Evidence map›Paper›PMID 42076666›Full record

ArticleSensors (Basel, Switzerland)2026

Development of Wearable Heatstroke Warning System (HeatGuard): Design, Validation and Controlled-Environment Testing Among Triathletes.

Kanchana Silawarawet, Chutipon Trirattananurak, Jirawat Muksuwan, Surasak Sangdao, Darawadee Panich, Sairag Saadprai

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

6 authors.

Kanchana SilawarawetDepartment of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani 12121, Thailand.ORCID 0000-0002-6461-9764
Chutipon TrirattananurakSchool of Information, Computer, and Communication Technology (ICT), Sirindhorn International Institute of Technology, Pathum Thani 12121, Thailand.ORCID 0009-0005-3766-8172
Jirawat MuksuwanDepartment of Electrical and Computer Engineering, Faculty of Engineering, Thammasat School of Engineering, Thammasat University, Pathum Thani 12121, Thailand.ORCID 0009-0002-2729-8612
Surasak SangdaoDepartment of Sports Science and Sports Development, Faculty of Allied Health Sciences, Thammasat University, Pathum Thani 12121, Thailand.ORCID 0009-0005-7147-9666
Darawadee PanichDepartment of Medical Engineering, School of Engineering, Thammasat University, Pathum Thani 12121, Thailand.ORCID 0009-0000-4193-1280
Sairag SaadpraiDepartment of Sports Science and Sports Development, Faculty of Allied Health Sciences, Thammasat University, Pathum Thani 12121, Thailand.ORCID 0000-0003-1697-4427

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Global warming and increasing heatwaves elevate the risk of exertional heat illnesses, particularly heatstroke, in endurance athletes and outdoor workers. This study developed and validated a wearable heatstroke warning system integrating physiological and environmental monitoring with a real-time web dashboard. The wrist- and finger-worn prototype comprised an ESP32 microcontroller and heart rate (MAX30101), skin temperature (MAX30205), ambient temperature and humidity (SHT31), and galvanic skin response (Grove-GSR v1.2) sensors with dual acoustic-visual alerts and WiFi transmission. Fifteen triathletes (18-39 years) completed 30 min of cycling in a climatic chamber: 0-15 min at 24 ± 1 °C, 70 ± 10% RH, and 16-30 min at 27 ± 1 °C, 90 ± 10% RH, with the workload rising from 40%HRmax by 10% every 10 min. Heart rate, estimated core temperature, ambient temperature, relative humidity, and GSR were recorded every 30 s and compared with standard devices using Spearman correlation (

Indexed as

AthletesHeat StrokeWearable Electronic DevicesAdolescentAdultFemaleGalvanic Skin ResponseHeart RateHumansHumidityMaleMonitoring, PhysiologicSkin TemperatureYoung Adultenvironmental monitoringheat strainheatstrokeIoTtriathleteswearable sensors

Identifiers

PMID42076666
PMCPMC13120291

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.