Cadmium accumulation in tropical island paddy soils: From environment and health risk assessment to model prediction
文献类型:期刊论文
作者 | Guo, Yan2,3; Yang, Yi2,3; Li, Ruxia2,3; Liao, Xiaoyong3; Li, Yonghua1,3 |
刊名 | JOURNAL OF HAZARDOUS MATERIALS
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出版日期 | 2024-03-05 |
卷号 | 465页码:14 |
关键词 | Cadmium Pollution assessment Probabilistic health risk XGBoost |
ISSN号 | 0304-3894 |
DOI | 10.1016/j.jhazmat.2023.133212 |
通讯作者 | Li, Yonghua(yhli@igsnrr.ac.cn) |
英文摘要 | Cultivated soil quality is crucial because it directly affects food safety and human health, and rice is of primary concern because of its centrality to global food networks. However, a detailed understanding of cadmium (Cd) geochemical cycling in paddy soils is complicated by the multiple influencing factors present in many ricegrowing areas that overlap with industrial centers. This study analyzed the pollution characteristics and health risks of Cd in paddy soils across Hainan Island and identified key influencing factors based on multi-source environmental data and prediction models. Approximately 27.07% of the soil samples exceeded the risk control standard screening value for Cd in China, posing an uncontaminated to moderate contamination risk. Cd concentration and exposure duration contributed the most to non-carcinogenic and carcinogenic risks to children, teens, and adults through ingestion. Among the nine prediction models tested, Extreme Gradient Boosting (XGBoost) exhibited the best performance for Cd prediction with soil properties having the highest importance, followed by climatic variables and topographic attributes. In summary, XGBoost reliably predicted the soil Cd concentrations on tropical islands. Further research should incorporate additional soil properties and environmental variables for more accurate predictions and to comprehensively identify their driving factors and corresponding contribution rates. |
WOS关键词 | MONTE-CARLO SIMULATION ; HEAVY-METAL POLLUTION ; RICE ; CHINA ; AREA ; CONTAMINATION ; TOXICITY ; CD ; TRANSLOCATION ; MANGANESE |
WOS研究方向 | Engineering ; Environmental Sciences & Ecology |
语种 | 英语 |
WOS记录号 | WOS:001160261100001 |
出版者 | ELSEVIER |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/202907] ![]() |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Li, Yonghua |
作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, 11 A Datun Rd, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing 100101, Peoples R China |
推荐引用方式 GB/T 7714 | Guo, Yan,Yang, Yi,Li, Ruxia,et al. Cadmium accumulation in tropical island paddy soils: From environment and health risk assessment to model prediction[J]. JOURNAL OF HAZARDOUS MATERIALS,2024,465:14. |
APA | Guo, Yan,Yang, Yi,Li, Ruxia,Liao, Xiaoyong,&Li, Yonghua.(2024).Cadmium accumulation in tropical island paddy soils: From environment and health risk assessment to model prediction.JOURNAL OF HAZARDOUS MATERIALS,465,14. |
MLA | Guo, Yan,et al."Cadmium accumulation in tropical island paddy soils: From environment and health risk assessment to model prediction".JOURNAL OF HAZARDOUS MATERIALS 465(2024):14. |
入库方式: OAI收割
来源:地理科学与资源研究所
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