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Researchers at the University of Waterloo, led by Climate Institute member Claude Duguay have developed new tools using machine learning models to identify lake ice conditions with unprecedented accuracy. These tools will significantly advance climate change monitoring and public safety. By processing satellite radar altimetry data, the algorithm can differentiate between open water, thin ice, growing ice, or melting ice with 94% accuracy.