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Machine Learning Models for Mapping Potentially Toxic Elements and Assessing Human Health Risk in Soils Affected by Mining Activity

https://doi.org/10.2139/ssrn.4176123
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46/46 checkable references clean · checked 2026-09-08

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

59 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 46 checked references that resolve
resolves10.1016/j.geoderma.2010.12.001
Accumulations of major and trace elements in particle size fractions of soils on eight different parent materials
resolves10.1016/j.envpol.2007.05.020
Metals in particle-size fractions of the soils of five European cities
resolves10.1007/s10534-019-00193-5
Exposure routes and health effects of heavy metals on children
resolves10.11137/2017_3_14_23
Mineralogical Characterization of Lead Mine Tailing in Boquira, Bahia State, Brazil
resolves10.1016/j.jsm.2017.04.002
The potential risk of environmental contamination by mercury contained in Polish coal mining waste
resolves10.1016/j.ecoinf.2010.08.001
A comparison of supervised learning techniques in the classification of bat echolocation calls
resolves10.1016/j.jhazmat.2009.08.085
Heavy metal pollution of coal mine-affected agricultural soils in the northern part of Bangladesh
resolves10.1002/fes3.109
Mining industry and sustainable development: time for change
resolves10.1080/00206819709465261
Lead- and Sulfur-Isotope Investigations of the Boquira Sediment-Hosted Sulfide Deposit, Brazil
resolves10.2134/jeq2002.1576
Kriging Method Evaluation for Assessing the Spatial Distribution of Urban Soil Lead Contamination
resolves10.1002/9780470316993
Geostatistics
resolves10.1016/j.jenvman.2019.06.033
Seasonality of airborne trace element sources in Aracaju, Northeastern, Brazil
resolves10.1016/j.scitotenv.2012.06.013
A review on the importance of metals and metalloids in atmospheric dust and aerosol from mining operations
resolves10.1016/j.jsames.2021.103355
Geostatistical modeling and traditional approaches for streamflow regionalization in a Brazilian Southeast watershed
resolves10.1016/j.envsci.2005.11.011
Human exposure modelling for chemical risk assessment: a review of current approaches and research and policy implications
resolves10.1016/j.chemosphere.2010.06.075
Spatial distribution of metals in smelter-impacted soils of woody habitats: Influence of landscape and soil properties, and risk for wildlife
resolves10.1016/j.geodrs.2019.e00245
Spatial distribution of metals in soils under agriculture in the Jordan Valley
resolves10.1016/j.marpolbul.2012.07.009
Overview of the 20th century impact of trace metal contamination in the estuaries of Todos os Santos Bay: Past, present and future scenarios
resolves10.1016/j.cgh.2017.12.022
Machine Learning in Detection of Undiagnosed Celiac Disease
resolves10.1007/s10661-021-08946-x
Comparison of Cubist models for soil organic carbon prediction via portable XRF measured data
resolves10.1007/s11004-017-9681-2
Machine Learning Based Predictive Modeling of Debris Flow Probability Following Wildfire in the Intermountain Western United States
resolves10.1007/978-1-4614-6849-3
Applied Predictive Modeling
resolves10.1016/j.envpol.2009.07.015
Combining a finite mixture distribution model with indicator kriging to delineate and map the spatial patterns of soil heavy metal pollution in Chunghua County, central Taiwan
resolves10.1016/j.envpol.2010.02.001
Spatial distribution of heavy metal concentrations in urban, suburban and agricultural soils in a Mediterranean city of Algeria
resolves10.1016/S0016-7061(02)00139-8
From pedotransfer functions to soil inference systems
resolves10.1016/j.resourpol.2018.11.001
Social licence, gender and mining: Moral conviction and perceived economic importance
resolves10.1007/s10661-019-7298-2
Exposure to lead and its effect on sleep quality and digestive problems in soldering workers
resolves10.1016/j.catena.2017.10.030
Weathering and clay formation in semi-arid calcareous soils from Northeastern Brazil
resolves10.1016/j.envpol.2017.12.044
Effects of lead, cadmium, arsenic, and mercury co-exposure on children's intelligence quotient in an industrialized area of southern China
resolves10.1016/j.chemosphere.2018.04.119
Spatial distribution, risk and potential sources of lead in soils in the vicinity of a historic industrial site
resolves10.1016/j.envpol.2005.12.010
The use of soil survey data to determine the magnitude and extent of historic metal deposition related to atmospheric smelter emissions across Humberside, UK
resolves10.1016/j.scitotenv.2005.01.047
Geochemical background—concept and reality
resolves10.1007/s12665-014-3797-1
Geostatistical and multivariate analysis of soil heavy metal contamination near coal mining area, Northeastern India
resolves10.1016/j.catena.2018.11.037
Combining spatial autocorrelation with machine learning increases prediction accuracy of soil heavy metals
resolves10.5194/hess-20-2611-2016
Machine learning methods for empirical streamflow simulation: a comparison of model accuracy, interpretability, and uncertainty in seasonal watersheds
resolves10.1002/esp.5253
Evaluation of machine learning algorithms to classify and map landforms in Antarctica
resolves10.1016/j.scitotenv.2014.09.098
Geochemistry and spatial variability of metal(loid) concentrations in soils of the state of Minas Gerais, Brazil
resolves10.1016/j.envint.2019.01.062
Prevalence of childhood lead poisoning and respiratory disease associated with lead smelter emissions
resolves10.1016/j.catena.2018.11.010
