Evidence map›Paper›PMID 38676053›Full record

SynthesisSensors (Basel, Switzerland)2024

Wearable Biosensor Technology in Education: A Systematic Review.

María A Hernández-Mustieles, Yoshua E Lima-Carmona, Maxine A Pacheco-Ramírez, Axel A Mendoza-Armenta, José Esteban Romero-Gómez, César F Cruz-Gómez, Diana C Rodríguez-Alvarado, Alejandro Arceo, Jesús G Cruz-Garza, Mauricio A Ramírez-Moreno and 1 more

Abstract readSystematic Review
In one paragraph

Synthesis in Sensors (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 3 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

16 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
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  7. Review
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  15. Coping with Examination Stress: An Emotion Analysis.Sensors (Basel, Switzerland) · 2024
    Article
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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

11 authors.

María A Hernández-MustielesMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0009-0001-9361-5551
Yoshua E Lima-CarmonaMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0009-0005-8144-423X
Maxine A Pacheco-RamírezMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0000-0003-0113-5911
Axel A Mendoza-ArmentaMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0009-0008-9108-2545
José Esteban Romero-GómezMechatronics Department, School of Engineering and Sciences, Guadalajara Campus, Tecnologico de Monterrey, Guadalajara 45201, Mexico.ORCID 0009-0008-2886-3787
César F Cruz-GómezMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0009-0006-5172-1002
Diana C Rodríguez-AlvaradoMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0009-0001-1413-0848
Alejandro ArceoMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0000-0002-2867-9903
Jesús G Cruz-GarzaDepartment of Neurosurgery, Houston Methodist Research Institute, Houston, TX 77030, USA.ORCID 0000-0002-8440-6416
Mauricio A Ramírez-MorenoMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0000-0003-0306-2971
Jorge de J Lozoya-SantosMechatronics Department, School of Engineering and Sciences, Monterrey Campus, Tecnologico de Monterrey, Monterrey 64700, Mexico.ORCID 0000-0001-5536-1426

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Wearable Biosensor Technology (WBT) has emerged as a transformative tool in the educational system over the past decade. This systematic review encompasses a comprehensive analysis of WBT utilization in educational settings over a 10-year span (2012-2022), highlighting the evolution of this field to address challenges in education by integrating technology to solve specific educational challenges, such as enhancing student engagement, monitoring stress and cognitive load, improving learning experiences, and providing real-time feedback for both students and educators. By exploring these aspects, this review sheds light on the potential implications of WBT on the future of learning. A rigorous and systematic search of major academic databases, including Google Scholar and Scopus, was conducted in accordance with the PRISMA guidelines. Relevant studies were selected based on predefined inclusion and exclusion criteria. The articles selected were assessed for methodological quality and bias using established tools. The process of data extraction and synthesis followed a structured framework. Key findings include the shift from theoretical exploration to practical implementation, with EEG being the predominant measurement, aiming to explore mental states, physiological constructs, and teaching effectiveness. Wearable biosensors are significantly impacting the educational field, serving as an important resource for educators and a tool for students. Their application has the potential to transform and optimize academic practices through sensors that capture biometric data, enabling the implementation of metrics and models to understand the development and performance of students and professors in an academic environment, as well as to gain insights into the learning process.

Indexed as

Biosensing TechniquesWearable Electronic DevicesEducationElectroencephalographyHumansLearningStudentsbiometricseducationneuroeducationwearable biosensor technology

Identifiers

PMID38676053
PMCPMC11054421

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.