The distribution of cadmium in soil and cacao beans in Peru
Descripción del Articulo
Peru is the eighth largest producer of cacao beans globally, but high cadmium contents are constraining access to international markets which have set upper thresholds for permitted concentrations in chocolate and derivatives. Preliminary data have suggested that high cadmium concentrations in cacao...
| Autores: | , , , , , , , , , , , , , , , |
|---|---|
| Formato: | artículo |
| Fecha de Publicación: | 2023 |
| Institución: | Instituto Nacional de Innovación Agraria |
| Repositorio: | INIA-Institucional |
| Lenguaje: | inglés |
| OAI Identifier: | oai:null:20.500.12955/2185 |
| Enlace del recurso: | https://hdl.handle.net/20.500.12955/2185 https://doi.org/10.1016/j.scitotenv.2023.163372 |
| Nivel de acceso: | acceso abierto |
| Materia: | Geology Seasonality Precipitation pH Soil texture Random forest https://purl.org/pe-repo/ocde/ford#4.01.04 Geologia Estacionalidad Precipitación atmosférica Textura del suelo |
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| dc.title.en.fl_str_mv |
The distribution of cadmium in soil and cacao beans in Peru |
| title |
The distribution of cadmium in soil and cacao beans in Peru |
| spellingShingle |
The distribution of cadmium in soil and cacao beans in Peru Thomas, Evert Geology Seasonality Precipitation pH Soil texture Random forest https://purl.org/pe-repo/ocde/ford#4.01.04 Geology Seasonality Precipitation pH Soil texture Geologia Estacionalidad Precipitación atmosférica Textura del suelo |
| title_short |
The distribution of cadmium in soil and cacao beans in Peru |
| title_full |
The distribution of cadmium in soil and cacao beans in Peru |
| title_fullStr |
The distribution of cadmium in soil and cacao beans in Peru |
| title_full_unstemmed |
The distribution of cadmium in soil and cacao beans in Peru |
| title_sort |
The distribution of cadmium in soil and cacao beans in Peru |
| author |
Thomas, Evert |
| author_facet |
Thomas, Evert Atkinson, Rachel Zavaleta, Diego Rodriguez, Carlos Lastra Paucar, Sphyros Roomel-Luciano Yovera, Fredy Arango, Karina Pezo, Abel Aguilar Zapata, Javier Neptali Tames, Miriam Ramos, Ana Cruz, Wilbert Cosme, Roberto Espinoza, Eduardo Chavez, Carmen Rosa Ladd, Brenton |
| author_role |
author |
| author2 |
Atkinson, Rachel Zavaleta, Diego Rodriguez, Carlos Lastra Paucar, Sphyros Roomel-Luciano Yovera, Fredy Arango, Karina Pezo, Abel Aguilar Zapata, Javier Neptali Tames, Miriam Ramos, Ana Cruz, Wilbert Cosme, Roberto Espinoza, Eduardo Chavez, Carmen Rosa Ladd, Brenton |
| author2_role |
author author author author author author author author author author author author author author author |
| dc.contributor.author.fl_str_mv |
Thomas, Evert Atkinson, Rachel Zavaleta, Diego Rodriguez, Carlos Lastra Paucar, Sphyros Roomel-Luciano Yovera, Fredy Arango, Karina Pezo, Abel Aguilar Zapata, Javier Neptali Tames, Miriam Ramos, Ana Cruz, Wilbert Cosme, Roberto Espinoza, Eduardo Chavez, Carmen Rosa Ladd, Brenton |
| dc.subject.en.fl_str_mv |
Geology Seasonality Precipitation pH Soil texture Random forest |
| topic |
Geology Seasonality Precipitation pH Soil texture Random forest https://purl.org/pe-repo/ocde/ford#4.01.04 Geology Seasonality Precipitation pH Soil texture Geologia Estacionalidad Precipitación atmosférica Textura del suelo |
| dc.subject.ocde.none.fl_str_mv |
https://purl.org/pe-repo/ocde/ford#4.01.04 |
| dc.subject.agrovoc.en.fl_str_mv |
Geology Seasonality Precipitation pH Soil texture |
| dc.subject.agrovoc.es_PE.fl_str_mv |
Geologia Estacionalidad Precipitación atmosférica Textura del suelo |
| description |
Peru is the eighth largest producer of cacao beans globally, but high cadmium contents are constraining access to international markets which have set upper thresholds for permitted concentrations in chocolate and derivatives. Preliminary data have suggested that high cadmium concentrations in cacao beans are restricted to specific regions in the country, but to date no reliable maps exist of expected cadmium concentrations in soils and cacao beans. Drawing on >2000 representative samples of cacao beans and soils we developed multiple national and regional random forest models to develop predictive maps of cadmium in soil and cacao beans across the area suitable for cacao cultivation. Our model projections show that elevated concentrations of cadmium in cacao soils and beans are largely restricted to the northern parts of the country in the departments of Tumbes, Piura, Amazonas and Loreto, as well as some very localized pockets in the central departments of Huánuco and San Martin. Unsurprisingly, soil cadmium was the by far most important predictor of bean cadmium. Aside from the south-eastern to north-western spatial trend of increasing cadmium values in soils and beans, the most important predictors of both variables in nation-wide models were geology, rainfall seasonality, soil pH and rainfall. At regional level, alluvial deposits and mining operations were also associated with higher cadmium levels in cacao beans. Based on our predictive map of cadmium in cacao beans we estimate that while at a national level <20 % of cacao farming households might be impacted by the cadmium regulations, in the most affected department of Piura this could be as high as 89 %. |
