Evidence map›Paper›PMID 42590613›Full record

ArticleSensors (Basel, Switzerland)2026

Investigating Wearable Sensor Placement for Heat Risk Monitoring of Firefighters: A Skin-Ear Temperature Study.

W D Ruwandi Fernando, Marianella Chamorro-Koc, Ajay K Pandey, Daniel Cook

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

4 authors.

W D Ruwandi FernandoSchool of Design, Faculty of Creative Industries, Education and Social Justice, Queensland University of Technology, Brisbane, QLD 4000, Australia.ORCID 0009-0003-1318-1015
Marianella Chamorro-KocSchool of Design, Faculty of Creative Industries, Education and Social Justice, Queensland University of Technology, Brisbane, QLD 4000, Australia.ORCID 0000-0001-7982-1626
Ajay K PandeySchool of Electrical Engineering and Robotics and Faculty of Engineering, Queensland University of Technology, Brisbane, QLD 4000, Australia.
Daniel CookSchool of Design, Faculty of Creative Industries, Education and Social Justice, Queensland University of Technology, Brisbane, QLD 4000, Australia.ORCID 0000-0002-2682-2008

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In firefighting, heat stress is a significant physiological hazard that leads to an increased risk of heat-related illness. Heat-risk monitoring of core body temperature (CBT) can help identify early signs of heat strain and can be accomplished with wearable sensing technologies (WST). This study employs non-invasive temperature sensing to examine the relationship between tympanic temperature and skin temperature (ST) and across multiple on-body locations under different experimental conditions. This study was conducted with 10 healthy adults, male and female, under calm and non-calm conditions, at different times of the day, and across multiple sessions, representing moderate physiological strain similar to firefighting training activities. Tympanic temperature was used as a practical proxy for CBT and compared with ST measured at the forehead, wrist, and elbow. Bland-Altman analysis, together with the variance of differences between CBT and ST, was used to identify the most reliable on-body sensor location. Elbow sites showed lower variability for CBT than wrist sites, suggesting greater stability and suitability for wearable deployment in the context of firefighters' gear in situations where forehead placement is considered impractical. Results show that variability is affected by activity state, time of day, sex, and anatomical location. Findings consist of preliminary evidence informing the most suitable placement of a wearable sensor for heat risk monitoring.

Indexed as

EarFirefightersSkin TemperatureWearable Electronic DevicesAdultBody TemperatureFemaleHot TemperatureHumansMaleMonitoring, Physiologiccore body temperatureheatsensor placementskin temperaturewearable

Identifiers

PMID42590613
PMCPMC13469982

What OpenQuestion holds

Textmetadata
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.