Evidence map›Paper›PMID 42451232›Full record

ArticleSensors (Basel, Switzerland)2026

Development, Reliability, and Validity Assessment of a Portable 3D Camera-Based System for Quantifying Postural Sway and Balance.

Vivek Ganesh Sonar, Vibhor Agrawal, Krushal Kalkani, Javad Hashemi, Abhijit Pandya

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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.

Vivek Ganesh SonarDepartment of Computer Science & Electrical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA.ORCID 0009-0007-0241-3430
Vibhor AgrawalDepartment of Population Health, College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA.
Krushal KalkaniDepartment of Population Health, College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA.ORCID 0009-0004-8711-3645
Javad HashemiDepartment of Biomedical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA.
Abhijit PandyaDepartment of Computer Science & Electrical Engineering, Florida Atlantic University, Boca Raton, FL 33431, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Accurate assessment of postural sway is essential for evaluating balance disorders, rehabilitation outcomes, and fall risk. Traditional laboratory-based motion capture systems provide precise center-of-pressure (CoP) measurements, but are expensive, non-portable, and impractical for widespread clinical use. This study describes the development and testing (reliability and validity) of a portable three-dimensional (3D) camera system (Intel RealSense D415) for quantifying sway and balance. Test-retest reliability was evaluated in healthy adults (n = 10; 6 males, 4 females; mean age 22.3 ± 1.6 years), yielding intraclass correlation coefficients ICC = 0.84-0.86 (95% CI: 0.61-0.95). Concurrent validity, established against a laboratory-based optical motion capture system (Optotrak), demonstrated strong correlations with a mean absolute percentage error of 10.5% relative to Optotrak-derived path length measurements and high levels of agreement. Operating at 30 Hz with end-to-end latency of <40 ms, the RealSense-based system provides a reliable, valid, and portable alternative to lab-based systems. Low-cost markerless motion capture systems based on standard RGB cameras have been validated for postural risk assessment, showing good consistency with gold-standard Vicon systems. These preliminary findings suggest that the system shows promise as a low-cost alternative; however, further validation in clinical populations is required before clinical deployment.

Indexed as

Imaging, Three-DimensionalPostural BalanceAdultFemaleHumansMaleMotion CaptureReproducibility of ResultsYoung Adult3D depth cameracenter of masspostural swayreliabilityvalidity

Identifiers

PMID42451232
PMCPMC13363847

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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.