| publishDate |
2023 |
| dc.date.accessioned.none.fl_str_mv |
2023-06-05T17:27:34Z |
| dc.date.available.none.fl_str_mv |
2023-06-05T17:27:34Z |
| dc.date.issued.fl_str_mv |
2023-04-11 |
| dc.type.none.fl_str_mv |
info:eu-repo/semantics/article |
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article |
| dc.identifier.citation.es_PE.fl_str_mv |
Thomas, E.; Atkinson, R.; Zavaleta, D.; Rodriguez, C.; Lastra, S.; Yovera, F.; ... & Ladd, B. (2023). The distribution of cadmium in soil and cacao beans in Peru. Science of The Total Environment, 881, 163372. doi: 10.1016/j.scitotenv.2023.163372 |
| dc.identifier.issn.none.fl_str_mv |
0048-9697 |
| dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12955/2185 |
| dc.identifier.doi.none.fl_str_mv |
https://doi.org/10.1016/j.scitotenv.2023.163372 |
| identifier_str_mv |
Thomas, E.; Atkinson, R.; Zavaleta, D.; Rodriguez, C.; Lastra, S.; Yovera, F.; ... & Ladd, B. (2023). The distribution of cadmium in soil and cacao beans in Peru. Science of The Total Environment, 881, 163372. doi: 10.1016/j.scitotenv.2023.163372 0048-9697 |
| url |
https://hdl.handle.net/20.500.12955/2185 https://doi.org/10.1016/j.scitotenv.2023.163372 |
| dc.language.iso.none.fl_str_mv |
eng |
| language |
eng |
| dc.relation.ispartof.en.fl_str_mv |
Science of the Total Environment |
| dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess |
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https://creativecommons.org/licenses/by/4.0/ |
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openAccess |
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https://creativecommons.org/licenses/by/4.0/ |
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application/pdf |
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Elsevier |
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PE |
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Instituto Nacional de Innovación Agraria |
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Thomas, EvertAtkinson, RachelZavaleta, DiegoRodriguez, CarlosLastra Paucar, Sphyros Roomel-LucianoYovera, FredyArango, KarinaPezo, AbelAguilar Zapata, Javier NeptaliTames, MiriamRamos, AnaCruz, WilbertCosme, RobertoEspinoza, EduardoChavez, Carmen RosaLadd, Brenton2023-06-05T17:27:34Z2023-06-05T17:27:34Z2023-04-11Thomas, E.; Atkinson, R.; Zavaleta, D.; Rodriguez, C.; Lastra, S.; Yovera, F.; ... & Ladd, B. (2023). The distribution of cadmium in soil and cacao beans in Peru. Science of The Total Environment, 881, 163372. doi: 10.1016/j.scitotenv.2023.1633720048-9697https://hdl.handle.net/20.500.12955/2185https://doi.org/10.1016/j.scitotenv.2023.163372Peru is the eighth largest producer of cacao beans globally, but high cadmium contents are constraining access to international markets which have set upper thresholds for permitted concentrations in chocolate and derivatives. Preliminary data have suggested that high cadmium concentrations in cacao beans are restricted to specific regions in the country, but to date no reliable maps exist of expected cadmium concentrations in soils and cacao beans. Drawing on >2000 representative samples of cacao beans and soils we developed multiple national and regional random forest models to develop predictive maps of cadmium in soil and cacao beans across the area suitable for cacao cultivation. Our model projections show that elevated concentrations of cadmium in cacao soils and beans are largely restricted to the northern parts of the country in the departments of Tumbes, Piura, Amazonas and Loreto, as well as some very localized pockets in the central departments of Huánuco and San Martin. Unsurprisingly, soil cadmium was the by far most important predictor of bean cadmium. Aside from the south-eastern to north-western spatial trend of increasing cadmium values in soils and beans, the most important predictors of both variables in nation-wide models were geology, rainfall seasonality, soil pH and rainfall. At regional level, alluvial deposits and mining operations were also associated with higher cadmium levels in cacao beans. 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Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).