lessons learned and a framework proposal. npj Digital Medicine 2024;7(1) View
  13. Tóth B, Berek L, Gulácsi L, Péntek M, Zrubka Z. Automation of systematic reviews of biomedical literature: a scoping review of studies indexed in PubMed. Systematic Reviews 2024;13(1) View

Books/Policy Documents

  1. Bodenstein K, Paquin V, Sekhon K, Lesage M, Cinalioglu K, Rej S, Vahia I, Sekhon H. Biomarkers in Neuropsychiatry. View