Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ...
Aim: Climate change is altering suitable habitat distributions of many species in high latitudes. Fleshy fruit-producing plants (hereafter "berry plants"), important in arctic food webs and as subsistence resources for human communities, may be impacted, but their response to a warming and...
Main Authors: | , , , , , |
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Format: | Article in Journal/Newspaper |
Language: | unknown |
Published: |
Zenodo
2023
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Subjects: | |
Online Access: | https://dx.doi.org/10.5281/zenodo.7786842 https://zenodo.org/record/7786842 |
_version_ | 1821837694827757568 |
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author | Hamilton, Casey Smithwick, Erica Spellman, Katie Baltensperger, Andrew Spellman, Blaine Chi, Guangqing |
author_facet | Hamilton, Casey Smithwick, Erica Spellman, Katie Baltensperger, Andrew Spellman, Blaine Chi, Guangqing |
author_sort | Hamilton, Casey |
collection | DataCite |
description | Aim: Climate change is altering suitable habitat distributions of many species in high latitudes. Fleshy fruit-producing plants (hereafter "berry plants"), important in arctic food webs and as subsistence resources for human communities, may be impacted, but their response to a warming and increasingly variable climate at a landscape scale has not yet been examined. Here, we identified influential environmental determinants of berry plant distribution and produced predictions on how climate change might shift these distributions. Location: Bristol Bay and Togiak NRCS Survey Areas, Alaska. Methods: We built species distribution models using the Random Forests algorithm to identify key characteristics and predict the spatial distribution of habitats suitable for five berry plant species: Vaccinium uliginosum L., Empetrum nigrum L., Rubus chamaemorus L., Vaccinium vitis-idaea L., and Viburnum edule (Michx.) Raf. Then, we used future climate projections (2081-2100; representative concentration pathways 4.5, 6.0, ... : See README file for details. Funding provided by: National Science Foundation Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001 Award Number: 1927827Funding provided by: USDA National Institute of Food and Agriculture and Multistate Research Project* Crossref Funder Registry ID: Award Number: PEN04623Funding provided by: Eunice Kennedy Shriver National Institute of Child Health and Human Development Crossref Funder Registry ID: http://dx.doi.org/10.13039/100009633 Award Number: P2C HD041025Funding provided by: National Science Foundation Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001 Award Number: 2207436Funding provided by: National Science Foundation Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001 Award Number: 2032790 ... |
format | Article in Journal/Newspaper |
genre | Arctic Climate change Empetrum nigrum Rubus chamaemorus Alaska |
genre_facet | Arctic Climate change Empetrum nigrum Rubus chamaemorus Alaska |
geographic | Arctic |
geographic_facet | Arctic |
id | ftdatacite:10.5281/zenodo.7786842 |
institution | Open Polar |
language | unknown |
op_collection_id | ftdatacite |
op_doi | https://doi.org/10.5281/zenodo.778684210.5061/dryad.7wm37pvxz10.5281/zenodo.7786841 |
op_relation | https://zenodo.org/communities/dryad https://dx.doi.org/10.5061/dryad.7wm37pvxz https://dx.doi.org/10.5281/zenodo.7786841 https://zenodo.org/communities/dryad |
op_rights | Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess |
publishDate | 2023 |
publisher | Zenodo |
record_format | openpolar |
spelling | ftdatacite:10.5281/zenodo.7786842 2025-01-16T20:42:50+00:00 Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... Hamilton, Casey Smithwick, Erica Spellman, Katie Baltensperger, Andrew Spellman, Blaine Chi, Guangqing 2023 https://dx.doi.org/10.5281/zenodo.7786842 https://zenodo.org/record/7786842 unknown Zenodo https://zenodo.org/communities/dryad https://dx.doi.org/10.5061/dryad.7wm37pvxz https://dx.doi.org/10.5281/zenodo.7786841 https://zenodo.org/communities/dryad Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess Berries Boreal Climate Change Empetrum nigrum habitat suitability Random Forests Rubus chamaemorus Vaccinium uliginosum Vaccinium vitis-idaea Viburnum edule CreativeWork Other article 2023 ftdatacite https://doi.org/10.5281/zenodo.778684210.5061/dryad.7wm37pvxz10.5281/zenodo.7786841 2023-05-02T10:28:58Z Aim: Climate change is altering suitable habitat distributions of many species in high latitudes. Fleshy fruit-producing plants (hereafter "berry plants"), important in arctic food webs and as subsistence resources for human communities, may be impacted, but their response to a warming and increasingly variable climate at a landscape scale has not yet been examined. Here, we identified influential environmental determinants of berry plant distribution and produced predictions on how climate change might shift these distributions. Location: Bristol Bay and Togiak NRCS Survey Areas, Alaska. Methods: We built species distribution models using the Random Forests algorithm to identify key characteristics and predict the spatial distribution of habitats suitable for five berry plant species: Vaccinium uliginosum L., Empetrum nigrum L., Rubus chamaemorus L., Vaccinium vitis-idaea L., and Viburnum edule (Michx.) Raf. Then, we used future climate projections (2081-2100; representative concentration pathways 4.5, 6.0, ... : See README file for details. Funding provided by: National Science Foundation Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001 Award Number: 1927827Funding provided by: USDA National Institute of Food and Agriculture and Multistate Research Project* Crossref Funder Registry ID: Award Number: PEN04623Funding provided by: Eunice Kennedy Shriver National Institute of Child Health and Human Development Crossref Funder Registry ID: http://dx.doi.org/10.13039/100009633 Award Number: P2C HD041025Funding provided by: National Science Foundation Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001 Award Number: 2207436Funding provided by: National Science Foundation Crossref Funder Registry ID: http://dx.doi.org/10.13039/100000001 Award Number: 2032790 ... Article in Journal/Newspaper Arctic Climate change Empetrum nigrum Rubus chamaemorus Alaska DataCite Arctic |
spellingShingle | Berries Boreal Climate Change Empetrum nigrum habitat suitability Random Forests Rubus chamaemorus Vaccinium uliginosum Vaccinium vitis-idaea Viburnum edule Hamilton, Casey Smithwick, Erica Spellman, Katie Baltensperger, Andrew Spellman, Blaine Chi, Guangqing Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... |
title | Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... |
title_full | Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... |
title_fullStr | Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... |
title_full_unstemmed | Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... |
title_short | Data for: Predicting berry plant habitat under climate change in Bristol Bay, AK ... |
title_sort | data for: predicting berry plant habitat under climate change in bristol bay, ak ... |
topic | Berries Boreal Climate Change Empetrum nigrum habitat suitability Random Forests Rubus chamaemorus Vaccinium uliginosum Vaccinium vitis-idaea Viburnum edule |
topic_facet | Berries Boreal Climate Change Empetrum nigrum habitat suitability Random Forests Rubus chamaemorus Vaccinium uliginosum Vaccinium vitis-idaea Viburnum edule |
url | https://dx.doi.org/10.5281/zenodo.7786842 https://zenodo.org/record/7786842 |