Evidence map›Paper›PMID 41747198›Full record

ArticleJMIR human factors2026

Postural Education in School-Aged Populations: Development and Usability Evaluation of a Mobile Biofeedback App (EduBack).

Marco A García-Luna, Miguel García-Jaén, Daniel Ruiz-Fernández, Carmen Manchado, Juan M Cortell-Tormo

Abstract read
In one paragraph

Article in JMIR human factors, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Marco A García-LunaDepartment of General and Specific Didactics, Faculty of Education, University of Alicante, C/ Aeroplano, s/n, San Vicente del Raspeig, 03690, Spain, 34 965903400 ext 2142.ORCID 0000-0001-7489-6434
Miguel García-JaénDepartment of General and Specific Didactics, Faculty of Education, University of Alicante, C/ Aeroplano, s/n, San Vicente del Raspeig, 03690, Spain, 34 965903400 ext 2142.ORCID 0000-0002-4658-1432
Daniel Ruiz-FernándezDepartment of Computer Science and Technology, University of Alicante, San Vicente del Raspeig, Spain.ORCID 0000-0002-8919-8863
Carmen ManchadoDepartment of General and Specific Didactics, Faculty of Education, University of Alicante, C/ Aeroplano, s/n, San Vicente del Raspeig, 03690, Spain, 34 965903400 ext 2142.ORCID 0000-0001-6448-1104
Juan M Cortell-TormoDepartment of General and Specific Didactics, Faculty of Education, University of Alicante, C/ Aeroplano, s/n, San Vicente del Raspeig, 03690, Spain, 34 965903400 ext 2142.ORCID 0000-0001-7818-8806

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Postural education is crucial during childhood and adolescence, yet traditional approaches often lack engaging tools that promote awareness and behavioral change. Wearable technologies and real-time biofeedback systems offer new opportunities to support postural learning through immediate, embodied feedback. However, most existing systems focus on clinical rehabilitation, with few designed specifically for educational use. Objective: This study aimed to design, develop, and evaluate the usability and technical performance of EduBack, a mobile app that delivers real-time lumbar posture biofeedback through inertial sensors, with a specific focus on educational settings such as schools and physical education environments. Methods: EduBack was developed using Kotlin (JetBrains) for Android OS (Google; version 8.0 and above) and integrates with 2 inertial measurement units via Bluetooth (2.4 GHz). The app provides visual biofeedback through a dynamic interface showing a virtual spine, corrective messages, and a color-coded alignment bar. The usability evaluation involved 24 undergraduate students (mean age 21.4, SD 1.8 y) who used the app in a controlled session. Participants completed the system usability scale and open-ended qualitative feedback questions. Technical performance data were collected from system logs, latency measurements, and received signal strength indicator values to assess connection stability and sensor-to-app communication. Results: The average system usability scale score was 83.5 (SD 8.7), indicating excellent usability. Participants reported the interface to be intuitive, the biofeedback visualization clear, and the posture information easy to interpret. Qualitative responses highlighted the app's potential to support postural awareness and motor learning, especially in school-aged populations. From a technical perspective, the system demonstrated robust performance: mean data transfer latency was approximately 120 milliseconds, with less than 1% packet loss across sessions. Received signal strength indicator values consistently remained within the optimal signal range, confirming stable Bluetooth connectivity. All session data were successfully stored and exported without errors. The real-time posture tracking displayed on the app closely matched raw sensor data, ensuring fidelity in feedback. Conclusions: EduBack is a usable and technically stable mobile app designed to support postural education through wearable sensors and real-time biofeedback. Its user-friendly interface and reliable data transmission make it well-suited for use in schools and educational programs targeting postural health. The app fills a gap in the mobile health field by offering a preventive, educational tool rather than a clinical one. Future research should explore its application in younger populations, integration into physical education curricula, and long-term effects on postural behavior and motor skill acquisition.

Indexed as

Biofeedback, PsychologyMobile ApplicationsPostureFemaleHumansMaleYoung Adultapp developmentbiofeedbackinertial sensorsmobile healthmobile health innovationmotor learningpostural educationusability evaluationwearable technology

Identifiers

PMID41747198
PMCPMC12945092

What Socratic 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 Socratic graph.