Data from: 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...

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Main Authors: Kleiven, Eivind F., Henden, John-André, Ims, Rolf A., Yoccoz, Nigel G.
Format: Article in Journal/Newspaper
Language:unknown
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/10255/dryad.194673
https://doi.org/10.5061/dryad.4j4t81p
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spelling ftdryad:oai:v1.datadryad.org:10255/dryad.194673 2023-05-15T15:04:23+02:00 Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances Kleiven, Eivind F. Henden, John-André Ims, Rolf A. Yoccoz, Nigel G. 2018-10-18T15:18:53Z http://hdl.handle.net/10255/dryad.194673 https://doi.org/10.5061/dryad.4j4t81p unknown doi:10.5061/dryad.4j4t81p/1 doi:10.1038/s41598-018-33443-6 doi:10.5061/dryad.4j4t81p Kleiven EF, Henden J, Ims RA, Yoccoz NG (2018) Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances. Scientific Reports 8(1): 15252. http://hdl.handle.net/10255/dryad.194673 Article 2018 ftdryad https://doi.org/10.5061/dryad.4j4t81p https://doi.org/10.5061/dryad.4j4t81p/1 https://doi.org/10.1038/s41598-018-33443-6 2020-01-01T16:17:08Z 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. Article in Journal/Newspaper Arctic Climate change Norwegian lemming Dryad Digital Repository (Duke University) Arctic
institution Open Polar
collection Dryad Digital Repository (Duke University)
op_collection_id ftdryad
language unknown
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 Article in Journal/Newspaper
author Kleiven, Eivind F.
Henden, John-André
Ims, Rolf A.
Yoccoz, Nigel G.
spellingShingle Kleiven, Eivind F.
Henden, John-André
Ims, Rolf A.
Yoccoz, Nigel G.
Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
author_facet Kleiven, Eivind F.
Henden, John-André
Ims, Rolf A.
Yoccoz, Nigel G.
author_sort Kleiven, Eivind F.
title Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
title_short Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
title_full Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
title_fullStr Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
title_full_unstemmed Data from: Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
title_sort data from: seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances
publishDate 2018
url http://hdl.handle.net/10255/dryad.194673
https://doi.org/10.5061/dryad.4j4t81p
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Norwegian lemming
genre_facet Arctic
Climate change
Norwegian lemming
op_relation doi:10.5061/dryad.4j4t81p/1
doi:10.1038/s41598-018-33443-6
doi:10.5061/dryad.4j4t81p
Kleiven EF, Henden J, Ims RA, Yoccoz NG (2018) Seasonal difference in temporal transferability of an ecological model: near-term predictions of lemming outbreak abundances. Scientific Reports 8(1): 15252.
http://hdl.handle.net/10255/dryad.194673
op_doi https://doi.org/10.5061/dryad.4j4t81p
https://doi.org/10.5061/dryad.4j4t81p/1
https://doi.org/10.1038/s41598-018-33443-6
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