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Social vulnerability of the people exposed to wildfires in U.S. West Coast states

https://doi.org/10.1126/sciadv.adh4615
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/2014gl059576openalex-snapshot
Large wildfire trends in the western United States, 1984–2011
inferredcites →https://doi.org/10.1007/s00267-011-9796-zopenalex-snapshot
Locating Spatial Variation in the Association Between Wildland Fire Risk and Social Vulnerability Across Six Southern States
inferredcites →https://doi.org/10.1007/s10584-006-0329-3openalex-snapshot
Climate Change Vulnerability Assessments: An Evolution of Conceptual Thinking
inferredcites →https://doi.org/10.1007/s10584-021-03064-6openalex-snapshot
Do fires discriminate? Socio-economic disadvantage, wildfire hazard exposure and the Australian 2019–20 ‘Black Summer’ fires
inferredcites →https://doi.org/10.1007/s11069-020-04470-2openalex-snapshot
Flood exposure and social vulnerability in the United States
inferredcites →https://doi.org/10.1007/s40572-022-00355-7openalex-snapshot
Wildfire, Smoke Exposure, Human Health, and Environmental Justice Need to be Integrated into Forest Restoration and Management
inferredcites →https://doi.org/10.1016/b978-0-12-386983-8.00001-9openalex-snapshot
Introduction
inferredcites →https://doi.org/10.1016/b978-0-12-812056-9.00006-3openalex-snapshot
Spatial Association Between Forest Fires Incidence and Socioeconomic Vulnerability in Portugal, at Municipal Level
inferredcites →https://doi.org/10.1016/j.arr.2013.06.004openalex-snapshot
Frailty and cognitive impairment—A review of the evidence and causal mechanisms
inferredcites →https://doi.org/10.1016/j.forpol.2010.07.009openalex-snapshot
Wildland fire risk and social vulnerability in the Southeastern United States: An exploratory spatial data analysis approach
inferredcites →https://doi.org/10.1016/j.geoforum.2020.07.007openalex-snapshot
The (in)visible victims of disaster: Understanding the vulnerability of undocumented Latino/a and indigenous immigrants
inferredcites →https://doi.org/10.1016/j.gloenvcha.2014.08.005openalex-snapshot
The geographies of community disaster resilience
inferredcites →https://doi.org/10.1016/j.ijdrr.2015.09.013openalex-snapshot
Social vulnerability to floods: Review of case studies and implications for measurement
inferredcites →https://doi.org/10.1016/j.ijdrr.2019.101123openalex-snapshot
Geographic multi-criteria evaluation and validation: A case study of wildfire vulnerability in Western North Carolina, USA following the 2016 wildfires
inferredcites →https://doi.org/10.1016/j.landurbplan.2022.104577openalex-snapshot
Spatial patterns of social vulnerability in relation to wildfire risk and wildland-urban interface presence
inferredcites →https://doi.org/10.1016/j.landurbplan.2023.104797openalex-snapshot
Social drivers of vulnerability to wildfire disasters: A review of the literature
inferredcites →https://doi.org/10.1016/j.ssmph.2021.100924openalex-snapshot
Social vulnerability and aging of elderly people in the United States
inferredcites →https://doi.org/10.1021/acs.est.6b06200openalex-snapshot
Community Vulnerability to Health Impacts of Wildland Fire Smoke Exposure
inferredcites →https://doi.org/10.1023/a:1009601904210openalex-snapshot
Social Vulnerability to Climate Change and the Architecture of Entitlements
inferredcites →https://doi.org/10.1029/2020gl091377openalex-snapshot
Increasing Synchronous Fire Danger in Forests of the Western United States
inferredcites →https://doi.org/10.1029/2021ef002488openalex-snapshot
Increasing Heat‐Stress Inequality in a Warming Climate
inferredcites →https://doi.org/10.1038/s41467-023-37311-4openalex-snapshot
Elevation-dependent intensification of fire danger in the western United States
inferredcites →https://doi.org/10.1038/s41893-019-0353-8openalex-snapshot
Rethinking resilience to wildfire
inferredcites →https://doi.org/10.1038/s41893-023-01163-zopenalex-snapshot
Human and infrastructure exposure to large wildfires in the United States
