Evidence map›Paper›PMID 42076622›Full record

ArticleSensors (Basel, Switzerland)2026

Validation of a Wearable Photoplethysmography-Based Sensor for Compensatory Reserve Measurement Monitoring in Simulated Human Hemorrhage.

Jose M Gonzalez, Ryan Ortiz, Krysta-Lynn Amezcua, Carlos Bedolla, Sofia I Hernandez Torres, Erik K Weitzel, Vijay S Gorantla, Weihua Li, Alexander J Aranyosi, John A Rogers and 3 more

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

13 authors.

Jose M GonzalezUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.ORCID 0000-0002-4325-409X
Ryan OrtizUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.
Krysta-Lynn AmezcuaUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.
Carlos BedollaUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.
Sofia I Hernandez TorresUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.ORCID 0000-0002-0764-519X
Erik K WeitzelUnited States Air Force 59th Medical Wing, San Antonio, TX 78249, USA.ORCID 0000-0001-9155-3556
Vijay S GorantlaAdvocate Health, Wake Forest School of Medicine, Winston-Salem, NC 27101, USA.ORCID 0000-0003-0686-059X
Weihua LiEpicore Biosystems, Inc., Cambridge, MA 02139, USA.ORCID 0000-0001-5660-5082
Alexander J AranyosiEpicore Biosystems, Inc., Cambridge, MA 02139, USA.ORCID 0000-0002-8133-5026
John A RogersEpicore Biosystems, Inc., Cambridge, MA 02139, USA.ORCID 0000-0002-3830-5980
Roozbeh GhaffariEpicore Biosystems, Inc., Cambridge, MA 02139, USA.ORCID 0000-0001-5380-2363
Victor A ConvertinoUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.ORCID 0000-0001-9246-0554
Eric J SniderUnited States Army Institute of Surgical Research, JBSA Fort Sam Houston, San Antonio, TX 78234, USA.ORCID 0000-0002-0293-4937

Funding

United States Army Medical Research and Development Command CO240020United States Army Medical Research and Development Command W81XWH2020038
6 · The paper itself

Abstract

Hemorrhagic shock remains a leading cause of preventable death in trauma, yet traditional vital signs may fail to reflect early blood loss before physiological compensatory mechanisms are no longer able to maintain hemodynamic stability. The Compensatory Reserve Measurement (CRM) algorithm offers early detection capability using physiological waveforms but requires testing with emerging wearable sensor technologies for operational deployment. This study tested the Epicore Epidermal Patch for Imperceptible Care (EPIC) wearable healthcare device (WHD) for CRM-based hemodynamic monitoring during progressive central hypovolemia induced by lower-body negative pressure (LBNP) to simulate hemorrhage. Twenty participants underwent progressive LBNP while photoplethysmography (PPG) signals were recorded from EPIC sensors placed at the clavicle and triceps alongside a clinical-grade finger pulse oximeter for reference. Signal quality, heart-rate accuracy, and CRM predictions were evaluated across multiple filtering approaches. The triceps placement achieved signal quality comparable to the pulse oximeter reference when Chebyshev Type II filtering was applied, as well as high heart-rate accuracy. CRM derived from the EPIC sensor placed at the triceps tracked compensatory trends during progressive hypovolemia, but prediction magnitudes were inaccurate compared to calculated CRM values. In contrast, the clavicle placement consistently performed poorly across all measurements, regardless of the signal-processing approach. These findings support the feasibility of soft, flexible wearable sensors for continuous hemorrhage monitoring at the triceps location in operational environments where traditional finger-based pulse oximetry is impractical.

Indexed as

HemorrhagePhotoplethysmographyWearable Electronic DevicesAdultAlgorithmsFemaleHeart RateHemodynamicsHumansHypovolemiaLower Body Negative PressureMaleMonitoring, PhysiologicOximetrySignal Processing, Computer-Assistedhemorrhagemachine learningmedical devicessensorssignal processingtriagewearable healthcare devices

Identifiers

PMID42076622
PMCPMC13120294

What OpenQuestion holds

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LicenceCC BY
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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.