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Spatial Dynamics of Heavy Metal Pollution and Their Driving Factors Using Coupled Machine Learning and Pls-Sem: A Case Study in Xiangtan, China
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1 of the 67 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-04): 10.1016/j.heliyon.2024.e28357 (notice 2026-01-22).
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Outgoing claims: the papers this work cites, builds on, or argues with.
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A China data set of soil properties for land surface modeling
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Assessment of climate change trends over the Loess Plateau in China from 1901 to 2100
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The behavior of heavy metal release from sulfide waste rock under microbial action and different environmental factors
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Uranium in phosphate rocks and mineral fertilizers applied to agricultural soils in East Africa
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Transformation of soil organic matter subjected to environmental disturbance and preservation of organic matter bound to soil minerals: a review
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Nitrogen footprints: Regional realities and options to reduce nitrogen loss to the environment
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Spatiotemporal change and trend analysis of potential evapotranspiration over the Loess Plateau of China during 2011–2100
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Human health risks of heavy metals in paddy rice based on transfer characteristics of heavy metals from soil to rice
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Beyond mere pollution source identification: Determination of land covers emitting soil heavy metals by combining PCA/APCS, GeoDetector and GIS analysis
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Effects of different vegetation components on soil erosion and response to rainfall intensity under simulated rainfall
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Role of phosphate fertilizers in heavy metal uptake and detoxification of toxic metals
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Soil heavy metal pollution and food safety in China: Effects, sources and removing technology
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Potential driving forces and probabilistic health risks of heavy metal accumulation in the soils from an e-waste area, southeast China
inferredcites →https://doi.org/10.1016/j.cjac.2022.100077openalex-extracted
A pollution risk assessment and source analysis of heavy metals in sediments: A case study of Lake Gehu, China
inferredcites →https://doi.org/10.1016/j.ecoenv.2018.08.016openalex-extracted
Inventories of heavy metal inputs and outputs to and from agricultural soils: A review
inferredcites →https://doi.org/10.1016/j.ecoenv.2023.114744openalex-extracted
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inferredcites →https://doi.org/10.1016/j.ecoenv.2023.115541openalex-extracted
The multi-media environmental behavior of heavy metals around tailings under the influence of precipitation
inferredcites →https://doi.org/10.1016/j.ecolind.2020.106801openalex-extracted
Prediction models of soil heavy metal(loid)s concentration for agricultural land in Dongli: A comparison of regression and random forest
inferredcites →https://doi.org/10.1016/j.envint.2019.104995openalex-extracted
Heavy metal behaviour at mineral-organo interfaces: Mechanisms, modelling and influence factors
inferredcites →https://doi.org/10.1016/j.envint.2020.106290openalex-extracted
The ChinaHighPM10 dataset: generation, validation, and spatiotemporal variations from 2015 to 2019 across China
inferredcites →https://doi.org/10.1016/j.envpol.2017.07.021openalex-extracted
Integrated GIS and multivariate statistical analysis for regional scale assessment of heavy metal soil contamination: A critical review
inferredcites →https://doi.org/10.1016/j.envpol.2020.114065openalex-extracted
Elucidating the differentiation of soil heavy metals under different land uses with geographically weighted regression and self-organizing map
