Evidence map›Paper›PMID 36223451›Full record

ReviewScience translational medicine2022

Translational gaps and opportunities for medical wearables in digital health.

Shuai Xu, Joohee Kim, Jessica R Walter, Roozbeh Ghaffari, John A Rogers

Abstract readReview
In one paragraph

Review in Science translational medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers.

0numbers the graph read from it
0cells of the map it votes in
44citing papers in PubMed
–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

44 citing papers in PubMed.

  1. A Geometrically Transient Platform for Bioelectronic Implants.Advanced materials (Deerfield Beach, Fla.) · 2026
    Article
  2. Article
  3. Article
  4. Review
  5. Review
  6. Multimodal Wearable Biosensing Meets Multidomain AI: A Pathway to Decentralized Healthcare.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  7. Review
  8. Article
  9. Article
  10. Article
  11. Article
  12. Review
  13. Article
  14. Article
  15. Mechanomedicine: Present state and future promise.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  16. Review
  17. Review
  18. Article
  19. Article
  20. Article
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

5 authors.

Shuai XuQuerrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL 60611, USA.ORCID 0000-0003-3560-6945
Joohee KimQuerrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL 60611, USA.ORCID 0000-0002-0294-9565
Jessica R WalterQuerrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL 60611, USA.
Roozbeh GhaffariQuerrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL 60611, USA.
John A RogersQuerrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, IL 60611, USA.ORCID 0000-0002-3830-5980

Funding

Research Career Development in Obstetrics and GynecologyK12HD050121 · NICHD · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Serdar E. Bulun · 2005 to 2026
$7.2M
NICHD NIH HHS L50 HD099879
6 · The paper itself

Abstract

A confluence of advances in biosensor technologies, enhancements in health care delivery mechanisms, and improvements in machine learning, together with an increased awareness of remote patient monitoring, has accelerated the impact of digital health across nearly every medical discipline. Medical grade wearables-noninvasive, on-body sensors operating with clinical accuracy-will play an increasingly central role in medicine by providing continuous, cost-effective measurement and interpretation of physiological data relevant to patient status and disease trajectory, both inside and outside of established health care settings. Here, we review current digital health technologies and highlight critical gaps to clinical translation and adoption.

Indexed as

Delivery of Health CareWearable Electronic DevicesBiomedical TechnologyHumans

Identifiers

PMID36223451
PMCPMC10193448

What OpenQuestion holds

Textmetadata
LicenceTDM
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.