Evidence map›Paper›PMID 41007098›Full record

ReviewChildren (Basel, Switzerland)2025

Non-Invasive Wearables in Pediatric Healthcare: A Comprehensive Review of Uses and Implications.

Kyra-Angela Magsayo, Seyedeh Fatemeh Khatami Firoozabadi

Abstract readReview
In one paragraph

Review in Children (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Review
  4. 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

2 authors.

Kyra-Angela MagsayoSchool of Engineering and Computer Science, Department of Bioengineering, University of the Pacific, Stockton, CA 95211, USA.
Seyedeh Fatemeh Khatami FiroozabadiSchool of Engineering and Computer Science, Department of Bioengineering, University of the Pacific, Stockton, CA 95211, USA.ORCID 0000-0002-0278-9012

Funding

NSF: CBET Division of Chemical, Bioengineering, Environmental, and Transport Systems, grant number 2347780
6 · The paper itself

Abstract

Wearable technology is rapidly evolving, with increasing efforts to integrate a wide range of sensors capable of capturing real-time physiological and behavioral health data from users. These devices have shown significant promise in supporting health monitoring and promoting well-being by providing continuous, objective feedback based on data analytics. Importantly, they enable early detection of potential health issues, allowing for timely intervention and more personalized healthcare. While a wide variety of commercially available wearable devices are designed for adults-tracking metrics such as physical activity, heart rate, body temperature, electrocardiograms (ECG), and oxygen saturation-there remains a notable gap in the availability and development of wearable technologies specifically tailored to the pediatric population. This narrative review paper focuses on non-invasive wearable technologies developed for individuals under the age of 18, with an emphasis on health-related applications. We examine the current landscape of pediatric wearable research, including devices aimed at monitoring developmental progress and chronic health conditions. Particular attention is given to the limited research on wearables for younger children, where physiological and developmental differences pose additional challenges. Furthermore, we explore emerging applications, identify key barriers to adoption, and discuss opportunities for future development, including improvements in design, data privacy, and age-appropriate functionality.

Indexed as

autism spectrum disorderchildrendevelopmental delaywearable technology

Identifiers

PMID41007098
PMCPMC12468172

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.