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Shao J, Yuan T, Li Z, Li N, Liu H, Bai SH, Xia J, Lu M, Zhou X. Plant evolutionary history mainly explains the variance in biomass responses to climate warming at a global scale. THE NEW PHYTOLOGIST 2019; 222:1338-1351. [PMID: 30664250 DOI: 10.1111/nph.15695] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 01/08/2019] [Indexed: 06/09/2023]
Abstract
Evolutionary history shapes the interspecific relatedness and intraspecific variation, which has a profound influence on plant functional traits and productivity. However, it is far from clear how the phylogenetic relatedness among species and intraspecific variation could contribute to the observed variance in plant biomass responses to climate warming. We compiled a dataset with 284 species from warming experiments to explore the relative importance of phylogenetic, intraspecific, experimental and ecological factors to warming effects on plant biomass, using phylogenetic eigenvector regression and variance decomposition. Our results showed that phylogenetic relatedness could account for about half the total variance in biomass responses to warming, which were correlated with leaf economic traits at the family level but not at species level. The intraspecific variation contributed to approximately one-third of the variance, whereas the experimental design and ecological characteristics only explained 7-17%. These results suggest that intrinsic factors (evolutionary history) play more important roles than extrinsic factors (experimental treatment and environment) in determining the responses of plant biomass to warming at the global scale. This highlights the urgent need for land surface models to include evolutionary aspects in predicting ecosystem functions under climate change.
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Affiliation(s)
- Junjiong Shao
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
- Center for Global Change and Ecological Forecasting, East China Normal University, Shanghai, 200241, China
| | - Tengfei Yuan
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
| | - Zhen Li
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
| | - Nan Li
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
| | - Huiying Liu
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
- Center for Global Change and Ecological Forecasting, East China Normal University, Shanghai, 200241, China
| | - Shahla Hosseini Bai
- Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore, DC, Qld, 4558, Australia
| | - Jianyang Xia
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
- Center for Global Change and Ecological Forecasting, East China Normal University, Shanghai, 200241, China
| | - Meng Lu
- Smithsonian Environmental Research Center, Edgewater, MD, 21037, USA
| | - Xuhui Zhou
- State Key Laboratory of Estuarine and Coastal Research, Tiantong National Field Observation Station for Forest Ecosystem, School of Ecological and Environmental Sciences, East China Normal University, Shanghai, 200241, China
- Center for Global Change and Ecological Forecasting, East China Normal University, Shanghai, 200241, China
- Shanghai Institute of Pollution Control and Ecological Security, 1515 North Zhongshan Rd, Shanghai, 200437, China
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Hampton SE, Jones MB, Wasser LA, Schildhauer MP, Supp SR, Brun J, Hernandez RR, Boettiger C, Collins SL, Gross LJ, Fernández DS, Budden A, White EP, Teal TK, Labou SG, Aukema JE. Skills and Knowledge for Data-Intensive Environmental Research. Bioscience 2017; 67:546-557. [PMID: 28584342 PMCID: PMC5451289 DOI: 10.1093/biosci/bix025] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
The scale and magnitude of complex and pressing environmental issues lend urgency to the need for integrative and reproducible analysis and synthesis, facilitated by data-intensive research approaches. However, the recent pace of technological change has been such that appropriate skills to accomplish data-intensive research are lacking among environmental scientists, who more than ever need greater access to training and mentorship in computational skills. Here, we provide a roadmap for raising data competencies of current and next-generation environmental researchers by describing the concepts and skills needed for effectively engaging with the heterogeneous, distributed, and rapidly growing volumes of available data. We articulate five key skills: (1) data management and processing, (2) analysis, (3) software skills for science, (4) visualization, and (5) communication methods for collaboration and dissemination. We provide an overview of the current suite of training initiatives available to environmental scientists and models for closing the skill-transfer gap.
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Affiliation(s)
- Stephanie E Hampton
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Matthew B Jones
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Leah A Wasser
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Mark P Schildhauer
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Sarah R Supp
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Julien Brun
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Rebecca R Hernandez
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Carl Boettiger
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Scott L Collins
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Louis J Gross
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Denny S Fernández
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Amber Budden
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Ethan P White
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Tracy K Teal
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Stephanie G Labou
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
| | - Juliann E Aukema
- Stephanie E. Hampton is affiliated with the Center for Environmental Research, Education and Outreach at Washington State University, in Pullman. Matthew B. Jones is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Leah A. Wasser is affiliated with EarthLab at the University of Colorado, in Boulder. Mark P. Schildhauer is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Sarah R. Supp is affiliated with the University of Maine's School of Biology and Ecology, in Orono. Julien Brun is with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara. Rebecca R. Hernandez is affiliated with the Land, Air, and Water Resources Department at the University of California, Davis; with the Energy and Resources Group at the University of California, Berkeley; and with the Climate and Carbon Science Program at the Lawrence Berkeley National Lab, in Berkeley, California. Carl Boettiger is affiliated with the Department of Environmental Science, Policy, and Management at the University of California, Berkeley. Scott L. Collins is with the Department of Biology at the University of New Mexico, in Albuquerque. Louis J. Gross is affiliated with the Departments of Ecology and Evolutionary Biology and Mathematics at the University of Tennessee, in Knoxville. Denny S. Fernández is with the Department of Biology at the University of Puerto Rico at Humacao. Amber Budden is affiliated with DataONE at the University of New Mexico, in Albuquerque. Ethan P. White is with the Department of Wildlife Ecology and Conservation and The Informatics Institute at the University of Florida, in Gainesville. Tracy K. Teal is affiliated with Data Carpentry, in Davis, California. Stephanie G. Labou is with the Center for Environmental Research, Education and Outreach, at Washington State University, in Pullman. Juliann E. Aukema is affiliated with the National Center for Ecological Analysis and Synthesis at the University of California, Santa Barbara
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