The findings highlight significant risks to bull trout, a threatened cold-water salmonid, due to increasing wildfire activity in the Pacific Northwest. The study underscores the sensitivity of these habitats to wildfire exposure and watershed changes, which could lead to long-term ecological impacts. The uncertainty in vulnerability scores also points to the need for adaptive management strategies to protect these critical ecosystems.