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A new machine-learning system developed at the University of Alaska Fairbanks can automatically produce detailed maps from satellite data to show locations of likely beetle-killed spruce trees in Alaska, aiding forestry and wildfire management decisions. The system fills a knowledge gap in identifying infestations in areas of low to moderate severity, where current methods are limited.