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Scholtz R, Uden DR, Allred BW, Donovan VM, Maestas JD, Morford SL, Jones MO, Naugle DE, Cady SM, Fogarty DT, Metcalf AL, Chaffin B, Allen C, Roberts C, Rowen E, Meredith G, Nesbitt HK, Williamson MA, Gulab S, Hamlin S, Lohani S, Twidwell D. Reconciling scale using the Resist-Accept-Direct (RAD) Framework to improve management of woody encroachment in grasslands. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2025; 387:125820. [PMID: 40403673 DOI: 10.1016/j.jenvman.2025.125820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Revised: 05/12/2025] [Accepted: 05/12/2025] [Indexed: 05/24/2025]
Abstract
Implementing strategies to navigate large-scale ecological transitions in grasslands is one of this century's greatest conservation challenges. In the US Great Plains, managing areas impacted by woody transitions have been reactive, short-lived, costly, and ineffective. Along with current technological innovation in rangeland monitoring, the promise of early warning science is to provide managers with sufficient time to be better prepared for novel signals of ecological change. Combining the science of early warning signals and frameworks such as the Resist - Accept - Direct (RAD) can provide land managers with guidelines to identify proactive strategies when facing ecological change. Using this approach, we found that opportunities to resist woody transitions decreased from 84 % to 60 % between 1990 and 2020 over the entire biome but remained highest in the northern and western Great Plains, which contributes to large scale conservation targets. These are key areas to prioritize resist opportunities. In contrast, 11 % of the biome exhibited early warning transition signals across all hierarchical scales by 2020, a fourfold increase since 1990. Lastly by 2020, 30 % of the biome exhibited early warning signals across multiple but not all scales. Here, efforts may be more effective when management is directed to conserve fragmented grassland legacies within a woody-dominated matrix and avoid large-scale monocultures of problematic encroaching woody species. Our multi-scale study indicates that 1) anchoring to the last remaining grassland core areas with no early warning of transitions and 2) strategically investing in these intact grasslands may provide the best results for grassland conservation.
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Affiliation(s)
- Rheinhardt Scholtz
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA.
| | - Daniel R Uden
- Center for Resilience in Agricultural Working Landscapes, University of Nebraska, Lincoln, NE, USA; School of Natural Resources, University of Nebraska, Lincoln, NE, USA.
| | - Brady W Allred
- W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, USA.
| | - Victoria M Donovan
- West Florida Research and Education Center, University of Florida, Milton, FL, USA.
| | - Jeremy D Maestas
- Natural Resources Conservation Service, West National Technology Support Center, Portland, OR, USA.
| | - Scott L Morford
- Numerical Terradynamic Simulation Group, University of Montana, Missoula, MT, USA.
| | | | - David E Naugle
- W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, USA.
| | - Samantha M Cady
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA.
| | - Dillon T Fogarty
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA; School of Natural Resource Sciences, North Dakota State University, Fargo, ND, USA.
| | - Alexander L Metcalf
- W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, USA.
| | - Brian Chaffin
- W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, USA.
| | - Craig Allen
- Center for Resilience in Agricultural Working Landscapes, University of Nebraska, Lincoln, NE, USA; School of Natural Resources, University of Nebraska, Lincoln, NE, USA.
| | - Caleb Roberts
- U.S. Geological Survey, Arkansas Cooperative Fish & Wildlife Research Unit, Department of Biological Sciences, University of Arkansas, Fayetteville, AR, USA.
| | - Emily Rowen
- Center for Resilience in Agricultural Working Landscapes, University of Nebraska, Lincoln, NE, USA.
| | - Gwendwr Meredith
- Center for Resilience in Agricultural Working Landscapes, University of Nebraska, Lincoln, NE, USA; School of Natural Resources, University of Nebraska, Lincoln, NE, USA.
| | - Holly K Nesbitt
- Human-Environment Systems, Boise State University, Boise, ID, USA.
| | | | - Sabrina Gulab
- Department of Agricultural Economics, University of Nebraska, Lincoln, NE, USA.
| | - Samantha Hamlin
- Center for Resilience in Agricultural Working Landscapes, University of Nebraska, Lincoln, NE, USA.
| | - Sapana Lohani
- Institute for Integrative Conservation, William and Mary, Williamsburg, VA, USA.
| | - Dirac Twidwell
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA.