inferredcites →https://doi.org/10.1016/j.envpol.2020.114075openalex-extracted
Spatiotemporal patterns and drivers of soil contamination with heavy metals during an intensive urbanization period (1989–2018) in southern China
inferredcites →https://doi.org/10.1016/j.envres.2023.117736openalex-extracted
RETRACTED: Health risks assessment and source admeasurement of potentially dangerous heavy metals (Cu, Fe, and Ni) in rapidly growing urban settlement
inferredcites →https://doi.org/10.1016/j.geoderma.2014.11.022openalex-extracted
Redistribution of cadmium and lead fractions in contaminated soil samples due to experimental leaching
inferredcites →https://doi.org/10.1016/j.heliyon.2024.e28357openalex-extracted
RETRACTED: Sources, effects and present perspectives of heavy metals contamination: Soil, plants and human food chain
inferredcites →https://doi.org/10.1016/j.jclepro.2019.05.098openalex-extracted
Impact of industrial activities on heavy metal contamination in soils in three major urban agglomerations of China
inferredcites →https://doi.org/10.1016/j.jclepro.2020.124989openalex-extracted
Current knowledge from heavy metal pollution in Chinese smelter contaminated soils, health risk implications and associated remediation progress in recent decades: A critical review
inferredcites →https://doi.org/10.1016/j.jclepro.2021.127883openalex-extracted
Improving Cd risk managements of rice cropping system by integrating source-soil-rice-human chain for a typical intensive industrial and agricultural region
inferredcites →https://doi.org/10.1016/j.jenvman.2023.119587openalex-extracted
Assessment and machine learning prediction of heavy metals fate in mining farmland assisted by Positive Matrix Factorization
inferredcites →https://doi.org/10.1016/j.jes.2018.03.031openalex-extracted
Relationship between heavy metals and dissolved organic matter released from sediment by bioturbation/bioirrigation
inferredcites →https://doi.org/10.1016/j.jes.2020.08.013openalex-extracted
A meta-analysis of heavy metals pollution in farmland and urban soils in China over the past 20 years
inferredcites →https://doi.org/10.1016/j.jes.2022.01.029openalex-extracted
Soil heavy metal pollution from Pb/Zn smelting regions in China and the remediation potential of biomineralization
inferredcites →https://doi.org/10.1016/j.jhazmat.2020.123288openalex-extracted
Estimating the distribution trend of soil heavy metals in mining area from HyMap airborne hyperspectral imagery based on ensemble learning
inferredcites →https://doi.org/10.1016/j.jhazmat.2022.130294openalex-extracted
Metal(loid)-specific sources and distribution mechanisms of riverside soil contamination near an abandoned gold mine in Mongolia
inferredcites →https://doi.org/10.1016/j.marpolbul.2023.115277openalex-extracted
Extreme rainstorm reshuffles the spatial distribution of heavy metals and pollution risk in sediments along the mangrove tidal flat
inferredcites →https://doi.org/10.1016/j.rmal.2022.100027openalex-extracted
Partial Least Squares Structural Equation Modeling (PLS-SEM) in second language and education research: Guidelines using an applied example
inferredcites →https://doi.org/10.1016/j.scitotenv.2018.03.227openalex-extracted
Source and path identification of metals pollution in a mining area by PMF and rare earth element patterns in road dust
inferredcites →https://doi.org/10.1016/j.scitotenv.2018.10.130openalex-extracted
Multiple methods for the identification of heavy metal sources in cropland soils from a resource-based region
inferredcites →https://doi.org/10.1016/j.scitotenv.2019.03.306openalex-extracted
Distribution, pollution status, and source apportionment of trace metals in lake sediments under the influence of the South-to-North Water Transfer Project, China
inferredcites →https://doi.org/10.1016/j.scitotenv.2021.151027openalex-extracted
Factors affecting cadmium accumulation in the soil profiles in an urban agricultural area
inferredcites →https://doi.org/10.1016/j.scitotenv.2021.151310openalex-extracted
Spatiotemporal dynamics of wetlands and their driving factors based on PLS-SEM: A case study in Wuhan
