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
Description
ISSN:1573-2983
DOI:10.1007/s10653-026-03278-6