inferredcites →https://doi.org/10.1038/sdata.2015.45openalex-snapshot
High-resolution gridded population datasets for Latin America and the Caribbean in 2010, 2015, and 2020
inferredcites →https://doi.org/10.1061/(asce)nh.1527-6996.0000027openalex-snapshot
Limited Involvement of Socially Vulnerable Populations in Federal Programs to Mitigate Wildfire Risk in Arizona
inferredcites →https://doi.org/10.1071/wf15109openalex-snapshot
Places where wildfire potential and social vulnerability coincide in the coterminous United States
inferredcites →https://doi.org/10.1073/pnas.0710375105openalex-snapshot
Temporal and spatial changes in social vulnerability to natural hazards
inferredcites →https://doi.org/10.1073/pnas.2009717118openalex-snapshot
Warming enabled upslope advance in western US forest fires
inferredcites →https://doi.org/10.1080/00045608.2012.700616openalex-snapshot
Uncertainty Analysis for a Social Vulnerability Index
inferredcites →https://doi.org/10.1080/10511482.2021.1938172openalex-snapshot
Naturally Resilient to Natural Hazards? Urban–Rural Disparities in Hazard Mitigation Grant Program Assistance
inferredcites →https://doi.org/10.1088/1748-9326/ab8847openalex-snapshot
Patterns of population displacement during mega-fires in California detected using Facebook Disaster Maps
inferredcites →https://doi.org/10.1088/1748-9326/abae9eopenalex-snapshot
Increasing concurrence of wildfire drivers tripled megafire critical danger days in Southern California between1982 and 2018
inferredcites →https://doi.org/10.1093/pnasnexus/pgad005openalex-snapshot
Shifting social-ecological fire regimes explain increasing structure loss from Western wildfires
inferredcites →https://doi.org/10.1098/rstb.2015.0345openalex-snapshot
Global trends in wildfire and its impacts: perceptions versus realities in a changing world
inferredcites →https://doi.org/10.1111/1467-8306.93101openalex-snapshot
The Vulnerability of Science and the Science of Vulnerability
inferredcites →https://doi.org/10.1111/geoj.12174openalex-snapshot
Resilience to What? Resilience for Whom?
inferredcites →https://doi.org/10.1136/oem.2008.041376openalex-snapshot
The relationship of respiratory and cardiovascular hospital admissions to the southern California wildfires of 2003
inferredcites →https://doi.org/10.1146/annurev.energy.30.050504.144352openalex-snapshot
Assessing the Vulnerability of Social-Environmental Systems
inferredcites →https://doi.org/10.1161/jaha.117.007492openalex-snapshot
Cardiovascular and Cerebrovascular Emergency Department Visits Associated With Wildfire Smoke Exposure in California in 2015
inferredcites →https://doi.org/10.1186/s12913-016-1555-7openalex-snapshot
Identifying seasonal and temporal trends in the pressures experienced by hospitals related to unscheduled care
inferredcites →https://doi.org/10.1289/ehp.1409277openalex-snapshot
Critical Review of Health Impacts of Wildfire Smoke Exposure
inferredcites →https://doi.org/10.1289/ehp10498openalex-snapshot
Short-Term Exposure to Wildfire Smoke and PM2.5 and Cognitive Performance in a Brain-Training Game: A Longitudinal Study of U.S. Adults
inferredcites →https://doi.org/10.1371/journal.pclm.0000087openalex-snapshot
Fire frequency and vulnerability in California
inferredcites →https://doi.org/10.1371/journal.pone.0205825openalex-snapshot
The unequal vulnerability of communities of color to wildfire
inferredcites →https://doi.org/10.1371/journal.pone.0271019openalex-snapshot
A burning issue: Reviewing the socio-demographic and environmental justice aspects of the wildfire literature
inferredcites →https://doi.org/10.2202/1547-7355.1792openalex-snapshot
A Social Vulnerability Index for Disaster Management
inferredcites →https://doi.org/10.3390/ijerph18083921openalex-snapshot
Disproportionate Impacts of Wildfires among Elderly and Low-Income Communities in California from 2000–2020
inferredcites →https://doi.org/10.4324/9781420078572openalex-snapshot
Social Vulnerability to Disasters