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7
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Moss WE, Crausbay SD, Rangwala I, Wason JW, Trauernicht C, Stevens-Rumann CS, Sala A, Rottler CM, Pederson GT, Miller BW, Magness DR, Littell JS, Frelich LE, Frazier AG, Davis KT, Coop JD, Cartwright JM, Booth RK. Drought as an emergent driver of ecological transformation in the twenty-first century. Bioscience 2024; 74:524-538. [PMID: 39872081 PMCID: PMC11770345 DOI: 10.1093/biosci/biae050] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 05/02/2024] [Indexed: 01/29/2025] Open
Abstract
Under climate change, ecosystems are experiencing novel drought regimes, often in combination with stressors that reduce resilience and amplify drought's impacts. Consequently, drought appears increasingly likely to push systems beyond important physiological and ecological thresholds, resulting in substantial changes in ecosystem characteristics persisting long after drought ends (i.e., ecological transformation). In the present article, we clarify how drought can lead to transformation across a wide variety of ecosystems including forests, woodlands, and grasslands. Specifically, we describe how climate change alters drought regimes and how this translates to impacts on plant population growth, either directly or through drought's interactions with factors such as land management, biotic interactions, and other disturbances. We emphasize how interactions among mechanisms can inhibit postdrought recovery and can shift trajectories toward alternate states. Providing a holistic picture of how drought initiates long-term change supports the development of risk assessments, predictive models, and management strategies, enhancing preparedness for a complex and growing challenge.
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Affiliation(s)
- Wynne E Moss
- Conservation Science Partners, Truckee, California, United States
- U.S. Geological Survey, Northern Rocky Mountain Science Center, Bozeman, Montana, United States
| | - Shelley D Crausbay
- Conservation Science Partners, Truckee, California, United States
- USDA Forest Service, Fort Collins, Colorado, United States
| | - Imtiaz Rangwala
- North Central Climate Adaptation Science Center and with the Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, Colorado, United States
| | - Jay W Wason
- School of Forest Resources at the University of Maine, Orono, Maine, United States
| | - Clay Trauernicht
- Department of Natural Resources and Environmental Management at the University of Hawai'i at Mānoa, Honolulu, Hawai'i, United States
| | - Camille S Stevens-Rumann
- Colorado Forest Restoration Institute in the Forest and Rangeland Stewardship Department at Colorado State University in Fort Collins, Colorado, United States
| | - Anna Sala
- Division of Biological Sciences at the University of Montana, Missoula, Montana, United States
| | - Caitlin M Rottler
- South Central Climate Adaptation Science Center, University of Oklahoma, Norman, Oklahoma, United States
| | - Gregory T Pederson
- U.S. Geological Survey, Northern Rocky Mountain Science Center, Bozeman, Montana, United States
| | - Brian W Miller
- U.S. Geological Survey, North Central Climate Adaptation Science Center, Boulder, Colorado, United States
| | - Dawn R Magness
- U.S. Fish and Wildlife Service, Kenai National Wildlife Refuge, Soldotna, Alaska, United States
| | - Jeremy S Littell
- U.S. Geological Survey, Alaska Climate Adaptation Science Center, Anchorage, Alaska, United States
| | - Lee E Frelich
- Department of Forest Resources at the University of Minnesota, Saint Paul, Minnesota, United States
| | - Abby G Frazier
- Graduate School of Geography at Clark University, Worcester, Massachusetts, United States
| | - Kimberley T Davis
- Department of Ecosystem and Conservation Sciences at the University of Montana, Missoula, Montana, United States
- Missoula Fire Sciences Laboratory, Rocky Mountain Research Station of the USDA Forest Service, Missoula, Montana, United States
