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Viviana Freire-Zapata

University of Arizona

Department of History

Tucson, AZ 85721

United States

  • University of Arizona

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Scholarly Papers (1)

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Metabolomic indicators anticipate climate-driven permafrost ecosystem collapse before visible change

Number of pages: 32 Posted: 07 Oct 2025
Yang Ben, Gretchen Hall, Viviana Freire-Zapata, Lawrence R. Walker, Ruth K. Varner, Rachel M. Wilson and Malak Tfaily
University of Arizona, University of Arizona, University of Arizona, University of Arizona, University of New Hampshire, Florida State University and University of Arizona
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Abstract:

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metabolomics, Ecosystem Transitions, Permafrost Thaw, early warning signals, Machine learning