Evidence map›Paper›PMID 42652300›Full record

ArticleInternational journal of environmental research and public health2026

Temporal Trends and Geographic Clustering of U.S. Weather-Related Disasters (1989-2019): A Foundational Baseline for Healthcare Preparedness.

Roberta Lavin, Su Zhang, Yue Feng, Xi Gong, Yiliang Zhu, Wei Fang, Xiaozhong Yu, Shuguang Leng, Kritim Bastola, Bhawana Kafle and 5 more

Abstract read
In one paragraph

Article in International journal of environmental research and public health, 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

15 authors.

Roberta LavinCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.ORCID 0000-0001-6106-8066
Su ZhangDepartment of Geography and Environmental Studies, University of New Mexico, MSC01 1110, 1 University of New Mexico, Albuquerque, NM 87131-0001, USA.ORCID 0000-0002-0396-2518
Yue FengComprehensive Cancer Center, University of New Mexico, 2325 Camino de Salud, Albuquerque, NM 87131, USA.
Xi GongDepartment of Biobehavioral Health, The Pennsylvania State University, 219 Biobehavioral Health Building, University Park, PA 16802, USA.ORCID 0000-0001-7899-6213
Yiliang ZhuDepartment of Internal Medicine, School of Medicine, University of New Mexico, MSC08 4720, 1 University of New Mexico, Albuquerque, NM 87131-0001, USA.ORCID 0000-0002-6403-3050
Wei FangCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.ORCID 0000-0001-9860-183X
Xiaozhong YuCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.
Shuguang LengComprehensive Cancer Center, University of New Mexico, 2325 Camino de Salud, Albuquerque, NM 87131, USA.
Kritim BastolaCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.ORCID 0009-0006-8295-1847
Bhawana KafleCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.ORCID 0009-0003-6538-7189
Daylin CliftonCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.
Shawn L PenmanEarth Data Analysis Center, University of New Mexico, MSC01 1110, 1 University of New Mexico, Albuquerque, NM 87131-0001, USA.
Sandeep TalasilaEarth Data Analysis Center, University of New Mexico, MSC01 1110, 1 University of New Mexico, Albuquerque, NM 87131-0001, USA.ORCID 0000-0002-6098-537X
Mary Pat CouigCenter for Health Equity: Planetary Health and Preparedness, College of Nursing, University of New Mexico, 2300 Tucker Rd., Albuquerque, NM 87131-0001, USA.ORCID 0000-0001-7786-8092
José M CerratoDepartment of Civil, Construction, and Environmental Engineering, University of New Mexico, MSC01 1070, 1 University of New Mexico, Albuquerque, NM 87131-0001, USA.

Funding

UNM Climate Change and Health for the Alliance and Novelty of Geospatial and Exposure Science (CHANGES) CenterP20NR021824 · NINR · UNIVERSITY OF NEW MEXICO · PI CERRATO, JOSE MANUEL · 2024 to 2024
$3.8M
NIH HHS 1P20NR021824-01NINR NIH HHS P20 NR021824
6 · The paper itself

Abstract

Over the past three decades, the United States has experienced a notable increase in weather-related disasters, including hurricanes, floods, tornadoes, wildfires, and severe storms, posing growing challenges to healthcare preparedness and public health systems. This study analyzes Federal Emergency Management Agency (FEMA) disaster declarations from 1989 to 2019 to characterize temporal and geographic trends in weather-related events. Data after 2019 were excluded to avoid confounding effects associated with the COVID-19 pandemic, which disrupted disaster declarations, resource allocation, and healthcare system demands. Using descriptive statistics, generalized linear mixed models, and spatial clustering techniques, we identified substantial increases and nonlinear patterns in disaster declarations, with variation across hazard types and regions. These trends reflect evolving hazard exposure, regional differences, and policy-driven declaration practices. Although this study does not directly measure health outcomes or social vulnerability, the observed patterns have important implications for healthcare system capacity, workforce preparedness, and populations known to be disproportionately affected by disasters. The findings highlight the need for climate-informed training, data-driven preparedness planning, and integration of disaster trend analysis into nursing education and public health practice. Strengthening the ability of healthcare systems to anticipate and respond to evolving disaster patterns is critical for advancing resilience and promoting equitable health outcomes in the context of climate change.

Indexed as

Disaster PlanningDisastersWeatherCluster AnalysisHumansUnited Statesclimate changedisaster declarationsextreme weatherFederal Emergency Management Agencyhealthcare preparednessnursing workforcepublic health

Identifiers

PMID42652300
PMCPMC13512037

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.