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Shine: Using Machine Learning to Incorporate Social Vulnerability Indicators into Wildfire Risk Management

https://doi.org/10.2139/ssrn.4713265
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Household vulnerability to floods and cyclones in Khyber Pakhtunkhwa, Pakistan
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Preparing for wildfire evacuation and alternatives: Exploring influences on residents’ intended evacuation behaviors and mitigations
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The application of the Social Vulnerability Index (SoVI) for geo- targeting of post-disaster recovery resources
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Increasing wildfires and changing sociodemographics in communities across California, USA
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GIS-based methodology for prioritization of preparedness interventions on road transport under wildfire events
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Spatial patterns of social vulnerability in relation to wildfire risk and wildland-urban interface presence
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Monte Carlo cross validation
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Community Vulnerability to Health Impacts of Wildland Fire Smoke Exposure
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Random Forests
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Impacts of Fine Particulate Matter From Wildfire Smoke on Respiratory and Cardiovascular Health in California
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Human exposure and sensitivity to globally extreme wildfire events
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Spatial and temporal pattern of wildfires in California from 2000 to 2019
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Mapping the wildland-urban interface in California using remote sensing data
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Places where wildfire potential and social vulnerability coincide in the coterminous United States
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Where wildfires destroy buildings in the US relative to the wildland–urban interface and national fire outreach programs
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Long-term trends in wildfire damages in California
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Temporal and spatial changes in social vulnerability to natural hazards
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Rapid growth of the US wildland-urban interface raises wildfire risk
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The changing risk and burden of wildfire in the United States
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Priorities and Effectiveness in Wildfire Management: Evidence from Fire Spread in the Western United States
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Inequality in Agency Response: Evidence from Salient Wildfire Events
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Fitting the solutions to the problems in managing extreme wildfire in California
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Using community archetypes to better understand differential community adaptation to wildfire risk
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Performance Evaluation of Machine Learning Methods for Credit Card Fraud Detection Using SMOTE and AdaBoost
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Social Vulnerability to Environmental Hazards *
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Social vulnerability of the people exposed to wildfires in U.S. West Coast states
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Cardiovascular and Cerebrovascular Emergency Department Visits Associated With Wildfire Smoke Exposure in California in 2015
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Moral Hazard, Social Catastrophe: The Changing Face of Vulnerability along the Hurricane Coasts
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Vulnerability to environmental hazards
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Geospatial indicators of exposure, sensitivity, and adaptive capacity to assess neighbourhood variation in vulnerability to climate change-related health hazards
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Negative consequences of positive feedbacks in US wildfire management
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Cardiopulmonary Effects of Fine Particulate Matter Exposure among Older Adults, during Wildfire and Non-Wildfire Periods, in the United States 2008–2010
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The unequal vulnerability of communities of color to wildfire
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A burning issue: Reviewing the socio-demographic and environmental justice aspects of the wildfire literature
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Disaster Resilience Indicators for Benchmarking Baseline Conditions
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A Social Vulnerability Index for Disaster Management
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Flocking to fire: How climate and natural hazards shape human migration across the United States
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The 2017 North Bay and Southern California Fires: A Case Study
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A Socio-Ecological Approach to Mitigating Wildfire Vulnerability in the Wildland Urban Interface: A Case Study from the 2017 Thomas Fire
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Disproportionate Impacts of Wildfires among Elderly and Low-Income Communities in California from 2000–2020
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Social Vulnerability to Natural Hazards in Namibia: A District-Based Analysis
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Multi-class AdaBoost
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The Impact on Emergency Department Visits for Respiratory Illness During the Southern California Wildfires
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