Evidence map›Paper›PMID 40630574›Full record

ArticlemedRxiv : the preprint server for health sciences2025

Adaptive mobility responses during Hurricanes Helene and Milton in 2024.

Qing Yao, Victoria D Lynch, Molei Liu, Xiao Wu, Robbie M Parks, Sen Pei

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2025. 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

6 authors.

Qing YaoDepartment of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA.ORCID 0000-0002-5222-8977
Victoria D LynchDepartment of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA.ORCID 0000-0003-0966-5474
Molei LiuDepartment of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, USA.ORCID 0000-0003-1890-4449
Xiao WuDepartment of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, USA.ORCID 0000-0002-4884-657X
Robbie M ParksDepartment of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA.ORCID 0000-0002-7916-1717
Sen PeiDepartment of Environmental Health Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA.ORCID 0000-0002-7072-2995

Funding

True Metal fac coreP30ES009089 · NIEHS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI MATTHEW S PERZANOWSKI · 1998 to 2026
$44.7M
Supplemental Training in Making Data FAIR and AI/ML ReadyT32ES007322 · NIEHS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Pam R Factor-Litvak, Allison Kupsco · 2000 to 2026
$12.1M
Network biology-based markers of extreme weather-induced neurodegenerationP20AG093975 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI BERHANE, KIROS T, KIOUMOURTZOGLOU, MARIANTHI-ANNA · 2024 to 2025
$2.8M
Novel Assessments of the Health Impacts of Tropical CyclonesR00ES033742 · NIEHS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI PARKS, ROBBIE M · 2023 to 2025
$911k
Establishing a unified evaluation and implementation framework to inform heat-health warning systemsK01ES036202 · NIEHS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI WU, XIAO · 2025 to 2025
$158k
NIA NIH HHS P20 AG093975NIEHS NIH HHS K01 ES036202NIEHS NIH HHS P30 ES009089NIEHS NIH HHS R00 ES033742NIEHS NIH HHS T32 ES007322
6 · The paper itself

Abstract

Adaptation is crucial for minimizing the societal impacts of tropical cyclones amid climate change. Using 3.56 billion high-resolution foot-traffic records from mobile devices, we analyzed human mobility patterns during Hurricanes Helene and Milton, which struck the southeastern United States in 2024. We observed marked differences in adaptive mobility responses across geographic regions with varying levels of historical hurricane exposure. Milton primarily impacted coastal areas with frequent hurricane exposure and prompted sharp increases in out-region travel prior to landfall and sustained elevated mobility in the post-disaster period. In contrast, Helene affected mostly inland areas, where mobility changes were modest and largely within natural variation. Within Helene-affected regions, coastal counties showed stronger mobility responses than inland counties. Our findings underscore the need for tailoring disaster preparedness and response strategies to the specific characteristics of affected populations.

Indexed as

adaptationclimate extremesflood riskhuman mobilityhurricane

Identifiers

PMID40630574
PMCPMC12236882

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.