| | - Jonathan D Coop
- Clark School of Environment and Sustainability, Western Colorado University, Gunnison, Colorado, United States
| | - Jennifer M Cartwright
- U.S. Geological Survey, Southeast Climate Adaptation Science Center, Raleigh, North Carolina, United States
| | - Robert K Booth
- Earth and Environmental Science Department at Lehigh University, Bethlehem, Pennsylvania, United States
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14
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Shuman JK, Balch JK, Barnes RT, Higuera PE, Roos CI, Schwilk DW, Stavros EN, Banerjee T, Bela MM, Bendix J, Bertolino S, Bililign S, Bladon KD, Brando P, Breidenthal RE, Buma B, Calhoun D, Carvalho LMV, Cattau ME, Cawley KM, Chandra S, Chipman ML, Cobian-Iñiguez J, Conlisk E, Coop JD, Cullen A, Davis KT, Dayalu A, De Sales F, Dolman M, Ellsworth LM, Franklin S, Guiterman CH, Hamilton M, Hanan EJ, Hansen WD, Hantson S, Harvey BJ, Holz A, Huang T, Hurteau MD, Ilangakoon NT, Jennings M, Jones C, Klimaszewski-Patterson A, Kobziar LN, Kominoski J, Kosovic B, Krawchuk MA, Laris P, Leonard J, Loria-Salazar SM, Lucash M, Mahmoud H, Margolis E, Maxwell T, McCarty JL, McWethy DB, Meyer RS, Miesel JR, Moser WK, Nagy RC, Niyogi D, Palmer HM, Pellegrini A, Poulter B, Robertson K, Rocha AV, Sadegh M, Santos F, Scordo F, Sexton JO, Sharma AS, Smith AMS, Soja AJ, Still C, Swetnam T, Syphard AD, Tingley MW, Tohidi A, Trugman AT, Turetsky M, Varner JM, Wang Y, Whitman T, Yelenik S, Zhang X. Reimagine fire science for the anthropocene. PNAS NEXUS 2022; 1:pgac115. [PMID: 36741468 PMCID: PMC9896919 DOI: 10.1093/pnasnexus/pgac115] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 08/02/2022] [Indexed: 02/07/2023]
Abstract
Fire is an integral component of ecosystems globally and a tool that humans have harnessed for millennia. Altered fire regimes are a fundamental cause and consequence of global change, impacting people and the biophysical systems on which they depend. As part of the newly emerging Anthropocene, marked by human-caused climate change and radical changes to ecosystems, fire danger is increasing, and fires are having increasingly devastating impacts on human health, infrastructure, and ecosystem services. Increasing fire danger is a vexing problem that requires deep transdisciplinary, trans-sector, and inclusive partnerships to address. Here, we outline barriers and opportunities in the next generation of fire science and provide guidance for investment in future research. We synthesize insights needed to better address the long-standing challenges of innovation across disciplines to (i) promote coordinated research efforts; (ii) embrace different ways of knowing and knowledge generation; (iii) promote exploration of fundamental science; (iv) capitalize on the "firehose" of data for societal benefit; and (v) integrate human and natural systems into models across multiple scales. Fire science is thus at a critical transitional moment. We need to shift from observation and modeled representations of varying components of climate, people, vegetation, and fire to more integrative and predictive approaches that support pathways toward mitigating and adapting to our increasingly flammable world, including the utilization of fire for human safety and benefit. Only through overcoming institutional silos and accessing knowledge across diverse communities can we effectively undertake research that improves outcomes in our more fiery future.
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Affiliation(s)
- Jacquelyn K Shuman
- Terrestrial Sciences Section, Climate and Global Dynamics Laboratory, National Center for Atmospheric Research, P.O. Box 3000, Boulder, CO 80307-3000, USA
| | - Jennifer K Balch
- Earth Lab, Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder,4001 Discovery Drive, Suite S348 611 UCB, Boulder, CO, 80303, USA
| | - Rebecca T Barnes
