Loading…
Classification and regression tree (CART) for predicting cadmium (Cd) uptake by rice (Oryza sativa L.) and its application to derive soil Cd threshold based on field data
The entry of Cd into soil-rice systems is a growing concern as it can pose potential risks to public health. To derive regional soil Cd threshold, a total of 333 paired soil and rice samples was collected in Anhui Province, Eastern China. The results showed that the total soil Cd and soil Zn/Cd were...
Saved in:
Published in: | Ecotoxicology and environmental safety 2024-10, Vol.285, p.117125, Article 117125 |
---|---|
Main Authors: | , , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | |
---|---|
cites | cdi_FETCH-LOGICAL-c353t-a2bb126587ec4e40208a831f20db6531c54d10c32091891c4e6ab8840a4a14a13 |
container_end_page | |
container_issue | |
container_start_page | 117125 |
container_title | Ecotoxicology and environmental safety |
container_volume | 285 |
creator | Tian, Haoting Zhang, Yan Yang, Xiaohui Zhang, Huan Wang, Dengfeng Wu, Pengbao Yin, Aijing Gao, Chao |
description | The entry of Cd into soil-rice systems is a growing concern as it can pose potential risks to public health. To derive regional soil Cd threshold, a total of 333 paired soil and rice samples was collected in Anhui Province, Eastern China. The results showed that the total soil Cd and soil Zn/Cd were the most significant variables contributing to Cd content in polished rice. The Chinese Soil Quality Standards might overestimate risk posed by Cd-contaminated soil for rice production in the mining area due to high Zn/Cd values of some mining-associated soils. Cd levels in polished rice can be predictable using stepwise multiple linear regression (MLR) model. However, the derived soil Cd threshold based on the MLR model would be unrealistically high. The classification and regression tree method (CART) performed well in simulating Cd levels in polished rice and can be used to derive soil Cd threshold instead of MLR to minimize the uncertainty.
[Display omitted]
•The soil Cd and Zn/Cd were the most notable factors influencing Cd uptake by rice.•The derived soil Cd threshold of 3.04 mg/kg from the MLR model was unreasonably high.•The CART model is a useful tool to derive the regional soil Cd threshold. |
doi_str_mv | 10.1016/j.ecoenv.2024.117125 |
format | article |
fullrecord | <record><control><sourceid>proquest_doaj_</sourceid><recordid>TN_cdi_doaj_primary_oai_doaj_org_article_f20e30a00ddb4e5eb0da54db6729d6eb</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0147651324012016</els_id><doaj_id>oai_doaj_org_article_f20e30a00ddb4e5eb0da54db6729d6eb</doaj_id><sourcerecordid>3113747342</sourcerecordid><originalsourceid>FETCH-LOGICAL-c353t-a2bb126587ec4e40208a831f20db6531c54d10c32091891c4e6ab8840a4a14a13</originalsourceid><addsrcrecordid>eNp9kd1qGzEQhZfS0jhp36AUXcYX6-pv_24KwbRpwBAo6bUYSbOO3PVqK8kG55H6lFWySS4LAjGjM99hdIriE6MrRln9ZbdC43E8rjjlcsVYw3j1plgw2tGSSybfFgvKZFPWFRNnxXmMO0qpoFX1vjgTnai7umaL4u96gBhd7wwk50cCoyUBtwFzM5cpIJLL9dXPuyXpfSBTQOtMcuOWGLB7d9jnV7skhynBbyT6RIIzeeI2nB6AxMw8Atmslk9clyKBaRpevJInFoM7IoneDWRtSbrPxvd-sERDREuyqHeYSwsJPhTvehgifny-L4pf37_drX-Um9vrm_XVpjSiEqkErjXjddU2aCRKymkLrWA9p1bXlWCmkpZRIzjtWNuxrKlBt62kIIHlIy6Km5lrPezUFNwewkl5cOqp4cNWQUjODKgyFAUFSq3VEivU1ELG67rhna1RZ9blzJqC_3PAmNTeRYPDACP6Q1SCMdHIRkiepXKWmuBjDNi_WjOqHhNXOzUnrh4TV3Pieezzs8NB79G-Dr1EnAVfZwHmPzs6DCoah6PJQQY0KS_l_u_wD33pvh0</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>3113747342</pqid></control><display><type>article</type><title>Classification and regression tree (CART) for predicting cadmium (Cd) uptake by rice (Oryza sativa L.) and its application to derive soil Cd threshold based on field data</title><source>ScienceDirect®</source><source>ScienceDirect Journals</source><creator>Tian, Haoting ; Zhang, Yan ; Yang, Xiaohui ; Zhang, Huan ; Wang, Dengfeng ; Wu, Pengbao ; Yin, Aijing ; Gao, Chao</creator><creatorcontrib>Tian, Haoting ; Zhang, Yan ; Yang, Xiaohui ; Zhang, Huan ; Wang, Dengfeng ; Wu, Pengbao ; Yin, Aijing ; Gao, Chao</creatorcontrib><description>The entry of Cd into soil-rice systems is a growing concern as it can pose potential risks to public health. To derive regional soil Cd threshold, a total of 333 paired soil and rice samples was collected in Anhui Province, Eastern China. The results showed that the total soil Cd and soil Zn/Cd were the most significant variables contributing to Cd content in polished rice. The Chinese Soil Quality Standards might overestimate risk posed by Cd-contaminated soil for rice production in the mining area due to high Zn/Cd values of some mining-associated soils. Cd levels in polished rice can be predictable using stepwise multiple linear regression (MLR) model. However, the derived soil Cd threshold based on the MLR model would be unrealistically high. The classification and regression tree method (CART) performed well in simulating Cd levels in polished rice and can be used to derive soil Cd threshold instead of MLR to minimize the uncertainty.
[Display omitted]
•The soil Cd and Zn/Cd were the most notable factors influencing Cd uptake by rice.•The derived soil Cd threshold of 3.04 mg/kg from the MLR model was unreasonably high.•The CART model is a useful tool to derive the regional soil Cd threshold.</description><identifier>ISSN: 0147-6513</identifier><identifier>ISSN: 1090-2414</identifier><identifier>EISSN: 1090-2414</identifier><identifier>DOI: 10.1016/j.ecoenv.2024.117125</identifier><identifier>PMID: 39369661</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>Cadmium ; Classification and regression tree ; Field validation ; Rice ; Soil threshold</subject><ispartof>Ecotoxicology and environmental safety, 2024-10, Vol.285, p.117125, Article 117125</ispartof><rights>2024 The Authors</rights><rights>Copyright © 2024. Published by Elsevier Inc.</rights><rights>Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c353t-a2bb126587ec4e40208a831f20db6531c54d10c32091891c4e6ab8840a4a14a13</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0147651324012016$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,3549,27924,27925,45780</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39369661$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Tian, Haoting</creatorcontrib><creatorcontrib>Zhang, Yan</creatorcontrib><creatorcontrib>Yang, Xiaohui</creatorcontrib><creatorcontrib>Zhang, Huan</creatorcontrib><creatorcontrib>Wang, Dengfeng</creatorcontrib><creatorcontrib>Wu, Pengbao</creatorcontrib><creatorcontrib>Yin, Aijing</creatorcontrib><creatorcontrib>Gao, Chao</creatorcontrib><title>Classification and regression tree (CART) for predicting cadmium (Cd) uptake by rice (Oryza sativa L.) and its application to derive soil Cd threshold based on field data</title><title>Ecotoxicology and environmental safety</title><addtitle>Ecotoxicol Environ Saf</addtitle><description>The entry of Cd into soil-rice systems is a growing concern as it can pose potential risks to public health. To derive regional soil Cd threshold, a total of 333 paired soil and rice samples was collected in Anhui Province, Eastern China. The results showed that the total soil Cd and soil Zn/Cd were the most significant variables contributing to Cd content in polished rice. The Chinese Soil Quality Standards might overestimate risk posed by Cd-contaminated soil for rice production in the mining area due to high Zn/Cd values of some mining-associated soils. Cd levels in polished rice can be predictable using stepwise multiple linear regression (MLR) model. However, the derived soil Cd threshold based on the MLR model would be unrealistically high. The classification and regression tree method (CART) performed well in simulating Cd levels in polished rice and can be used to derive soil Cd threshold instead of MLR to minimize the uncertainty.
