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Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids
Individual growth data are useful in assessing relative habitat quality, but this approach is less common when evaluating the efficacy of habitat restoration. Furthermore, available models describing growth are infrequently combined with computational approaches capable of handling large data sets....
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7313756/ https://www.ncbi.nlm.nih.gov/pubmed/32579548 http://dx.doi.org/10.1371/journal.pone.0234072 |
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author | Polivka, Carlos M. Mihaljevic, Joseph R. Dwyer, Greg |
author_facet | Polivka, Carlos M. Mihaljevic, Joseph R. Dwyer, Greg |
author_sort | Polivka, Carlos M. |
collection | PubMed |
description | Individual growth data are useful in assessing relative habitat quality, but this approach is less common when evaluating the efficacy of habitat restoration. Furthermore, available models describing growth are infrequently combined with computational approaches capable of handling large data sets. We apply a mechanistic model to evaluate whether selection of restored habitat can affect individual growth. We used mark-recapture to collect size and growth data on sub-yearling Chinook salmon and steelhead in restored and unrestored habitat in five sampling years (2009, 2010, 2012, 2013, 2016). Modeling strategies differed for the two species: For Chinook, we compared growth patterns of individuals recaptured in restored habitat over 15-60 d with those not recaptured regardless of initial habitat at marking. For steelhead, we had enough recaptured fish in each habitat type to use the model to directly compare habitats. The model generated spatially explicit growth parameters describing size of fish over the growing season in restored vs. unrestored habitat. Model parameters showed benefits of restoration for both species, but that varied by year and time of season, consistent with known patterns of habitat partitioning among them. The model was also supported by direct measurement of growth rates in steelhead and by known patterns of spatio-temporal partitioning of habitat between these two species. Model parameters described not only the rate of growth, but the timing of size increases, and is spatially explicit, accounting for habitat differences, making it widely applicable across taxa. The model usually supported data on density differences among habitat types in Chinook, but only in a couple of cases in steelhead. Modeling growth can thus prevent overconfidence in distributional data, which are commonly used as the metric of restoration success. |
format | Online Article Text |
id | pubmed-7313756 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-73137562020-06-29 Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids Polivka, Carlos M. Mihaljevic, Joseph R. Dwyer, Greg PLoS One Research Article Individual growth data are useful in assessing relative habitat quality, but this approach is less common when evaluating the efficacy of habitat restoration. Furthermore, available models describing growth are infrequently combined with computational approaches capable of handling large data sets. We apply a mechanistic model to evaluate whether selection of restored habitat can affect individual growth. We used mark-recapture to collect size and growth data on sub-yearling Chinook salmon and steelhead in restored and unrestored habitat in five sampling years (2009, 2010, 2012, 2013, 2016). Modeling strategies differed for the two species: For Chinook, we compared growth patterns of individuals recaptured in restored habitat over 15-60 d with those not recaptured regardless of initial habitat at marking. For steelhead, we had enough recaptured fish in each habitat type to use the model to directly compare habitats. The model generated spatially explicit growth parameters describing size of fish over the growing season in restored vs. unrestored habitat. Model parameters showed benefits of restoration for both species, but that varied by year and time of season, consistent with known patterns of habitat partitioning among them. The model was also supported by direct measurement of growth rates in steelhead and by known patterns of spatio-temporal partitioning of habitat between these two species. Model parameters described not only the rate of growth, but the timing of size increases, and is spatially explicit, accounting for habitat differences, making it widely applicable across taxa. The model usually supported data on density differences among habitat types in Chinook, but only in a couple of cases in steelhead. Modeling growth can thus prevent overconfidence in distributional data, which are commonly used as the metric of restoration success. Public Library of Science 2020-06-24 /pmc/articles/PMC7313756/ /pubmed/32579548 http://dx.doi.org/10.1371/journal.pone.0234072 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article Polivka, Carlos M. Mihaljevic, Joseph R. Dwyer, Greg Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
title | Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
title_full | Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
title_fullStr | Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
title_full_unstemmed | Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
title_short | Use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
title_sort | use of a mechanistic growth model in evaluating post-restoration habitat quality for juvenile salmonids |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7313756/ https://www.ncbi.nlm.nih.gov/pubmed/32579548 http://dx.doi.org/10.1371/journal.pone.0234072 |
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