CHAMGAP
APPROVEDReviewed and approved by the Chamgap Editorial Team (2026-07-23). The draft was written by AI, the existence of all 3 cited sources was verified at the original page, and the verdict passed blind grading and adversarial audit. Methodology v0.6.
Verdict No. 1570 · Search date 2026-07-23 · Methodology v0.6

Wearable core-temperature and heat-stress sensor,
does it really help with Prevention of heat exhaustion and heatstroke during exercise or outdoor work?

30-Second Summary
?
Evidence Grade ? · Safety caution
Sensor accuracy has been studied, but prevention of heat-exhaustion or heatstroke incidence has not been tested
What the
research shows
The grade is ? because no completed human intervention study was found that tested whether a wearable heat-flux core-temperature sensor actually reduced heat-exhaustion or heatstroke incidence during exercise or outdoor work. Located studies compared sensor estimates with rectal, esophageal, or ingestible reference thermometry. Those are accuracy and validity data, not prevention outcomes.
What the
ads claim
Core-temperature estimation accuracy and warning capability may be expanded into a proven reduction in actual heat exhaustion or heatstroke.
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Useful facts when choosing a product

  • Heat-flux wearables estimate rather than directly measure core temperature, using skin temperature, heat flux, and sometimes heart rate.
  • Accuracy can vary with exercise intensity, airflow, ambient temperature, attachment site, and the reference method.
  • Skin irritation or pressure can occur, and false alarms or underestimation may distort risk perception.
Gap Measurement · Verdict 1570 · ?
What advertising claims
What independent, higher-quality research supports
△ GAP
01

What the research actually shows

Dolson and colleagues found a limited literature of 20 studies and 25 wearable core-temperature prediction algorithms, mainly assessing error against reference measurements during exercise. Verdel and colleagues found that agreement between CORE and rectal temperature could be inadequate under heat load during cycling. A dual-heat-flux patch study by Tokizawa and colleagues reported an RMSE around 0.22°C during low-intensity acute exercise but did not track heat-illness incidence.

02

Why this is classified as ?

No completed human intervention trial evaluating reduced heat-exhaustion or heatstroke incidence was found, and the available literature only addresses core-temperature estimation accuracy and validity; therefore the grade is ?.

Counterpoint. Core-temperature estimation accuracy is a separate performance endpoint and was not transferred to heat-illness prevention efficacy.

Rejudgment record. New verdict — Applied boundary rule ③ because no completed human intervention comparing heat-exhaustion or heatstroke incidence with versus without sensor use was found, and accuracy or validity studies were not repurposed as prevention evidence

Sub-claim grades by effect

This ingredient is marketed for several effects. A single overall grade blends strong and weak claims together, so each effect is graded separately here. The overall grade reflects the strongest disconfirming or core claim.

Effect (sub-claim)GradeBasis
Prevention of heatstroke incidence during exercise or outdoor work?No completed human intervention trial evaluating reduced incidence with sensor use was found.
Prevention of heat-exhaustion incidence during exercise or outdoor work?Only accuracy studies were located, with no completed intervention evidence for this incidence endpoint.

Cross-check — Codex and Claude

This verdict was drafted by Codex through literature review and source-existence checks, cross-checked through blind grading and adversarial audit, and settled by reapplying the methodology boundary rules. Cases with split grades were resolved through rejudgment.
03

Evidence Table

StudyDesignSampleFundingEndpointResultWeight
Dolson CM et al. 2022Systematic review of wearable core-temperature prediction25No external funding and no conflicts reportedError and predictive performance against reference core temperatureThe literature was limited and did not evaluate prevention of heat-exhaustion or heatstroke incidence.Evidence-scope assessment
Verdel N et al. 2021Repeated-measures validity study of the CORE sensor13Academic research with disclosed manufacturer-provided devicesAgreement of CORE estimates with rectal temperatureAgreement was inadequate under heat load, and heat-illness incidence was not assessed.Direct device-accuracy validation
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Receipt — 3 References

All 3 cited sources were verified for existence at the original page (as of 2026-07-23).

Dolson CM, Harlow ER, Phelan DM, et al. Wearable Sensor Technology to Predict Core Body Temperature: A Systematic Review. Sensors (Basel). 2022;22(19):7639. PMID: 36236737. DOI: 10.3390/s22197639.
checked
Verdel N, Podlogar T, Ciuha U, et al. Reliability and Validity of the CORE Sensor to Assess Core Body Temperature during Cycling Exercise. Sensors (Basel). 2021;21(17):5932. PMID: 34502822. DOI: 10.3390/s21175932.
checked
Tokizawa K, Shimuta T, Tsuchimoto H. Validity of a wearable core temperature estimation system in heat using patch-type sensors on the chest. J Therm Biol. 2022;108:103294. PMID: 36031215. DOI: 10.1016/j.jtherbio.2022.103294.
checked
Draft and rewrite: Codex (AI) · Verification: Codex blind grading and adversarial audit · Final adjudication: Claude
Reviewed and approved: Chamgap Editorial Team · Approval date: 2026-07-23 · Corrections: none

Cite this verdict

Wearable core-temperature and heat-stress sensor x prevention of heat exhaustion and heatstroke Evidence Grade ? card
[Chamgap] Wearable core-temperature and heat-stress sensor x prevention of heat exhaustion and heatstroke — Evidence Grade ?. 3 cited sources checked. Source: https://chamgap.com/en/verdicts/sports/wearable-core-temperature-heat-stress-sensor-heat-illness-prevention/ · CC BY 4.0

CC BY 4.0 — free to use with attribution; do not distort grades, numbers, or verdict meaning.

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What this document does and does not do

Chamgap is an information source. It reports what research has and has not confirmed; it does not tell readers what to take or buy. That decision belongs to readers and, when needed, medical or legal professionals. This verdict reflects literature available up to the search date and may change as new research appears. Nothing here is medical advice.