[Display omitted]
•The soil Cd and Zn/Cd were the most notable factors influencing Cd uptake by rice.•The derived soil Cd threshold of 3.04 mg/kg from the MLR model was unreasonably high.•The CART model is a useful tool to derive the regional soil Cd threshold.</description><subject>Cadmium</subject><subject>Classification and regression tree</subject><subject>Field validation</subject><subject>Rice</subject><subject>Soil threshold</subject><issn>0147-6513</issn><issn>1090-2414</issn><issn>1090-2414</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNp9kd1qGzEQhZfS0jhp36AUXcYX6-pv_24KwbRpwBAo6bUYSbOO3PVqK8kG55H6lFWySS4LAjGjM99hdIriE6MrRln9ZbdC43E8rjjlcsVYw3j1plgw2tGSSybfFgvKZFPWFRNnxXmMO0qpoFX1vjgTnai7umaL4u96gBhd7wwk50cCoyUBtwFzM5cpIJLL9dXPuyXpfSBTQOtMcuOWGLB7d9jnV7skhynBbyT6RIIzeeI2nB6AxMw8Atmslk9clyKBaRpevJInFoM7IoneDWRtSbrPxvd-sERDREuyqHeYSwsJPhTvehgifny-L4pf37_drX-Um9vrm_XVpjSiEqkErjXjddU2aCRKymkLrWA9p1bXlWCmkpZRIzjtWNuxrKlBt62kIIHlIy6Km5lrPezUFNwewkl5cOqp4cNWQUjODKgyFAUFSq3VEivU1ELG67rhna1RZ9blzJqC_3PAmNTeRYPDACP6Q1SCMdHIRkiepXKWmuBjDNi_WjOqHhNXOzUnrh4TV3Pieezzs8NB79G-Dr1EnAVfZwHmPzs6DCoah6PJQQY0KS_l_u_wD33pvh0</recordid><startdate>20241015</startdate><enddate>20241015</enddate><creator>Tian, Haoting</creator><creator>Zhang, Yan</creator><creator>Yang, Xiaohui</creator><creator>Zhang, Huan</creator><creator>Wang, Dengfeng</creator><creator>Wu, Pengbao</creator><creator>Yin, Aijing</creator><creator>Gao, Chao</creator><general>Elsevier Inc</general><general>Elsevier</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>DOA</scope></search><sort><creationdate>20241015</creationdate><title>Classification and regression tree (CART) for predicting cadmium (Cd) uptake by rice (Oryza sativa L.) and its application to derive soil Cd threshold based on field data</title><author>Tian, Haoting ; Zhang, Yan ; Yang, Xiaohui ; Zhang, Huan ; Wang, Dengfeng ; Wu, Pengbao ; Yin, Aijing ; Gao, Chao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c353t-a2bb126587ec4e40208a831f20db6531c54d10c32091891c4e6ab8840a4a14a13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Cadmium</topic><topic>Classification and regression tree</topic><topic>Field validation</topic><topic>Rice</topic><topic>Soil threshold</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Tian, Haoting</creatorcontrib><creatorcontrib>Zhang, Yan</creatorcontrib><creatorcontrib>Yang, Xiaohui</creatorcontrib><creatorcontrib>Zhang, Huan</creatorcontrib><creatorcontrib>Wang, Dengfeng</creatorcontrib><creatorcontrib>Wu, Pengbao</creatorcontrib><creatorcontrib>Yin, Aijing</creatorcontrib><creatorcontrib>Gao, Chao</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Ecotoxicology and environmental safety</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Tian, Haoting</au><au>Zhang, Yan</au><au>Yang, Xiaohui</au><au>Zhang, Huan</au><au>Wang, Dengfeng</au><au>Wu, Pengbao</au><au>Yin, Aijing</au><au>Gao, Chao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Classification and regression tree (CART) for predicting cadmium (Cd) uptake by rice (Oryza sativa L.) and its application to derive soil Cd threshold based on field