Evidence map›Paper›PMID 37822534›Full record

ReviewFrontiers in public health2023

The promise of digital healthcare technologies.

Andy Wai Kan Yeung, Ali Torkamani, Atul J Butte, Benjamin S Glicksberg, Björn Schuller, Blanca Rodriguez, Daniel S W Ting, David Bates, Eva Schaden, Hanchuan Peng and 15 more

Abstract readReview
In one paragraph

Review in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 127 papers, 6 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
127citing papers in PubMed, 6 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

127 citing papers in PubMed, 6 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Pooled it
  5. Digital Outcomes as Biomarkers of Disease Progression in Early Parkinson's Disease: A Systematic Review.Movement disorders : official journal of the Movement Disorder Society · 2025
    Pooled it
  6. Pooled it
  7. Article
  8. Article
  9. Article
  10. Neurofeedback for functional neurological disorders: future directions for research and clinical practice.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2026
    Review
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Review
  17. Digital Divide Among U.S. Adults with and without Cancer: Prevalence and Associated Factors.Journal of cancer education : the official journal of the American Association for Cancer Education · 2026
    Article
  18. Article
  19. Review
  20. Review

67 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

25 authors.

Andy Wai Kan YeungOral and Maxillofacial Radiology, Applied Oral Sciences and Community Dental Care, Faculty of Dentistry, University of Hong Kong, Hong Kong, China.
Ali TorkamaniDepartment of Integrative Structural and Computational Biology, Scripps Research Translational Institute, La Jolla, CA, United States.
Atul J ButteBakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States.
Benjamin S GlicksbergDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
Björn SchullerDepartment of Computing, Imperial College London, London, United Kingdom.
Blanca RodriguezDepartment of Computer Science, University of Oxford, Oxford, United Kingdom.
Daniel S W TingSingapore National Eye Center, Singapore Eye Research Institute, Singapore, Singapore.
David BatesDepartment of General Internal Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.
Eva SchadenLudwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria.
Hanchuan PengInstitute for Brain and Intelligence, Southeast University, Nanjing, China.
Harald WillschkeLudwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria.
Jeroen van der LaakDepartment of Pathology, Radboud University Medical Center, Nijmegen, Netherlands.
Josip CarPrimary Care and Public Health, School of Public Health, Imperial College London, London, United Kingdom.
Kazem RahimiDeep Medicine Nuffield Department of Women's and Reproductive Health, University of Oxford, Oxford, United Kingdom.
Leo Anthony CeliInstitute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, United States.
Maciej BanachDepartment of Preventive Cardiology and Lipidology, Medical University of Lodz (MUL), Lodz, Poland.
Maria Kletecka-PulkerLudwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria.
Oliver KimbergerLudwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria.
Roland EilsDigital Health Center, Berlin Institute of Health (BIH), Charité - Universitätsmedizin Berlin, Berlin, Germany.
Sheikh Mohammed Shariful IslamInstitute for Physical Activity and Nutrition, Deakin University, Geelong, VIC, Australia.
Stephen T WongDepartment of Systems Medicine and Bioengineering, Houston Methodist Cancer Center, T. T. and W. F. Chao Center for BRAIN, Houston Methodist Academic Institute, Houston Methodist Hospital, Houston, TX, United States.
Tien Yin WongSingapore National Eye Center, Singapore Eye Research Institute, Singapore, Singapore.
Wei GaoAndrew and Peggy Cherng Department of Medical Engineering, California Institute of Technology, Pasadena, CA, United States.
Søren BrunakNovo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Atanas G AtanasovLudwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, Vienna, Austria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Digital health technologies have been in use for many years in a wide spectrum of healthcare scenarios. This narrative review outlines the current use and the future strategies and significance of digital health technologies in modern healthcare applications. It covers the current state of the scientific field (delineating major strengths, limitations, and applications) and envisions the future impact of relevant emerging key technologies. Furthermore, we attempt to provide recommendations for innovative approaches that would accelerate and benefit the research, translation and utilization of digital health technologies.

Indexed as

Biomedical TechnologyDelivery of Health Carebioinformaticsbiosensorsdigital healthprecision medicinetelehealth

Identifiers

PMID37822534
PMCPMC10562722

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.