Evidence map›Paper›PMID 42372132›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Optimal interventions to curb urban conflagration.

Akshat Chulahwat, Hussam Mahmoud

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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

2 authors.

Akshat ChulahwatCivil and Environmental Engineering, School of Engineering, Vanderbilt University, Nashville, TN 37235.ORCID 0000-0002-2107-7600
Hussam MahmoudCivil and Environmental Engineering, School of Engineering, Vanderbilt University, Nashville, TN 37235.ORCID 0000-0002-3106-6067

Funding

Gordon and Betty Moore Foundation (GBMF) 11994Gordon and Betty Moore Foundation (GBMF) 11994.01National Science Foundation (NSF) 2438899Vanderbilt Center for Sustainability, Energy and Climate (VSEC) NA
6 · The paper itself

Abstract

Understanding the efficacy of wildfire mitigation policies is a clear first step toward curbing wildfire losses during an urban conflagration. In this study, we used a validated model to quantify the impact of the spatial distribution of the combined management of open-space vegetation and mitigation of the home ignition zone (HIZ) on the resulting fire boundary and damage to the built environment in the Palisades area of Los Angeles, California. Fuel management in open-space involves reducing vegetation density by a specific percentage to emulate vegetation thinning and prescribed burning. HIZ mitigation involves hardening building features and removing defensible space fuel. For each type of intervension, we employed both random and targeted strategies to quantify their effectiveness in reducing the fire boundary and mean relative vulnerability of buildings. When combined vegetation management and HIZ mitigation are applied randomly, we observed a maximum reduction in mean relative vulnerability of 57%, while targeted strategies result in a maximum reduction of 78%. The study demonstrates the effectiveness of combining mitigation strategies in reducing damage caused by urban conflagrations.

Indexed as

communitiesgraph theorymitigationvulnerabilitywildfires

Identifiers

PMID42372132
PMCPMC13342970

What OpenQuestion 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 OpenQuestion graph.