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Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact?
Changes in soil organic carbon (SOC) storage have the potential to affect global climate; hence identifying environments with a high capacity to gain or lose SOC is of broad interest. Many cross‐site studies have found that SOC‐poor soils tend to gain or retain carbon more readily than SOC‐rich soil...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10092500/ https://www.ncbi.nlm.nih.gov/pubmed/36268673 http://dx.doi.org/10.1111/gcb.16491 |
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author | Slessarev, Eric W. Mayer, Allegra Kelly, Courtland Georgiou, Katerina Pett‐Ridge, Jennifer Nuccio, Erin E. |
author_facet | Slessarev, Eric W. Mayer, Allegra Kelly, Courtland Georgiou, Katerina Pett‐Ridge, Jennifer Nuccio, Erin E. |
author_sort | Slessarev, Eric W. |
collection | PubMed |
description | Changes in soil organic carbon (SOC) storage have the potential to affect global climate; hence identifying environments with a high capacity to gain or lose SOC is of broad interest. Many cross‐site studies have found that SOC‐poor soils tend to gain or retain carbon more readily than SOC‐rich soils. While this pattern may partly reflect reality, here we argue that it can also be created by a pair of statistical artifacts. First, soils that appear SOC‐poor purely due to random variation will tend to yield more moderate SOC estimates upon resampling and hence will appear to accrue or retain more SOC than SOC‐rich soils. This phenomenon is an example of regression to the mean. Second, normalized metrics of SOC change—such as relative rates and response ratios—will by definition show larger changes in SOC at lower initial SOC levels, even when the absolute change in SOC does not depend on initial SOC. These two artifacts create an exaggerated impression that initial SOC stocks are a major control on SOC dynamics. To address this problem, we recommend applying statistical corrections to eliminate the effect of regression to the mean, and avoiding normalized metrics when testing relationships between SOC change and initial SOC. Careful consideration of these issues in future cross‐site studies will support clearer scientific inference that can better inform environmental management. |
format | Online Article Text |
id | pubmed-10092500 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100925002023-04-13 Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? Slessarev, Eric W. Mayer, Allegra Kelly, Courtland Georgiou, Katerina Pett‐Ridge, Jennifer Nuccio, Erin E. Glob Chang Biol Opinions Changes in soil organic carbon (SOC) storage have the potential to affect global climate; hence identifying environments with a high capacity to gain or lose SOC is of broad interest. Many cross‐site studies have found that SOC‐poor soils tend to gain or retain carbon more readily than SOC‐rich soils. While this pattern may partly reflect reality, here we argue that it can also be created by a pair of statistical artifacts. First, soils that appear SOC‐poor purely due to random variation will tend to yield more moderate SOC estimates upon resampling and hence will appear to accrue or retain more SOC than SOC‐rich soils. This phenomenon is an example of regression to the mean. Second, normalized metrics of SOC change—such as relative rates and response ratios—will by definition show larger changes in SOC at lower initial SOC levels, even when the absolute change in SOC does not depend on initial SOC. These two artifacts create an exaggerated impression that initial SOC stocks are a major control on SOC dynamics. To address this problem, we recommend applying statistical corrections to eliminate the effect of regression to the mean, and avoiding normalized metrics when testing relationships between SOC change and initial SOC. Careful consideration of these issues in future cross‐site studies will support clearer scientific inference that can better inform environmental management. John Wiley and Sons Inc. 2022-10-31 2023-03 /pmc/articles/PMC10092500/ /pubmed/36268673 http://dx.doi.org/10.1111/gcb.16491 Text en © 2022 The Authors. Global Change Biology published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Opinions Slessarev, Eric W. Mayer, Allegra Kelly, Courtland Georgiou, Katerina Pett‐Ridge, Jennifer Nuccio, Erin E. Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? |
title | Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? |
title_full | Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? |
title_fullStr | Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? |
title_full_unstemmed | Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? |
title_short | Initial soil organic carbon stocks govern changes in soil carbon: Reality or artifact? |
title_sort | initial soil organic carbon stocks govern changes in soil carbon: reality or artifact? |
topic | Opinions |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10092500/ https://www.ncbi.nlm.nih.gov/pubmed/36268673 http://dx.doi.org/10.1111/gcb.16491 |
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