Evidence map›Paper›PMID 42106366›Full record

ArticleScientific reports2026

Development and validation of an Outdoor Environmental Heat Index (OETI) based on geographical, environmental and meteorological data.

Habibollah Dehghan, Saeid Yazdanirad, Zahra Ordudari

Abstract readValidation Study
In one paragraph

Article in Scientific reports, 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
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0citing papers in PubMed
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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

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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

3 authors.

Habibollah DehghanDepartment of Occupational Health Engineering, School of Public Health, Isfahan University of Medical Sciences, Isfahan, Iran.
Saeid YazdaniradSchool of Health, Shahrekord University of Medical Sciences, Shahrekord, Iran.
Zahra OrdudariDepartment of Occupational Health Engineering, School of Public Health, Isfahan University of Medical Sciences, Isfahan, Iran. zordudari@yahoo.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

An increasing number of workers are facing various physical factors, such as heat stress due to the inevitable climate change. This study aimed to develop and validate an Outdoor Environmental Heat Index(OETI) without using measurement instruments, relying only on meteorological and geographical data and using structural equation modeling. This cross-sectional study was conducted on 201 men who worked outdoors in both hot and dry, as well as hot and humid environments. Alongside collecting personal information from the participants, tympanic temperature and heart rate were measured both at rest and 90 min after the start of work. Concurrently, the climatic conditions of the workplace were assessed using instruments, along with geographic information and data from meteorological databases. Additionally, the metabolic rate and insulation value of the individuals' clothing were estimated, and information related to other observed parameters was also recorded. The results revealed that the main factors, with a total coefficient of 0.8 had a significant direct effect on tympanic temperature. According to the results, the indirect effect coefficients of the most important variables were as follows: globe temperature (0.59), dry bulb temperature (0.55), relative humidity (0.53), work place (0.59) and heat source (0.55). The overall index score was divided into four categories based on established optimal cut-off points of 18.5, 20.02, and 21.46. Furthermore, the results showed that the OETI developed using device data and with meteorological data was able to justify 69% and 59% of the changes in tympanic temperature. OETI was developed based on a combination of observational, geographic, and meteorological data, making it a practical tool for assessing heat stress without need to measurement ins As a result, this index justifies 69% of the tympanic temperature (R

Indexed as

Heat Stress DisordersHot TemperatureCross-Sectional StudiesGeographyHeart RateHumansHumidityMaleWorking ConditionsAMOS modelEnvironmental factorsHeat stress indexMeteorological dataObservational dataOutdoor workplace

Identifiers

PMID42106366
PMCPMC13346625

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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.