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...

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Detalles Bibliográficos
Autores: 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
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
format 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
dc.rights.uri.none.fl_str_mv https://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
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dc.publisher.en.fl_str_mv Elsevier
dc.publisher.country.none.fl_str_mv PE
dc.source.es_PE.fl_str_mv Instituto Nacional de Innovación Agraria
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spelling 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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