inferredcites →https://doi.org/10.4996/fireecology.0301003openalex-snapshot
A Project for Monitoring Trends in Burn Severity
inferredcites →https://doi.org/10.5194/essd-11-1385-2019openalex-snapshot
The spatial allocation of population: a review of large-scale gridded population data products and their fitness for use
inferredcites →https://doi.org/10.5811/westjem.2012.10.6917openalex-snapshot
The Impact on Emergency Department Visits for Respiratory Illness During the Southern California Wildfires

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Shine: Using Machine Learning to Incorporate Social Vulnerability Indicators into Wildfire Risk Management
inferred← citeshttps://doi.org/10.1002/rhc3.70023openalex-snapshot
Climate Change, Extreme Events, and the United States Government Safety Net: A Scoping Review
inferred← citeshttps://doi.org/10.1007/s10393-026-01783-9openalex-snapshot
Québec Wildfires and Respiratory Emergency Department Visits in Charlottesville, Virginia
inferred← citeshttps://doi.org/10.1007/s10584-023-03668-0openalex-snapshot
How the experience of California wildfires shape Twitter climate change framings
inferred← citeshttps://doi.org/10.1007/s10694-025-01773-3openalex-snapshot
Modeling Neighborhoods as Fuel for Wildfire: A Review
inferred← citeshttps://doi.org/10.1016/j.crsus.2025.100436openalex-snapshot
Elevating survivability as the goal of community wildfire risk reduction
inferred← citeshttps://doi.org/10.1016/j.ecoinf.2026.103777openalex-snapshot
Characterizing wildfire behavior with ECOSTRESS land surface temperature across four California case studies
inferred← citeshttps://doi.org/10.1016/j.eiar.2026.108702openalex-snapshot
Spatial wildfire risk assessment for Oahu, Hawaii, using swarm-intelligence-optimized CatBoost and the analytic network process
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Mapping wildfire hazard, vulnerability, and risk to Canadian communities
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The changing social vulnerability in Shanghai during 2000–2020 and its implications for risk management
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Wildfire risk perception and communication in disadvantaged communities: Insights from Eastern Coachella Valley in Southern California
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Coupling human responsive behaviors and infrastructure disparities to understand the long-term impacts of wildfires
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The relationship between social vulnerability and wildfire structure loss across California
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Integrating earth observation data into the tri-environmental evaluation of the economic cost of natural disasters: a case study of 2025 LA wildfire
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Wildfire impacts on Spanish municipal population
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Wildfire risk in Alaska: Spatial association between social vulnerability, wildfire hazard, and wildfire mitigation programs
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Monitoring growth of the wildland-urban interface in 2000 and 2020 in Mediterranean ecosystems with Landsat satellite imagery
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Local perspectives on wildfire impacts, mitigation strategies, and governance actors’ responsibilities in rural northern Idaho, USA
inferred← citeshttps://doi.org/10.1021/acs.est.5c18065openalex-snapshot
From Outdoor to Indoor: Amplified Inequities in Wildfire PM 2.5 Exposure across the Contiguous United States
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The Co-occurrence of Wildfire Smoke and Extreme Heat Events in British Columbia, 2010–2022: Evaluating Spatiotemporal Trends and Inequities in Exposure Burden
inferred← citeshttps://doi.org/10.1029/2024ef005187openalex-snapshot
Inference of Wildfire Causes From Their Physical, Biological, Social and Management Attributes
inferred← citeshttps://doi.org/10.1029/2025ef006935openalex-snapshot
