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Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests

Forest conservation plays a central role in meeting national and international biodiversity and climate targets. Biodiversity and carbon values within forests are often estimated with models, introducing uncertainty to decision making on which forest stands to protect. Here, we explore how uncertain...

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Autores principales: Kujala, Heini, Minunno, Francesco, Junttila, Virpi, Mikkonen, Ninni, Mäkelä, Annikki, Virkkala, Raimo, Akujärvi, Anu, Leikola, Niko, Heikkinen, Risto K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10562324/
https://www.ncbi.nlm.nih.gov/pubmed/37656359
http://dx.doi.org/10.1007/s13280-023-01908-2
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author Kujala, Heini
Minunno, Francesco
Junttila, Virpi
Mikkonen, Ninni
Mäkelä, Annikki
Virkkala, Raimo
Akujärvi, Anu
Leikola, Niko
Heikkinen, Risto K.
author_facet Kujala, Heini
Minunno, Francesco
Junttila, Virpi
Mikkonen, Ninni
Mäkelä, Annikki
Virkkala, Raimo
Akujärvi, Anu
Leikola, Niko
Heikkinen, Risto K.
author_sort Kujala, Heini
collection PubMed
description Forest conservation plays a central role in meeting national and international biodiversity and climate targets. Biodiversity and carbon values within forests are often estimated with models, introducing uncertainty to decision making on which forest stands to protect. Here, we explore how uncertainties in forest variable estimates affect modelled biodiversity and carbon patterns, and how this in turn introduces variability in the selection of new protected areas. We find that both biodiversity and carbon patterns were sensitive to alterations in forest attributes. Uncertainty in features that were rare and/or had dissimilar distributions with other features introduced most variation to conservation plans. The most critical data uncertainty also depended on what fraction of the landscape was being protected. Forests of highest conservation value were more robust to data uncertainties than forests of lesser conservation value. Identifying critical sources of model uncertainty helps to effectively reduce errors in conservation decisions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s13280-023-01908-2.
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spelling pubmed-105623242023-10-11 Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests Kujala, Heini Minunno, Francesco Junttila, Virpi Mikkonen, Ninni Mäkelä, Annikki Virkkala, Raimo Akujärvi, Anu Leikola, Niko Heikkinen, Risto K. Ambio Carbon Sequestration and Biodiversity Impacts in Forested Ecosystems Forest conservation plays a central role in meeting national and international biodiversity and climate targets. Biodiversity and carbon values within forests are often estimated with models, introducing uncertainty to decision making on which forest stands to protect. Here, we explore how uncertainties in forest variable estimates affect modelled biodiversity and carbon patterns, and how this in turn introduces variability in the selection of new protected areas. We find that both biodiversity and carbon patterns were sensitive to alterations in forest attributes. Uncertainty in features that were rare and/or had dissimilar distributions with other features introduced most variation to conservation plans. The most critical data uncertainty also depended on what fraction of the landscape was being protected. Forests of highest conservation value were more robust to data uncertainties than forests of lesser conservation value. Identifying critical sources of model uncertainty helps to effectively reduce errors in conservation decisions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s13280-023-01908-2. Springer Netherlands 2023-09-01 2023-11 /pmc/articles/PMC10562324/ /pubmed/37656359 http://dx.doi.org/10.1007/s13280-023-01908-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Carbon Sequestration and Biodiversity Impacts in Forested Ecosystems
Kujala, Heini
Minunno, Francesco
Junttila, Virpi
Mikkonen, Ninni
Mäkelä, Annikki
Virkkala, Raimo
Akujärvi, Anu
Leikola, Niko
Heikkinen, Risto K.
Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
title Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
title_full Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
title_fullStr Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
title_full_unstemmed Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
title_short Role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
title_sort role of data uncertainty when identifying important areas for biodiversity and carbon in boreal forests
topic Carbon Sequestration and Biodiversity Impacts in Forested Ecosystems
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10562324/
https://www.ncbi.nlm.nih.gov/pubmed/37656359
http://dx.doi.org/10.1007/s13280-023-01908-2
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