inferredcites →https://doi.org/10.1016/j.scitotenv.2022.153759openalex-extracted
Identifying sources and transport routes of heavy metals in soil with different land uses around a smelting site by GIS based PCA and PMF
inferredcites →https://doi.org/10.1016/j.scitotenv.2022.155099openalex-extracted
A field study to estimate heavy metal concentrations in a soil-rice system: Application of graph neural networks
inferredcites →https://doi.org/10.1016/j.scitotenv.2022.159119openalex-extracted
Process, influencing factors, and simulation of the lateral transport of heavy metals in surface runoff in a mining area driven by rainfall: A review
inferredcites →https://doi.org/10.1016/j.scitotenv.2023.161722openalex-extracted
Different types of land use influence soil physiochemical properties, the abundance of nitrifying bacteria, and microbial interactions in tropical urban soil
inferredcites →https://doi.org/10.1016/j.scitotenv.2023.161768openalex-extracted
Spatiotemporal variation of soil heavy metals in China: The pollution status and risk assessment
inferredcites →https://doi.org/10.1016/j.scitotenv.2024.171598openalex-extracted
Sources apportionments of heavy metal(loid)s in the farmland soils close to industrial parks: Integrated application of positive matrix factorization (PMF) and cadmium isotopic fractionation
inferredcites →https://doi.org/10.1016/j.scitotenv.2024.171903openalex-extracted
Temporal-spatial characteristics and sources of heavy metals in bulk deposition across China
inferredcites →https://doi.org/10.1021/acs.est.2c04062openalex-extracted
Dynamic Behaviors of Newly Deposited Atmospheric Heavy Metals in the Soil-Pak Choi System
inferredcites →https://doi.org/10.1038/s41598-017-17966-yopenalex-extracted
Precipitation variability increases in a warmer climate
inferredcites →https://doi.org/10.1038/s43016-022-00649-xopenalex-extracted
Integrated crop–livestock–bioenergy system brings co-benefits and trade-offs in mitigating the environmental impacts of Chinese agriculture
inferredcites →https://doi.org/10.1088/1748-9326/9/11/114002openalex-extracted
Global assessment of urban and peri-urban agriculture: irrigated and rainfed croplands
inferredcites →https://doi.org/10.1098/rsta.2015.0202openalex-extracted
Principal component analysis: a review and recent developments
inferredcites →https://doi.org/10.1108/jkm-05-2018-0322openalex-extracted
Tips to use partial least squares structural equation modelling (PLS-SEM) in knowledge management
inferredcites →https://doi.org/10.1126/sciadv.abf8021openalex-extracted
Increasing precipitation variability on daily-to-multiyear time scales in a warmer world
inferredcites →https://doi.org/10.3390/f14051023openalex-extracted
Topography and Soil Organic Carbon in Subtropical Forests of China
inferredcites →https://doi.org/10.3390/ijerph17155359openalex-extracted
The Availability and Accumulation of Heavy Metals in Greenhouse Soils Associated with Intensive Fertilizer Application
inferredcites →https://doi.org/10.3390/rs8030166openalex-extracted
First Experience with Sentinel-2 Data for Crop and Tree Species Classifications in Central Europe
inferredcites →https://doi.org/10.3390/su12020477openalex-extracted
Spatiotemporal Trends and Attribution of Drought across China from 1901–2100
inferredcites →https://doi.org/10.3390/su141912595openalex-extracted
Cadmium (Cd) and Copper (Cu) Exposure and Bioaccumulation Arrays in Farm Ruminants: Impact of Forage Ecotypes, Ecological Sites and Body Organs
inferredcites →https://doi.org/10.3390/toxics12010063openalex-extracted
Heavy Metals in Agricultural Soils: Sources, Influencing Factors, and Remediation Strategies
inferredcites →https://doi.org/10.34105/j.kmel.2022.14.007openalex-extracted
Partial least square structural equation modelling (PLS-SEM) in knowledge management studies: Knowledge sharing in virtual communities
inferredcites →https://doi.org/10.5194/essd-11-1931-2019openalex-extracted
1 km monthly temperature and precipitation dataset for China from 1901 to 2017
inferredcites →https://doi.org/10.5194/essd-14-2613-2022openalex-extracted
A 1 km daily surface soil moisture dataset of enhanced coverage under all-weather conditions over China in 2003–2019
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