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Regulatory patterns and driving factors of soil aggregates on the environmental behavior of heavy metals: A global study based on meta-analysis and machine learning.

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Title: Regulatory patterns and driving factors of soil aggregates on the environmental behavior of heavy metals: A global study based on meta-analysis and machine learning.
Authors: Song YX; College of Agriculture, Yanbian University, Yanji, 133002, China.; State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, 130102, China., Meng Y; College of Agriculture, Yanbian University, Yanji, 133002, China., Zhao B; Department of Biological, Geological, and Environmental Sciences, University of Bologna, Via Sant' Alberto 163, 48123, Ravenna, Italy., Che TH; College of Agriculture, Yanbian University, Yanji, 133002, China.; State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, 130102, China., Li Z; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China., Yu Z; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China., Zhen X; College of Agriculture, Yanbian University, Yanji, 133002, China., Li Y; College of Agriculture, Yanbian University, Yanji, 133002, China., Li C; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China.; Analyzing and Testing Center, Guangdong Ocean University, Zhanjiang, 524088, China., Wang QY; State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, 130102, China. qywang@iga.ac.cn., Zhou JY; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China. 0000008750@ybu.edu.cn.
Source: Environmental geochemistry and health [Environ Geochem Health] 2026 Jun 12; Vol. 48 (9). Date of Electronic Publication: 2026 Jun 12.
Publication Type: Journal Article; Meta-Analysis
Journal Info: Publisher: Kluwer Academic Publishers Country of Publication: Netherlands NLM ID: 8903118 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-2983 (Electronic) Linking ISSN: 02694042 NLM ISO Abbreviation: Environ Geochem Health Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Regulatory patterns and driving factors of soil aggregates on the environmental behavior of heavy metals: A global study based on meta-analysis and machine learning.
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  Data: <searchLink fieldCode="AU" term="%22Song+YX%22">Song YX</searchLink>; College of Agriculture, Yanbian University, Yanji, 133002, China.; State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, 130102, China.<br /><searchLink fieldCode="AU" term="%22Meng+Y%22">Meng Y</searchLink>; College of Agriculture, Yanbian University, Yanji, 133002, China.<br /><searchLink fieldCode="AU" term="%22Zhao+B%22">Zhao B</searchLink>; Department of Biological, Geological, and Environmental Sciences, University of Bologna, Via Sant' Alberto 163, 48123, Ravenna, Italy.<br /><searchLink fieldCode="AU" term="%22Che+TH%22">Che TH</searchLink>; College of Agriculture, Yanbian University, Yanji, 133002, China.; State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, 130102, China.<br /><searchLink fieldCode="AU" term="%22Li+Z%22">Li Z</searchLink>; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China.<br /><searchLink fieldCode="AU" term="%22Yu+Z%22">Yu Z</searchLink>; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China.<br /><searchLink fieldCode="AU" term="%22Zhen+X%22">Zhen X</searchLink>; College of Agriculture, Yanbian University, Yanji, 133002, China.<br /><searchLink fieldCode="AU" term="%22Li+Y%22">Li Y</searchLink>; College of Agriculture, Yanbian University, Yanji, 133002, China.<br /><searchLink fieldCode="AU" term="%22Li+C%22">Li C</searchLink>; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China.; Analyzing and Testing Center, Guangdong Ocean University, Zhanjiang, 524088, China.<br /><searchLink fieldCode="AU" term="%22Wang+QY%22">Wang QY</searchLink>; State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, 130102, China. qywang@iga.ac.cn.<br /><searchLink fieldCode="AU" term="%22Zhou+JY%22">Zhou JY</searchLink>; College of Geography and Ocean Sciences, Yanbian University, Yanji, 133002, China. 0000008750@ybu.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%228903118%22">Environmental geochemistry and health</searchLink> [Environ Geochem Health] 2026 Jun 12; Vol. 48 (9). <i>Date of Electronic Publication: </i>2026 Jun 12.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Kluwer+Academic+Publishers%22">Kluwer Academic Publishers </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8903118 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-2983 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2202694042%22">02694042 </searchLink><i>NLM ISO Abbreviation: </i>Environ Geochem Health <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s10653-026-03278-6
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        Text: English
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            – D: 12
              M: 06
              Text: 2026 Jun 12
              Type: published
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