Evidence map›Paper›PMID 42564361›Full record

ArticleFrontiers in physiology2026

Seamless vital sign monitoring with fiber optic sensing technology: validating the sitting SMART MAT for community health in static and mobile conditions.

Yan Yi Sim, Darryl J Q Chan, Yong Xiang Phang, Marc S L Liem, Meredith T Yeung

Abstract read
In one paragraph

Article in Frontiers in physiology, 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
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0citing papers in PubMed
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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.

Yan Yi Sim *Health and Social Sciences Cluster, Singapore Institute of Technology, Singapore, Singapore.
Darryl J Q Chan *Health and Social Sciences Cluster, Singapore Institute of Technology, Singapore, Singapore.
Yong Xiang PhangHealth and Social Sciences Cluster, Singapore Institute of Technology, Singapore, Singapore.
Marc S L LiemHealth and Social Sciences Cluster, Singapore Institute of Technology, Singapore, Singapore.
Meredith T YeungHealth and Social Sciences Cluster, Singapore Institute of Technology, Singapore, Singapore.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Continuous vital sign monitoring is critical but often labor-intensive. Fiberoptic technologies, like the SMART MAT, offer non-invasive assessment. Adapting this for a seated posture addresses clinical needs by promoting safe patient mobilization and reducing complications associated with prolonged bed rest. Objectives: To validate the accuracy of the sitting SMART MAT for respiratory rate (RR), heart rate (HR), oxygen saturation (SpO Methods: This cross-sectional study compared sitting SMART MAT readings with clinical reference measurements under stationary and mobile wheelchair conditions. Accuracy was assessed using Mean Absolute Error (MAE), Mean Absolute Percentage Error (MAPE), Bland-Altman Limits of Agreement (LoA), repeated-measures ANOVA, and effect size. Results: Data from 130 participants were analyzed. HR readings demonstrated high accuracy (MAE = 3.67-4.81 bpm) with tight LoA. RR error was minimal (MAE = 2.85-2.86 breaths/min) statically but increased during motion (MAE = 5.03-5.21 breaths/min). SpO2 remained highly stable (MAE = 1.08-1.21%), well within standard clinical tolerance. SBP showed solid central accuracy (MAE = 6.48-7.51 mmHg) but wider LoA occasionally exceeded the ±5 mmHg threshold, functioning best as a continuous trend monitor. DBP variance was negligible (MAE = 4.65-5.46 mmHg). Conclusion: The current SMART MAT is a viable, integrated multimodal platform. HR, RR, and DBP are comparable to clinical reference standards, while SBP requires careful interpretation. By accommodating a functional sitting posture, the contactless system reduces immobility-related complications and demonstrates high feasibility for continuous, real-world monitoring.

Indexed as

ballistocardiography (BCG)community healthfiber-optic sensorsnon-invasive monitoringvalidation studyvital sign monitoringwheelchair users

Identifiers

PMID42564361
PMCPMC13442818

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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.