Predictive Understanding of Wildfire Ignitions Across the Western United States
inferred← citeshttps://doi.org/10.1029/2025gl116248openalex-snapshot
Soil Moisture is a Stronger Predictor of Forest Fire Spread Potential Than Weather in the U.S. Northern Rocky Mountains
inferred← citeshttps://doi.org/10.1038/s41467-025-65914-6openalex-snapshot
Political development predicts reduced human cost of flooding
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Assessing risk management interventions from the perspective of intergenerational justice: preserving options and avoiding irreversible planetary loss
inferred← citeshttps://doi.org/10.1088/1748-9326/ad6cecopenalex-snapshot
Socially vulnerable US Pacific Northwest communities are more likely to experience wildfires
inferred← citeshttps://doi.org/10.1088/1748-9326/adeff6openalex-snapshot
Advancing new metrics for wildfire smoke exposure: case study in Alaska to bridge public health, climate adaptation, and fire management
inferred← citeshttps://doi.org/10.1088/1748-9326/ae203fopenalex-snapshot
Mapping socio-ecological vulnerability of tropical peatland fires
inferred← citeshttps://doi.org/10.1088/1748-9326/ae5993openalex-snapshot
Integrating social vulnerability with structure density and hazard to improve community wildfire risk assessments
inferred← citeshttps://doi.org/10.1088/1748-9326/ae8039openalex-snapshot
Wildfire as urban risk: global synthesis of compound hazards, cascade pathways, and research-exposure-vulnerability mismatch
inferred← citeshttps://doi.org/10.1088/2752-5295/ae4a43openalex-snapshot
Wildfire displacement in the United States: a qualitative synthesis of the social consequences
inferred← citeshttps://doi.org/10.1088/2752-5309/ada793openalex-snapshot
Patterns and trends of heat and wildfire smoke indicators across rural–urban and social vulnerability gradients in Idaho
inferred← citeshttps://doi.org/10.1093/haschl/qxaf147openalex-snapshot
Inequities in weathering California wildfires
inferred← citeshttps://doi.org/10.1098/rstb.2023.0457openalex-snapshot
Quantifying wildfire risk to the built environment in rural rangelands of the US Interior West
inferred← citeshttps://doi.org/10.1109/sustech63138.2025.11025662openalex-snapshot
Predicting Wildfire Spread with Machine Learning and a Socio-Ecological Approach to Identify Areas of High Vulnerability
inferred← citeshttps://doi.org/10.1111/ppe.70055openalex-snapshot
Maternal Residential Mobility Between Births: A California Statewide Study
inferred← citeshttps://doi.org/10.1126/science.adu6408openalex-snapshot
Increasing global human exposure to wildland fires despite declining burned area
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FireFair: Equity-Adjusted Multi-Agent Triage for Wildfire Ignition Forecasting
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From risk perception to readiness: understanding US wildfire preparedness drivers
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Wildfires and Birth Outcomes: Evidence From Spain
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Wildfire impacts and mitigation strategies among California cannabis producers
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Adapting to wildfire: a review of ongoing wildfire planning and mitigation efforts across 10 landscapes in the Western United States
inferred← citeshttps://doi.org/10.3389/fpubh.2025.1532865openalex-snapshot
Addressing the impact of forest fires in Quito on youth health
inferred← citeshttps://doi.org/10.3390/geohazards7040120openalex-snapshot
Spatiotemporal Patterns of Wildfire Severity and Demographic Characteristics in the 2025 Palisades Fire, Los Angeles, California
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Assessing Wildfire Impacts from the Perspectives of Social and Ecological Remote Sensing
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Changing Conditions: Global Warming-Related Hazards and Vulnerable Rural Populations in Mediterranean Europe
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