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Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
Ecological models have been criticized for a lack of validation of their temporal transferability. Here we answer this call by investigating the temporal transferability of a dynamic state-space model developed to estimate season-dependent biotic and climatic predictors of spatial variability in out...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6189055/ https://www.ncbi.nlm.nih.gov/pubmed/30323293 http://dx.doi.org/10.1038/s41598-018-33443-6 |
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author | Kleiven, Eivind Flittie Henden, John-André Ims, Rolf Anker Yoccoz, Nigel Gilles |
author_facet | Kleiven, Eivind Flittie Henden, John-André Ims, Rolf Anker Yoccoz, Nigel Gilles |
author_sort | Kleiven, Eivind Flittie |
collection | PubMed |
description | Ecological models have been criticized for a lack of validation of their temporal transferability. Here we answer this call by investigating the temporal transferability of a dynamic state-space model developed to estimate season-dependent biotic and climatic predictors of spatial variability in outbreak abundance of the Norwegian lemming. Modelled summer and winter dynamics parametrized by spatial trapping data from one cyclic outbreak were validated with data from a subsequent outbreak. There was a distinct difference in model transferability between seasons. Summer dynamics had good temporal transferability, displaying ecological models’ potential to be temporally transferable. However, the winter dynamics transferred poorly. This discrepancy is likely due to a temporal inconsistency in the ability of the climate predictor (i.e. elevation) to reflect the winter conditions affecting lemmings both directly and indirectly. We conclude that there is an urgent need for data and models that yield better predictions of winter processes, in particular in face of the expected rapid climate change in the Arctic. |
format | Online Article Text |
id | pubmed-6189055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-61890552018-10-22 Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances Kleiven, Eivind Flittie Henden, John-André Ims, Rolf Anker Yoccoz, Nigel Gilles Sci Rep Article Ecological models have been criticized for a lack of validation of their temporal transferability. Here we answer this call by investigating the temporal transferability of a dynamic state-space model developed to estimate season-dependent biotic and climatic predictors of spatial variability in outbreak abundance of the Norwegian lemming. Modelled summer and winter dynamics parametrized by spatial trapping data from one cyclic outbreak were validated with data from a subsequent outbreak. There was a distinct difference in model transferability between seasons. Summer dynamics had good temporal transferability, displaying ecological models’ potential to be temporally transferable. However, the winter dynamics transferred poorly. This discrepancy is likely due to a temporal inconsistency in the ability of the climate predictor (i.e. elevation) to reflect the winter conditions affecting lemmings both directly and indirectly. We conclude that there is an urgent need for data and models that yield better predictions of winter processes, in particular in face of the expected rapid climate change in the Arctic. Nature Publishing Group UK 2018-10-15 /pmc/articles/PMC6189055/ /pubmed/30323293 http://dx.doi.org/10.1038/s41598-018-33443-6 Text en © The Author(s) 2018 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Kleiven, Eivind Flittie Henden, John-André Ims, Rolf Anker Yoccoz, Nigel Gilles Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
title | Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
title_full | Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
title_fullStr | Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
title_full_unstemmed | Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
title_short | Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
title_sort | seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6189055/ https://www.ncbi.nlm.nih.gov/pubmed/30323293 http://dx.doi.org/10.1038/s41598-018-33443-6 |
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