Evidence map›Paper›PMID 36579537›Full record

ArticleJournal of personalized medicine2022

Photoplethysmography Enabled Wearable Devices and Stress Detection: A Scoping Review.

Mina Namvari, Jessica Lipoth, Sheida Knight, Ali Akbar Jamali, Mojtaba Hedayati, Raymond J Spiteri, Shabbir Syed-Abdul

Registry-linked trialOpen access · goldAbstract readScoping Review
In one paragraph

Article in Journal of personalized medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07349563 (Effect of Nature-Based Virtual Reality and Two-Dimensional Nature Videos on OSCE-Related Exam Stress in Nursing Students), which is not on this map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
3.0field-weighted citation impact, top 8% of its field
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.

NCT07349563 nacompletednot on this mapstarted 2025, after this paper: background citation

Effect of Nature-Based Virtual Reality and Two-Dimensional Nature Videos on OSCE-Related Exam Stress in Nursing Students: A Randomized Controlled Trial

TypeinterventionalSponsorAcibadem UniversityRan2025 to 2026Enrolled60ConditionsStress, Virtual Reality, Students, NursingArmsNature-Based Virtual Reality, 2D Nature Video
3 · Its place in the literature

Who cites it

12 citing papers in PubMed, 40 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. 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

7 authors at 4 institutions in 4 countries.

Mina NamvariDepartment of Computer Science, University of Saskatchewan, Saskatoon, SK S7N 5C9, Canada.ORCID 0000-0003-2457-1484
Jessica LipothDepartment of Computer Science, University of Saskatchewan, Saskatoon, SK S7N 5C9, Canada.
Sheida KnightDepartment of Computer Science, University of Saskatchewan, Saskatoon, SK S7N 5C9, Canada.
Ali Akbar JamaliDepartment of Computer Science, University of Saskatchewan, Saskatoon, SK S7N 5C9, Canada.ORCID 0000-0002-6942-5926
Mojtaba HedayatiGuilan University of Medical Sciences, Rasht 3363, Guilan, Iran.
Raymond J SpiteriDepartment of Computer Science, University of Saskatchewan, Saskatoon, SK S7N 5C9, Canada.
Shabbir Syed-AbdulGraduate Institute of Biomedical Informatics, College of Medical Sciences and Technology, Taipei Medical University, Taipei 106, Taiwan.ORCID 0000-0002-0412-767X
University of Saskatchewan · CAGuilan University of Medical Sciences · IRSabancı Üniversitesi · TRTaipei Medical University · TW

Funding

Mitacs IT27060Natural Sciences and Engineering Research Council RGPN-2020-04467
6 · The paper itself

Abstract

backgroundMental and physical health are both important for overall health. Mental health includes emotional, psychological, and social well-being; however, it is often difficult to monitor remotely. The objective of this scoping review is to investigate studies that focus on mental health and stress detection and monitoring using PPG-based wearable sensors.

methodsA literature review for this scoping review was conducted using the PRISMA (Preferred Reporting Items for the Systematic Reviews and Meta-analyses) framework. A total of 290 studies were found in five medical databases (PubMed, Medline, Embase, CINAHL, and Web of Science). Studies were deemed eligible if non-invasive PPG-based wearables were worn on the wrist or ear to measure vital signs of the heart (heart rate, pulse transit time, pulse waves, blood pressure, and blood volume pressure) and analyzed the data qualitatively.

resultsTwenty-three studies met the inclusion criteria, with four real-life studies, eighteen clinical studies, and one joint clinical and real-life study. Out of the twenty-three studies, seventeen were published as journal-based articles, and six were conference papers with full texts. Because most of the articles were concerned with physiological and psychological stress, we decided to only include those that focused on stress. In twelve of the twenty articles, a PPG-based sensor alone was used to monitor stress, while in the remaining eight papers, a PPG sensor was used in combination with other sensors.

conclusionThe growing demand for wearable devices for mental health monitoring is evident. However, there is still a significant amount of research required before wearable devices can be used easily and effectively for such monitoring. Although the results of this review indicate that mental health monitoring and stress detection using PPG is possible, there are still many limitations within the current literature, such as a lack of large and diverse studies and ground-truth methods, that need to be addressed before wearable devices can be globally useful to patients.

Indexed as

PPGstress monitoringwearable devices

Identifiers

PMID36579537
PMCPMC9695300
OpenAlexW4308123703

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.