data</atitle><jtitle>Ecotoxicology and environmental safety</jtitle><addtitle>Ecotoxicol Environ Saf</addtitle><date>2024-10-15</date><risdate>2024</risdate><volume>285</volume><spage>117125</spage><pages>117125-</pages><artnum>117125</artnum><issn>0147-6513</issn><issn>1090-2414</issn><eissn>1090-2414</eissn><abstract>The entry of Cd into soil-rice systems is a growing concern as it can pose potential risks to public health. To derive regional soil Cd threshold, a total of 333 paired soil and rice samples was collected in Anhui Province, Eastern China. The results showed that the total soil Cd and soil Zn/Cd were the most significant variables contributing to Cd content in polished rice. The Chinese Soil Quality Standards might overestimate risk posed by Cd-contaminated soil for rice production in the mining area due to high Zn/Cd values of some mining-associated soils. Cd levels in polished rice can be predictable using stepwise multiple linear regression (MLR) model. However, the derived soil Cd threshold based on the MLR model would be unrealistically high. The classification and regression tree method (CART) performed well in simulating Cd levels in polished rice and can be used to derive soil Cd threshold instead of MLR to minimize the uncertainty.
[Display omitted]
•The soil Cd and Zn/Cd were the most notable factors influencing Cd uptake by rice.•The derived soil Cd threshold of 3.04 mg/kg from the MLR model was unreasonably high.•The CART model is a useful tool to derive the regional soil Cd threshold.</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>39369661</pmid><doi>10.1016/j.ecoenv.2024.117125</doi><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0147-6513 |
ispartof | Ecotoxicology and environmental safety, 2024-10, Vol.285, p.117125, Article 117125 |
issn | 0147-6513 1090-2414 1090-2414 |
language | eng |
recordid | cdi_doaj_primary_oai_doaj_org_article_f20e30a00ddb4e5eb0da54db6729d6eb |
source | ScienceDirect®; ScienceDirect Journals |
subjects | Cadmium Classification and regression tree Field validation Rice Soil threshold |
title | Classification and regression tree (CART) for predicting cadmium (Cd) uptake by rice (Oryza sativa L.) and its application to derive soil Cd threshold based on field data |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-01T13%3A05%3A41IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Classification%20and%20regression%20tree%20(CART)%20for%20predicting%20cadmium%20(Cd)%20uptake%20by%20rice%20(Oryza%20sativa%20L.)%20and%20its%20application%20to%20derive%20soil%20Cd%20threshold%20based%20on%20field%20data&rft.jtitle=Ecotoxicology%20and%20environmental%20safety&rft.au=Tian,%20Haoting&rft.date=2024-10-15&rft.volume=285&rft.spage=117125&rft.pages=117125-&rft.artnum=117125&rft.issn=0147-6513&rft.eissn=1090-2414&rft_id=info:doi/10.1016/j.ecoenv.2024.117125&rft_dat=%3Cproquest_doaj_%3E3113747342%3C/proquest_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c353t-a2bb126587ec4e40208a831f20db6531c54d10c32091891c4e6ab8840a4a14a13%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=3113747342&rft_id=info:pmid/39369661&rfr_iscdi=true |