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Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945
Estimating and predicting temporal trends in species richness is of general importance, but notably difficult because detection probabilities of species are imperfect and many datasets were collected in an opportunistic manner. We need to improve our capabilities to assess richness trends using data...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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John Wiley and Sons Inc.
2019
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6912890/ https://www.ncbi.nlm.nih.gov/pubmed/31871629 http://dx.doi.org/10.1002/ece3.5717 |
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author | Van Dooren, Tom J. M. |
author_facet | Van Dooren, Tom J. M. |
author_sort | Van Dooren, Tom J. M. |
collection | PubMed |
description | Estimating and predicting temporal trends in species richness is of general importance, but notably difficult because detection probabilities of species are imperfect and many datasets were collected in an opportunistic manner. We need to improve our capabilities to assess richness trends using datasets collected in unstandardized procedures with potential collection bias. Two methods are proposed and applied to estimate richness change, which both incorporate models for sampling effects and detection probability: (a) nonlinear species accumulation curves with an error variance model and (b) Pradel capture–recapture models. The methods are used to assess nationwide temporal trends (1945–2018) in the species richness of wild bees in the Netherlands. Previously, a decelerating decline in wild bee species richness was inferred for part of this dataset. Among the species accumulation curves, those with nonconstant changes in species richness are preferred. However, when analyzing data subsets, constant changes became selected for non‐Bombus bees (for samples in collections) and bumblebees (for spatial grid cells sampled in three periods). Smaller richness declines are predicted for non‐Bombus bees than bumblebees. However, when relative losses are calculated from confidence intervals limits, they overlap and touch zero loss. Capture–recapture analysis applied to species encounter histories infers a constant colonization rate per year and constant local species survival for bumblebees and other bees. This approach predicts a 6% reduction in non‐Bombus species richness from 1945 to 2018 and a significant 19% reduction for bumblebees. Statistical modeling to detect species richness time trends should be systematically complemented with model checking and simulations to interpret the results. Data inspection, assessing model selection bias, and comparisons of trends in data subsets were essential model checking strategies in this analysis. Opportunistic data will not satisfy the assumptions of most models and this should be kept in mind throughout. |
format | Online Article Text |
id | pubmed-6912890 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-69128902019-12-23 Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 Van Dooren, Tom J. M. Ecol Evol Original Research Estimating and predicting temporal trends in species richness is of general importance, but notably difficult because detection probabilities of species are imperfect and many datasets were collected in an opportunistic manner. We need to improve our capabilities to assess richness trends using datasets collected in unstandardized procedures with potential collection bias. Two methods are proposed and applied to estimate richness change, which both incorporate models for sampling effects and detection probability: (a) nonlinear species accumulation curves with an error variance model and (b) Pradel capture–recapture models. The methods are used to assess nationwide temporal trends (1945–2018) in the species richness of wild bees in the Netherlands. Previously, a decelerating decline in wild bee species richness was inferred for part of this dataset. Among the species accumulation curves, those with nonconstant changes in species richness are preferred. However, when analyzing data subsets, constant changes became selected for non‐Bombus bees (for samples in collections) and bumblebees (for spatial grid cells sampled in three periods). Smaller richness declines are predicted for non‐Bombus bees than bumblebees. However, when relative losses are calculated from confidence intervals limits, they overlap and touch zero loss. Capture–recapture analysis applied to species encounter histories infers a constant colonization rate per year and constant local species survival for bumblebees and other bees. This approach predicts a 6% reduction in non‐Bombus species richness from 1945 to 2018 and a significant 19% reduction for bumblebees. Statistical modeling to detect species richness time trends should be systematically complemented with model checking and simulations to interpret the results. Data inspection, assessing model selection bias, and comparisons of trends in data subsets were essential model checking strategies in this analysis. Opportunistic data will not satisfy the assumptions of most models and this should be kept in mind throughout. John Wiley and Sons Inc. 2019-11-07 /pmc/articles/PMC6912890/ /pubmed/31871629 http://dx.doi.org/10.1002/ece3.5717 Text en © 2019 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Research Van Dooren, Tom J. M. Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 |
title | Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 |
title_full | Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 |
title_fullStr | Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 |
title_full_unstemmed | Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 |
title_short | Assessing species richness trends: Declines of bees and bumblebees in the Netherlands since 1945 |
title_sort | assessing species richness trends: declines of bees and bumblebees in the netherlands since 1945 |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6912890/ https://www.ncbi.nlm.nih.gov/pubmed/31871629 http://dx.doi.org/10.1002/ece3.5717 |
work_keys_str_mv | AT vandoorentomjm assessingspeciesrichnesstrendsdeclinesofbeesandbumblebeesinthenetherlandssince1945 |