- Environmental Studies Program, Colorado College, 14 East Cache la Poudre, Colorado Springs, CO, 80903, USA
| | - Philip E Higuera
- Department of Ecosystem and Conservation Sciences, University of Montana, 32 Campus Dr., Missoula, MT, 59812, USA
| | - Christopher I Roos
- Department of Anthropology, Southern Methodist University, P.O. Box 750336, Dallas, TX, 75275-0336, USA
| | - Dylan W Schwilk
- Department of Biological Sciences, Texas Tech University, 2901 Main St. Lubbock, TX, 79409-43131, USA
| | - E Natasha Stavros
- Earth Lab, Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder,4001 Discovery Drive, Suite S348 611 UCB, Boulder, CO, 80303, USA
| | - Tirtha Banerjee
- Samueli School of Engineering, University of California, 3084 Interdisciplinary Science and Engineering Building, UC Irvine, CA 92697, USA
| | - Megan M Bela
- Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado at Boulder, 216 UCB, Boulder CO, 80309, USA
- NOAA Chemical Sciences Laboratory, Boulder, CO, USA
| | - Jacob Bendix
- Department of Geography and the Environment, Syracuse University, 144 Eggers Hall, Syracuse NY 13244, USA
| | - Sandro Bertolino
- Department of Life Sciences and Systems Biology, University of Turin, Via Accademia Albertina 13, 10123 Torino, Italy
| | - Solomon Bililign
- Department of Physics, North Carolina A&T State University, 1601 E Market Street, Greensboro, NC 27411, USA
| | - Kevin D Bladon
- Department of Forest Engineering, Resources, and Management, Oregon State University, 244 Peavy Forest Science Center; Corvallis, OR, 97331, USA
| | - Paulo Brando
- Earth System Science, University of California Irvine, 3215 Croul Hall Irvine, CA 92697, USA
| | - Robert E Breidenthal
- Department of Aeronautics and Astronautics, University of Washington, Box 352400, Seattle, WA 98195-2400, USA
| | - Brian Buma
- Integrative Biology, University of Colorado Denver, Campus Box 171, P.O. Box 173364, Denver, CO 80217-3364, USA
| | - Donna Calhoun
- Department of Mathematics, Boise State University, 1910 University Drive, Boise, ID 83725-1135, USA
| | - Leila M V Carvalho
- Department of Geography, University of California Santa Barbara, 1832 Ellison Hall, Santa Barbara, CA, 93106, USA
| | - Megan E Cattau
- Human-Environment Systems, Boise State University, Boise State Environmental Research Building, 1295 W University Dr, Boise, ID 83706, USA
| | - Kaelin M Cawley
- National Ecological Observatory Network, Battelle, 1685 38th St., Suite 100, Boulder, CO 80301, USA
| | - Sudeep Chandra
- Global Water Center, University of Nevada, 1664 N. Virginia, Reno, NV, 89509, USA
| | - Melissa L Chipman
- Department of Earth and Environmental Sciences, Syracuse University, 317 Heroy Geology Building, 141 Crouse Dr, Syracuse, NY 13210, USA
| | - Jeanette Cobian-Iñiguez
- Department of Mechanical Engineering, University of California Merced, Sustainability Research and Engineering, SRE 366, 5200 Lake Rd, Merced, CA 95343, USA
| | - Erin Conlisk
- Point Blue Conservation Science, 3820 Cypress Dr, Petaluma, CA 94954, USA
| | - Jonathan D Coop
- Clark School of Environment and Sustainability, Western Colorado University, 1 Western Way, Gunnison CO 81231, USA
| | - Alison Cullen
- Evans School of Public Policy and Governance, University of Washington, Parrington Hall, Mailbox 353055, Seattle, WA 98195-3055, USA
| | - Kimberley T Davis
- Department of Ecosystem and Conservation Sciences, University of Montana, 32 Campus Dr., Missoula, MT, 59812, USA
| | - Archana Dayalu
- Atmospheric and Environmental Research, 131 Hartwell Ave, Lexington MA 02421, USA
| | - Fernando De Sales
- Department of Geography, San Diego State University, 5500 Campanile Drive, San Diego, CA 92182-4493, USA
| | - Megan Dolman
- Human-Environment Systems, Boise State University, Boise State Environmental Research Building, 1295 W University Dr, Boise, ID 83706, USA
| | - Lisa M Ellsworth
- Department of Fisheries, Wildlife, and Conservation Sciences, Oregon State University, 104 Nash Hall, Corvallis, OR 97330, USA
