Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada

Distributions of landbirds in Canadian northern forests are expected to be affected by climate change, but it remains unclear which pathways are responsible for projected climate effects. Determining whether climate change acts indirectly through changing fire regimes and/or vegetation dynamics, or...

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Published in:Frontiers in Ecology and Evolution
Main Authors: Tatiane Micheletti, Frances E. C. Stewart, Steven G. Cumming, Samuel Haché, Diana Stralberg, Junior A. Tremblay, Ceres Barros, Ian M. S. Eddy, Alex M. Chubaty, Mathieu Leblond, Rhiannon F. Pankratz, C. L. Mahon, Steven L. Van Wilgenburg, Erin M. Bayne, Fiona Schmiegelow, Eliot J. B. McIntire
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2021
Subjects:
Online Access:https://doi.org/10.3389/fevo.2021.679673
https://doaj.org/article/b7b23746a40344d09de7b29d68237c5a
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spelling ftdoajarticles:oai:doaj.org/article:b7b23746a40344d09de7b29d68237c5a 2023-05-15T17:46:37+02:00 Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada Tatiane Micheletti Frances E. C. Stewart Steven G. Cumming Samuel Haché Diana Stralberg Junior A. Tremblay Ceres Barros Ian M. S. Eddy Alex M. Chubaty Mathieu Leblond Rhiannon F. Pankratz C. L. Mahon Steven L. Van Wilgenburg Erin M. Bayne Fiona Schmiegelow Eliot J. B. McIntire 2021-10-01T00:00:00Z https://doi.org/10.3389/fevo.2021.679673 https://doaj.org/article/b7b23746a40344d09de7b29d68237c5a EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fevo.2021.679673/full https://doaj.org/toc/2296-701X 2296-701X doi:10.3389/fevo.2021.679673 https://doaj.org/article/b7b23746a40344d09de7b29d68237c5a Frontiers in Ecology and Evolution, Vol 9 (2021) landscape simulation ecological forecasting vegetation fire decision support forest management Evolution QH359-425 Ecology QH540-549.5 article 2021 ftdoajarticles https://doi.org/10.3389/fevo.2021.679673 2022-12-31T07:52:20Z Distributions of landbirds in Canadian northern forests are expected to be affected by climate change, but it remains unclear which pathways are responsible for projected climate effects. Determining whether climate change acts indirectly through changing fire regimes and/or vegetation dynamics, or directly through changes in climatic suitability may allow land managers to address negative trajectories via forest management. We used SpaDES, a novel toolkit built in R that facilitates the implementation of simulation models from different areas of knowledge to develop a simulation experiment for a study area comprising 50 million ha in the Northwest Territories, Canada. Our factorial experiment was designed to contrast climate effects pathways on 64 landbird species using climate-sensitive and non-climate sensitive models for tree growth and mortality, wildfire, and landbirds. Climate-change effects were predicted to increase suitable habitat for 73% of species, resulting in average net gain of 7.49 million ha across species. We observed higher species turnover in the northeastern, south-central (species loss), and western regions (species gain). Importantly, we found that most of the predicted differences in net area of occupancy across models were attributed to direct climate effects rather than simulated vegetation change, despite a similar relative importance of vegetation and climate variables in landbird models. Even with close to a doubling of annual area burned by 2100, and a 600 kg/ha increase in aboveground tree biomass predicted in this region, differences in landbird net occupancy across models attributed to climate-driven forest growth were very small, likely resulting from differences in the pace of vegetation and climate changes, or vegetation lags. The effect of vegetation lags (i.e., differences from climatic equilibrium) varied across species, resulting in a wide range of changes in landbird distribution, and consequently predicted occupancy, due to climate effects. These findings suggest that ... Article in Journal/Newspaper Northwest Territories Directory of Open Access Journals: DOAJ Articles Canada Northwest Territories Frontiers in Ecology and Evolution 9
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic landscape simulation
ecological forecasting
vegetation
fire
decision support
forest management
Evolution
QH359-425
Ecology
QH540-549.5
spellingShingle landscape simulation
