Evidence map›Paper›PMID 40453559›Full record

ArticleGeoHealth2025

Conceptual GeoHealth Framework for Disaster Response Research: Case Study for Wildland Urban Interface (WUI) Fires and Data Integration.

J Barkoski, A Liu, E Van Fleet, S Ramsey, A Miller

Abstract read
In one paragraph

Article in GeoHealth, 2025. 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. Article
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

5 authors.

J BarkoskiDLH LLC Bethesda MD USA.ORCID https://orcid.org/0000-0002-6582-9990
A LiuOffice of the Director Department of Health and Human Services National Institute of Environmental Health Sciences National Institutes of Health Durham NC USA.ORCID https://orcid.org/0000-0003-2965-2195
E Van FleetDLH LLC Bethesda MD USA.ORCID https://orcid.org/0009-0009-7499-1672
S RamseyDLH LLC Bethesda MD USA.
A MillerOffice of the Director Department of Health and Human Services National Institute of Environmental Health Sciences National Institutes of Health Durham NC USA.ORCID https://orcid.org/0000-0002-1811-161X

Funding

NIEHS NIH HHS HHSN273201600002C
6 · The paper itself

Abstract

With climate change contributing to an increase in frequency and severity of extreme weather events like wildfires, droughts, and hurricanes, there is a growing need for coordinated research efforts to understand the impact of these events on human health. Specialized research frameworks can help interdisciplinary teams organize and visualize complex exposure-health pathways, identify knowledge gaps, and enhance coordination and communication across diverse groups of stakeholders. This article describes the development and application of a conceptual framework for wildfire-related exposures and human health outcomes. This framework serves as a tool for integrating data resources and mapping known and hypothesized connections, between complex wildfire exposures and human health outcomes, across the lifecycle of a wildland urban interface (WUI) fire. We also demonstrate the utility and flexibility of this framework for disaster research settings through two example applications. The first demonstrates an application for studying WUI fires and respiratory health outcomes, and the second example shows how the framework can be expanded to visualize exposure and health modeling with potential biomarkers of exposure and effect. Our GeoHealth Framework for WUI Fires illustrates complex linkages between wildfire related exposures and health outcomes and highlights areas for future study. Given the destruction and complexity of WUI fires, this framework provides an important resource that can assist with evaluating these complex exposure-health relationships, guiding and coordinating data collection, and informing communities and decision-makers to improve response, recovery, and future preparedness for such events in the United States and globally.

Indexed as

conceptual modeldata visualizationdisaster health researchwildfire exposureswildfires and health

Identifiers

PMID40453559
PMCPMC12125633

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.