| | - Scott Franklin
- School of Biological Sciences, University of Northern Colorado, 501 20th Street, Greeley, CO 80639, USA
| | - Christopher H Guiterman
- Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado at Boulder, 216 UCB, Boulder CO, 80309, USA
- NOAA's National Centers for Environmental Information (NCEI), 325 Broadway, NOAA E/GC3, Boulder, Colorado 80305-3337, USA
| | - Matthew Hamilton
- School of Environment and Natural Resources, The Ohio State University, 2021 Coffey Road, Columbus, OH 43210, USA
| | - Erin J Hanan
- Department of Natural Resources and Environmental Science, University of Nevada, 1664 N. Virginia St. Mail Stop 0186. Reno, NV 89509, USA
| | - Winslow D Hansen
- Cary Institute of Ecosystem Studies, PO Box AB, Millbrook, NY 12545, USA
| | - Stijn Hantson
- Earth System Science Program, Faculty of Natural Sciences, Max Planck Tandem Group in Earth System Science, Universidad del Rosario, Carrera 26 # 63b-48, Bogota, DC 111221, Colombia
| | - Brian J Harvey
- School of Environmental and Forest Sciences, University of Washington, UW-SEFS, Box 352100, Seattle, WA 98195, USA
| | - Andrés Holz
- Department of Geography, Portland State University, 1721 SW Broadway, Portland, OR 97201, USA
| | - Tao Huang
- Human-Environment Systems, Boise State University, Boise State Environmental Research Building, 1295 W University Dr, Boise, ID 83706, USA
| | - Matthew D Hurteau
- Department of Biology, University of New Mexico, MSC03 2020, Albuquerque, NM 87131, USA
| | - Nayani T Ilangakoon
- Earth Lab, Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder,4001 Discovery Drive, Suite S348 611 UCB, Boulder, CO, 80303, USA
| | - Megan Jennings
- Institute for Ecological Monitoring and Management, San Diego State University, 5500 Campanile Drive, San Diego, CA 92182-4614, USA
| | - Charles Jones
- Department of Geography, University of California Santa Barbara, 1832 Ellison Hall, Santa Barbara, CA, 93106, USA
| | | | - Leda N Kobziar
- College of Natural Resources, University of Idaho, 1031 N. Academic Way Coeur d'Alene, ID 83844, USA
| | - John Kominoski
- Institute of Environment and Department of Biological Sciences, Florida International University, 11200 SW 8th Street, Miami, FL, 33199, USA
| | - Branko Kosovic
- Weather Systems and Assessment Program, National Center for Atmospheric Research, P.O. Box 3000, Boulder, CO 80307-3000, USA
| | - Meg A Krawchuk
- Department of Forest Ecosystems and Society, Oregon State University, Richardson Hall, Corvallis, OR 97331, USA
| | - Paul Laris
- Department of Geography, California State University Long Beach, Long Beach, 1250 Bellflower Blvd, Long Beach, CA 90840, USA
| | - Jackson Leonard
- Rocky Mountain Research Station, U.S.D.A. Forest Service, 2500 S. Pine Knoll Dr. Flagstaff, Arizona 86001, USA
| | | | - Melissa Lucash
- Department of Geography, University of Oregon, 1251 University of Oregon, Eugene OR 97403-1251, USA
| | - Hussam Mahmoud
- Department of Civil and Environmental Engineering, Colorado State University, 1372 Campus Delivery, Fort Collins, CO, 80523, USA
| | - Ellis Margolis
- U.S. Geological Survey, Fort Collins Science Center, New Mexico Landscapes Field Station, 15 Entrance Rd., Los Alamos, NM 87544, USA
| | - Toby Maxwell
- Department of Biological Sciences, Boise State University, 1910 University Dr. Boise ID 83725, USA
| | - Jessica L McCarty
- Department of Geography and Geospatial Analysis Center, Miami University, 217 Shideler Hall, Oxford, OH 45056, USA
| | - David B McWethy
- Department of Earth Sciences, Montana State University, 226 Traphagen Hall, Bozeman, MT 59717, USA
| | - Rachel S Meyer
- Department of Ecology and Evolutionary Biology, University of California Santa Cruz, 130 McAllister Way, Santa Cruz, CA 95060, USA
| | - Jessica R Miesel
- Department of Plant, Soil and Microbial Sciences, Michigan State University, 1066 Bogue Street Rm A286, East Lansing, MI 48823, USA
| | - W Keith Moser
