Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)

The original raw dataset used to generate this work contained a number of duplicate entries—roughly 7% of the total farm fields. The substantive majority of these were from one large farm that had conducted their operations in a way that caused duplication as a side effect in our data generation pro...

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Main Authors: Christopher A Seifert, George Azzari, David B Lobell
Format: Article
Language:English
Published: IOP Publishing 2019-01-01
Series:Environmental Research Letters
Online Access:https://doi.org/10.1088/1748-9326/aaf933
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author Christopher A Seifert
George Azzari
David B Lobell
author_facet Christopher A Seifert
George Azzari
David B Lobell
author_sort Christopher A Seifert
collection DOAJ
description The original raw dataset used to generate this work contained a number of duplicate entries—roughly 7% of the total farm fields. The substantive majority of these were from one large farm that had conducted their operations in a way that caused duplication as a side effect in our data generation process. Unfortunately, as the error was in the raw dataset, its correction required a re-run of the entire data pipeline, resulting in numerous small downstream changes. With respect to the most important numbers, the accuracy of the classifier went down slightly from 91.5% to 91.2% measured in absolute terms but increased from 0.68 to 0.74 measured by kappa. The trend in cover cropped acres grew slightly stronger, and the yield effects in maize and soybean moved from 0.65% to 0.71% and 0.35% to 0.29% respectively. None of the overall conclusions of the work have materially changed. Below, we provide all changes to the applicable sections of the original manuscript in bold underscore (or strikethrough) where applicable, in addition to modified versions of the corresponding figures and supplementary materials.
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spelling doaj.art-af5a73dce00d4d179bb1329d590909092023-08-09T14:41:48ZengIOP PublishingEnvironmental Research Letters1748-93262019-01-0114303950110.1088/1748-9326/aaf933Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)Christopher A Seifert0https://orcid.org/0000-0002-8341-3235George Azzari1David B Lobell2Department of Earth System Science, Stanford University , Stanford, CA 94305, United States of AmericaDepartment of Earth System Science and Center on Food Security and the Environment, Stanford University , Stanford, CA 94305, United States of AmericaDepartment of Earth System Science and Center on Food Security and the Environment, Stanford University , Stanford, CA 94305, United States of AmericaThe original raw dataset used to generate this work contained a number of duplicate entries—roughly 7% of the total farm fields. The substantive majority of these were from one large farm that had conducted their operations in a way that caused duplication as a side effect in our data generation process. Unfortunately, as the error was in the raw dataset, its correction required a re-run of the entire data pipeline, resulting in numerous small downstream changes. With respect to the most important numbers, the accuracy of the classifier went down slightly from 91.5% to 91.2% measured in absolute terms but increased from 0.68 to 0.74 measured by kappa. The trend in cover cropped acres grew slightly stronger, and the yield effects in maize and soybean moved from 0.65% to 0.71% and 0.35% to 0.29% respectively. None of the overall conclusions of the work have materially changed. Below, we provide all changes to the applicable sections of the original manuscript in bold underscore (or strikethrough) where applicable, in addition to modified versions of the corresponding figures and supplementary materials.https://doi.org/10.1088/1748-9326/aaf933
spellingShingle Christopher A Seifert
George Azzari
David B Lobell
Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)
Environmental Research Letters
title Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)
title_full Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)
title_fullStr Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)
title_full_unstemmed Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)
title_short Corrigendum: Satellite detection of cover crops and their effects on crop yield in the Midwestern United States (2018 Environ. Res. Let. 13 064033)
title_sort corrigendum satellite detection of cover crops and their effects on crop yield in the midwestern united states 2018 environ res let 13 064033
url https://doi.org/10.1088/1748-9326/aaf933
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