Evidence map›Paper›PMID 41764349›Full record

ArticleJournal of exposure science & environmental epidemiology2026

Using wearable devices to measure personal heat exposure in a preconception cohort.

Emma L Gause, Andrea S Kuriyama, Kipruto Kirwa, Keith R Spangler, Perry Hystad, Gregory A Wellenius, Lauren A Wise, Amelia K Wesselink

Abstract read
In one paragraph

Article in Journal of exposure science & environmental epidemiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

8 authors.

Emma L GauseCenter for Climate and Health, Boston University School of Public Health, Boston, MA, USA. egause@bu.edu.
Andrea S KuriyamaDepartment of Epidemiology, Boston University School of Public Health, Boston, MA, USA.
Kipruto KirwaCenter for Climate and Health, Boston University School of Public Health, Boston, MA, USA.
Keith R SpanglerCenter for Climate and Health, Boston University School of Public Health, Boston, MA, USA.
Perry HystadSchool of Nutrition and Public Health, College of Health, Oregon State University, Corvallis, OR, USA.
Gregory A WelleniusCenter for Climate and Health, Boston University School of Public Health, Boston, MA, USA.
Lauren A WiseDepartment of Epidemiology, Boston University School of Public Health, Boston, MA, USA.
Amelia K WesselinkCenter for Climate and Health, Boston University School of Public Health, Boston, MA, USA.

Funding

An internet-based preconception cohort study in North America and DenmarkR01HD086742 · NICHD · BOSTON UNIVERSITY MEDICAL CAMPUS · PI LAUREN A WISE · 2016 to 2026
$6.7M
A preconception cohort study of air pollution, fertility, and miscarriageR01ES028923 · NIEHS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI LAUREN A WISE, Amelia Kent Wesselink · 2018 to 2026
$4.3M
A prospective study of heat exposure and miscarriageR21HD106357 · NICHD · BOSTON UNIVERSITY MEDICAL CAMPUS · PI WESSELINK, AMELIA KENT · 2022 to 2023
$468k
NICHD NIH HHS R01 HD086742NICHD NIH HHS R21 HD106357NIEHS NIH HHS R01 ES028923
6 · The paper itself

Abstract

backgroundHeat is a risk factor for several adverse pregnancy outcomes. Most epidemiologic studies use outdoor air temperature as a proxy for personal heat exposure, but outdoor measures may not reflect personally experienced temperature.

objectiveWe conducted a personal heat monitoring sub-study within a preconception cohort to describe personal heat exposure, evaluate the correlation between personal and outdoor temperatures, and investigate factors that explain observed variation in correlations.

methodsPregnancy Study Online (PRESTO) is a web-based preconception cohort study of pregnancy planners. We used wearable monitors to collect up to 1 month of personal temperature and humidity data every 10 min from 152 participants living in the contiguous U.S. in May-October of 2021 and 2023. We calculated personal daily heat metrics, including temperature and heat index, to measure the intensity, frequency, and duration of heat exposure. We compared individual metrics to residence-based outdoor temperatures and estimated Spearman correlation coefficients across and within participants. Finally, we stratified distributions of within-person correlations by time spent outdoors, home air conditioning (AC) use, neighborhood median income, and climate region.

resultsParticipants resided in 40 states, and most (94%) had access to AC at home. The median daily personal mean temperature was 22.9 °C (IQR: 21.7-24.0). Four percent of participants' temperature readings exceeded a local extreme heat threshold (>90th county percentile). The correlation between daily mean personal and outdoor temperatures was low in the full cohort (r = 0.33), as was the median within-participant correlation (r = 0.34; IQR: 0.08-0.57). Time spent outdoors and AC use only modestly explained variability in these correlations. SIGNIFICANCE: In this U.S.-based pregnancy planning cohort, personal temperatures were generally moderate, although some participants experienced brief exposures to extreme heat. Personal and outdoor temperatures were not highly correlated, and variability in within-participant correlations was not appreciably explained by measured factors. IMPACT: In this US-based preconception cohort, metrics of personal heat exposure were not highly correlated with heat exposure metrics derived from outdoor temperature at the residence. Although some participants experienced brief exposures to extreme heat, the results suggest that most participants achieved adequate climate control much of the time. Variation in the correlation between personal and outdoor temperatures was not appreciably explained by hypothesized factors. Even in a population with resources to mitigate heat exposure, some individuals still had short-duration exposures to extremely high temperatures.

Indexed as

Environmental ExposureEnvironmental MonitoringHot TemperatureWearable Electronic DevicesAdultCohort StudiesFemaleHumansPregnancyUnited StatesYoung AdultEpidemiologyExposure assessmentMaternal and fetal exposure/healthPersonal exposureSensorsVulnerable populations

Identifiers

PMID41764349
PMCPMC13617616

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.