- Rocky Mountain Research Station, U.S.D.A. Forest Service, 2500 S. Pine Knoll Dr. Flagstaff, Arizona 86001, USA
| | - R Chelsea Nagy
- Earth Lab, Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder,4001 Discovery Drive, Suite S348 611 UCB, Boulder, CO, 80303, USA
| | - Dev Niyogi
- Jackson School of Geosciences, and Cockrell School of Engineering, University of Texas at Austin, 2305 Speedway Stop C1160, Austin, TX 78712-1692, USA
| | - Hannah M Palmer
- Department of Life and Environmental Sciences, University of California Merced, Merced, 5200 Lake Rd, Merced, CA 95343, USA
| | - Adam Pellegrini
- Department of Plant Sciences, University of Cambridge, Downing St, Cambridge, CB2 3EA, UK
| | - Benjamin Poulter
- NASA Goddard Space Flight Center, Greenbelt Road, Greenbelt, MD 20771, USA
| | - Kevin Robertson
- Tall Timbers Research Station and Land Conservancy, 13093 Henry Beadel Drive, Tallahassee, FL 32312, USA
| | - Adrian V Rocha
- Department of Biological Sciences, University of Notre Dame, 100 Campus Dr., Notre Dame, IN 46556, USA
| | - Mojtaba Sadegh
- Department of Civil Engineering, Boise State University, 1910 University Drive, Boise, ID, 83725, USA
| | - Fernanda Santos
- Environmental Sciences Division, Oak Ridge National Laboratory, One Bethel Valley Road, P.O. Box 2008, MS-6038, Oak Ridge, TN 37831-6038, USA
| | - Facundo Scordo
- Global Water Center and the Department of Biology, University of Nevada, 1664 N. Virginia, Reno, NV, 89509, USA
- Instituto Argentino de Oceanografía (IADO-CONICET-UNS), Florida 8000, Bahía Blanca, B8000BFW Buenos Aires, Argentina
| | - Joseph O Sexton
- terraPulse, Inc., 13201 Squires Ct., North Potomac, MD 20878, USA
| | - A Surjalal Sharma
- Department of Astronomy, University of Maryland, 4296 Stadium Dr., Astronomy Dept Room 1113, College Park, MD 20742, USA
| | - Alistair M S Smith
- Department of Earth and Spatial Sciences, College of Science, University of Idaho, 875 Perimeter Drive MS 3021, Moscow ID, 83843-3021, USA
- Department of Forest, Rangeland, and Fire Science, College of Natural Resources, University of Idaho, 875 Perimeter Drive MS 1133, Moscow, ID 83844-1133, USA
| | - Amber J Soja
- NASA Langley Research Center, NASA, 2 Langley Blvd, Hampton, VA 23681, USA
- National Institute of Aerospace, NASA, 100 Exploration Way, Hampton, VA 23666, USA
| | - Christopher Still
- Department of Forest Ecosystems and Society, Oregon State University, Richardson Hall, Corvallis, OR 97331, USA
| | - Tyson Swetnam
- Data Science Institute, University of Arizona, 1657 E Helen St, Tucson, AZ 85721, USA
| | - Alexandra D Syphard
- Conservation Biology Institute, 10423 Sierra Vista Ave., La Mesa, CA, 91941, USA
| | - Morgan W Tingley
- Ecology and Evolutionary Biology, University of California Los Angeles, 621 Charles E Young Dr S #951606, Los Angeles, CA 90095, USA
| | - Ali Tohidi
- Department of Mechanical Engineering, San Jose State University, Room 310-K, ENG Building, 1 Washington Square, San Jose, CA 95112, USA
| | - Anna T Trugman
- Department of Geography, University of California Santa Barbara, 1832 Ellison Hall, Santa Barbara, CA, 93106, USA
| | - Merritt Turetsky
- Institute of Arctic and Alpine Research, University of Colorado Boulder, Campus Box 450, Boulder, CO 80309-0450, USA
| | - J Morgan Varner
- Tall Timbers Research Station and Land Conservancy, 13093 Henry Beadel Drive, Tallahassee, FL 32312, USA
| | - Yuhang Wang
- School of Earth and Atmospheric Sciences, Georgia Institute of Technology, 311 Ferst Drive, Atlanta, GA 30332, USA
| | - Thea Whitman
- Department of Soil Science, University of Wisconsin-Madison, 1525 Observatory Dr., Madison, WI 53711, USA
| | - Stephanie Yelenik
- Rocky Mountain Research Station, U.S.D.A. Forest Service, 920 Valley Road, Reno NV, 89512, USA
| | - Xuan Zhang
- Department of Life and Environmental Sciences, University of California Merced, Merced, 5200 Lake Rd, Merced, CA 95343, USA
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