<?xml version='1.0' encoding='utf-8'?>
<oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:contributor>Charles B. Yackulic</dc:contributor>
  <dc:contributor>Jaime Kostelnik</dc:contributor>
  <dc:contributor>Andrew R. Bock</dc:contributor>
  <dc:contributor>Robert E. Zuellig</dc:contributor>
  <dc:contributor>Daren M. Carlisle</dc:contributor>
  <dc:contributor>James J. Roberts</dc:contributor>
  <dc:contributor>Kevin B. Rogers</dc:contributor>
  <dc:contributor>Seth M. Munson</dc:contributor>
  <dc:creator>Adam Gerhard Wells</dc:creator>
  <dc:date>2024</dc:date>
  <dc:description>&lt;p&gt;&lt;strong&gt;Background&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;Colorado River Cutthroat Trout (CRCT;&amp;nbsp;&lt;i&gt;Oncorhynchus clarkii pleuriticus&lt;/i&gt;) conservation populations may be at risk from wildfire and post-fire debris flows hazards.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Aim&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;To predict burn severity and potential post-fire debris flow hazard classifications to CRCT conservation populations before wildfires occur.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;We used remote sensing, spatial analyses, and machine learning to model 28 wildfire incidents (2016–2020) and spatially predict burn severity from pre-wildfire environmental factors to evaluate the likelihood (%) and volume (m&lt;sup&gt;3&lt;/sup&gt;) hazard classification of post-fire debris flow.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Key results&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;Burn severity was best predicted by fuels, followed by topography, physical ecosystem conditions, and weather (mean adjusted&amp;nbsp;&lt;i&gt;R&lt;/i&gt;&lt;sup&gt;2&lt;/sup&gt;&amp;nbsp;=&amp;nbsp;0.54). Predictions of high or moderate burn severity covered 1.1 (15% of study area) and 1.5 (19% of study area) million ha, respectively, and varied by watershed. Combined high or moderate debris flow hazard classification included 80% of stream reaches with conservation populations and 97% of conservation population point nodes.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;Predicted burn severity and potential post-fire debris flow indicated moderate to high hazard for CRCT conservation populations native to the Green and Yampa rivers of the Upper Colorado River Basin.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Implications&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;Future management actions can incorporate predicted burn severity and potential post-fire debris flow to mitigate impacts to CRCT and other at-risk resource values before a wildfire occurs.&lt;/p&gt;</dc:description>
  <dc:format>application/pdf</dc:format>
  <dc:identifier>10.1071/WF23199</dc:identifier>
  <dc:language>en</dc:language>
  <dc:publisher>CSIRO Publishing</dc:publisher>
  <dc:title>Before the fire: Predicting burn severity and potential post-fire debris-flow hazards to Colorado River Cutthroat Trout (Oncorhynchus clarkii pleuriticus) conservation populations</dc:title>
  <dc:type>article</dc:type>
</oai_dc:dc>