ecological forecasting
vegetation
fire
decision support
forest management
Evolution
QH359-425
Ecology
QH540-549.5
Tatiane Micheletti
Frances E. C. Stewart
Steven G. Cumming
Samuel Haché
Diana Stralberg
Junior A. Tremblay
Ceres Barros
Ian M. S. Eddy
Alex M. Chubaty
Mathieu Leblond
Rhiannon F. Pankratz
C. L. Mahon
Steven L. Van Wilgenburg
Erin M. Bayne
Fiona Schmiegelow
Eliot J. B. McIntire
Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada
topic_facet landscape simulation
ecological forecasting
vegetation
fire
decision support
forest management
Evolution
QH359-425
Ecology
QH540-549.5
description Distributions of landbirds in Canadian northern forests are expected to be affected by climate change, but it remains unclear which pathways are responsible for projected climate effects. Determining whether climate change acts indirectly through changing fire regimes and/or vegetation dynamics, or directly through changes in climatic suitability may allow land managers to address negative trajectories via forest management. We used SpaDES, a novel toolkit built in R that facilitates the implementation of simulation models from different areas of knowledge to develop a simulation experiment for a study area comprising 50 million ha in the Northwest Territories, Canada. Our factorial experiment was designed to contrast climate effects pathways on 64 landbird species using climate-sensitive and non-climate sensitive models for tree growth and mortality, wildfire, and landbirds. Climate-change effects were predicted to increase suitable habitat for 73% of species, resulting in average net gain of 7.49 million ha across species. We observed higher species turnover in the northeastern, south-central (species loss), and western regions (species gain). Importantly, we found that most of the predicted differences in net area of occupancy across models were attributed to direct climate effects rather than simulated vegetation change, despite a similar relative importance of vegetation and climate variables in landbird models. Even with close to a doubling of annual area burned by 2100, and a 600 kg/ha increase in aboveground tree biomass predicted in this region, differences in landbird net occupancy across models attributed to climate-driven forest growth were very small, likely resulting from differences in the pace of vegetation and climate changes, or vegetation lags. The effect of vegetation lags (i.e., differences from climatic equilibrium) varied across species, resulting in a wide range of changes in landbird distribution, and consequently predicted occupancy, due to climate effects. These findings suggest that ...
format Article in Journal/Newspaper
author Tatiane Micheletti
Frances E. C. Stewart
Steven G. Cumming
Samuel Haché
Diana Stralberg
Junior A. Tremblay
Ceres Barros
Ian M. S. Eddy
Alex M. Chubaty
Mathieu Leblond
Rhiannon F. Pankratz
C. L. Mahon
Steven L. Van Wilgenburg
Erin M. Bayne
Fiona Schmiegelow
Eliot J. B. McIntire
author_facet Tatiane Micheletti
Frances E. C. Stewart
Steven G. Cumming
Samuel Haché
Diana Stralberg
Junior A. Tremblay
Ceres Barros
Ian M. S. Eddy
Alex M. Chubaty
Mathieu Leblond
Rhiannon F. Pankratz
C. L. Mahon
Steven L. Van Wilgenburg
Erin M. Bayne
Fiona Schmiegelow
Eliot J. B. McIntire
author_sort Tatiane Micheletti
title Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada
title_short Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada
title_full Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada
title_fullStr Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada
title_full_unstemmed Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada
title_sort assessing pathways of climate change effects in spades: an application to boreal landbirds of northwest territories canada
publisher Frontiers Media S.A.
publishDate 2021
url https://doi.org/10.3389/fevo.2021.679673
https://doaj.org/article/b7b23746a40344d09de7b29d68237c5a
geographic Canada
Northwest Territories
geographic_facet Canada
Northwest Territories
genre Northwest Territories
genre_facet Northwest Territories
op_source Frontiers in Ecology and Evolution, Vol 9 (2021)
op_relation https://www.frontiersin.org/articles/10.3389/fevo.2021.679673/full
https://doaj.org/toc/2296-701X
2296-701X
doi:10.3389/fevo.2021.679673
https://doaj.org/article/b7b23746a40344d09de7b29d68237c5a
op_doi https://doi.org/10.3389/fevo.2021.679673
container_title Frontiers in Ecology and Evolution
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