Evidence map›Paper›PMID 40292941›Full record

ArticleSensors (Basel, Switzerland)2025

Evaluating Heat Stress in Occupational Setting with No Established Safety Standards Using Collective Data from Wearable Biosensors.

Kyosuke Kato, Takuto Nishi, Sinyoung Lee, Li Li, Naoko Evans, Ken Kiyono

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. 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

6 authors.

Kyosuke KatoGraduate School of Engineering Science, Osaka University, Osaka 560-8531, Japan.
Takuto NishiGraduate School of Engineering Science, Osaka University, Osaka 560-8531, Japan.
Sinyoung LeeGraduate School of Engineering Science, Osaka University, Osaka 560-8531, Japan.ORCID 0009-0003-1861-2881
Li LiGraduate School of Engineering Science, Osaka University, Osaka 560-8531, Japan.ORCID 0009-0005-8023-5671
Naoko EvansGraduate School of Engineering Science, Osaka University, Osaka 560-8531, Japan.ORCID 0000-0003-0101-4722
Ken KiyonoGraduate School of Engineering Science, Osaka University, Osaka 560-8531, Japan.ORCID 0000-0001-5433-7002

Funding

JSPS KAKENHI 22KK0161JSPS KAKENHI 23K26341
6 · The paper itself

Abstract

In recent years, living and occupational environments have been increasingly exposed to extreme heat. While the risk of heatstroke rises with greater heat stress, conventional knowledge and safety standards may no longer adequately assess heat stress under such extreme conditions. To address this issue, we propose a method for evaluating heat stress using collective data from wearable biosensors that monitor heart rate and physical activity in a group of workers. The novelty of this approach lies in utilizing collective data from wearable biosensors to assess environmental heat stress rather than individual health status. To quantify heat stress in specific environments or conditions, we introduce the heart rate response intercept, defined as the heart rate at 1 MET when the heart rate response to physical activity is approximated linearly. Using this heat stress index, we examined the effects of ambient temperature, aging, and obesity on heat stress. Our findings indicate that heat stress among obese workers was significantly high and should not be overlooked. Furthermore, because this method can quantify the effectiveness of heatstroke countermeasures, it serves as a valuable tool for improving occupational environments.

Indexed as

Biosensing TechniquesHeat-Shock ResponseHeat Stress DisordersWearable Electronic DevicesAdultExerciseFemaleHeart RateHot TemperatureHumansMaleMiddle AgedObesityOccupational Exposureglobal warmingheart rateheat stroke riskInternet of Thingswearable sensor network

Identifiers

PMID40292941
PMCPMC11945944

What OpenQuestion 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 OpenQuestion graph.