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Learning from Wildfire Decision Support: large language model analysis of barriers to fire spread in a census of large wildfires in the United States (2011–2023)

Year of Publication
2025
Publication Type

Background

Barriers are the landscape features that firefighters leverage to stop wildfire spread. In the United States, decision-makers discuss barrier availability in a framework called the Wildland Fire Decision Support System (WFDSS).

Aims

This study analyzes WFDSS text from 6630 large wildfires and examines the barriers identified.

Housing and Economic Recovery as Interdependent Pathways in the Wake of Wildfires

Year of Publication
2025
Publication Type

Highlights

  • Introduced an integrated housing-economic recovery framework that links post-wildfire housing stability to local employment conditions and economic diversity.
  • Demonstrated how traditional vulnerability tools like SoVI overlook hidden and dynamic vulnerabilities, especially among renters, seasonal workers, and undocumented residents.