Assessment of spatial hybrid methods for predicting soil organic matter using DEM derivatives and soil parameters
resolves10.1097/00010694-193401000-00003
AN EXAMINATION OF THE DEGTJAREFF METHOD FOR DETERMINING SOIL ORGANIC MATTER, AND A PROPOSED MODIFICATION OF THE CHROMIC ACID TITRATION METHOD
resolves10.1016/j.scitotenv.2018.02.340
Enrichment and sources of trace metals in roadside soils in Shanghai, China: A case study of two urban/rural roads
resolves10.1080/00103628809368027
A rapid and precise method for routine determination of organic carbon in soil
resolves10.1016/j.scitotenv.2020.137096
Modeling the spatial variations in anthropogenic factors of soil heavy metal accumulation by geographically weighted logistic regression
resolves10.1016/j.ecolind.2020.107233
Use of machine-learning and receptor models for prediction and source apportionment of heavy metals in coastal reclaimed soils
resolves10.1006/ecss.2001.0879
Riverine Composition and Estuarine Geochemistry of Particulate Metals in China—Weathering Features, Anthropogenic Impact and Chemical Fluxes
resolves10.1016/j.atmosenv.2010.06.002
Heavy metals exposure of children from stairway and sidewalk dust in the smelting district, northeast of China
The 59 references without a DOI — listed, not checked
no DOI — not checkedRisk assessment and GIS-based mapping of heavy metals in the secondary rock deposits derived soils of Islamabad
no DOI — not checkedref2
no DOI — not checkedTrophic transfer, bioaccumulation, and biomagnification of nonessential hazardous heavy metals and metalloids in food chains/ webs concepts and implications for wildlife and human health
no DOI — not checkedRiscos e incertezas: a realidade p�s-extra��o do min�rio de chumbo em Boquira
no DOI — not checkedAg�ncia Nacional de Vigil�ncia Sanit�ria -Resolu��o Espec�fica (RE) no 899 de 29 de maio de
no DOI — not checkedref11
no DOI — not checkedref14
no DOI — not checkedNi e Co em solos de refer�ncia de Pernambuco
no DOI — not checkedref16
no DOI — not checkedStatistical geocomputing combining R and SAGA: The example of landslide susceptibility analysis with generalized additive models
no DOI — not checkedref18
no DOI — not checkedUsing rule-based regression models to predict and interpret soil properties from X-ray powder diffraction data
no DOI — not checkedParent rock-pedogenesis relationship: How the weathering of metamorphic rocks influences the genesis of Planosols and Luvisols under a semiarid climate in NE Brazil
no DOI — not checkedGeologic setting and genetic interpretation of the Boquira Pb-Zn deposits
no DOI — not checkedref26
no DOI — not checkedDelibera��o Normativa Conjunta COPAM/CERH n� 02, de 08 de setembro de 2010. Republica��o -Di�rio do Executivo
no DOI — not checkedref30
no DOI — not checkedMachine learning models applied to TSS estimation in a reservoir using multispectral sensor onboard to RPA
no DOI — not checkedref32
no DOI — not checkedQuartzito azul com dumortierita e fosfatos de alum�nio do Espinha�o setentrional, Bahia: mineralogia e petrog�nese
no DOI — not checkedHealth risks of potentially toxic trace elements in urban soils of Manaus city
no DOI — not checkedref39
no DOI — not checkedImportance of lithology in defining natural background concentrations of Cr, Cu, Ni, Pb and Zn in sedimentary soils, northeastern Brazil
no DOI — not checkedInfluence of soil pH and microbes on mineral solubility and plant nutrition: A review
no DOI — not checkedref42
no DOI — not checkedPedotransfer functions for water contents at specific pressure heads of silty soils from Amazon rainforest
no DOI — not checkedBuilding predictive models in R using the caret package
no DOI — not checkedref50
no DOI — not checkedRemediation of clay soils contaminated with potentially toxic elements: The Santo Amaro lead smelter, Brazil, case. Soil and Sediment Contamination
no DOI — not checkedMercury, lead and arsenic: Impact on environment and human health
no DOI — not checkedref57
no DOI — not checkedA new methodological framework by geophysical sensors combinations associated with machine learning algorithms to understand soil attributes
no DOI — not checkedref60
no DOI — not checkedAs intera��es geopedologia-clima governam a distribui��o espacial do sel�nio nos solos: Um estudo de caso no nordeste do Brasil
no DOI — not checkedPredictive modeling of contents of potentially toxic elements using morphometric data, proximal sensing, and chemical and physical properties of soils under mining influence
no DOI — not checkedDigital mapping of toxic metals in Qatari soils using remote sensing and ancillary data
no DOI — not checkedref67
no DOI — not checkedEffect of environmental covariable selection in the hydrological modeling using machine learning models to predict daily streamflow
no DOI — not checkedref72
no DOI — not checkedref73
no DOI — not checkedref74
no DOI — not checkedSpatial Prediction of Agrochemical Properties on the Scale of a Single Field Using
no DOI — not checkedref76
no DOI — not checkedref77
no DOI — not checkedAvalia��o preliminar dos impactos ambientais da minera��o de PBZN de Boquira
no DOI — not checkedAnalysis of terrain attributes in different spatial resolutions for digital soil mapping application in southeastern Brazil
no DOI — not checkedInfluence of iron mining activity on heavy metal contamination in the sediments of the Aqyazi River
no DOI — not checkedPersistence and mobility of metals in an estuarine environment 25 years after closure of a lead smelter
no DOI — not checkedref85
no DOI — not checkedMachine learning algorithm in the prediction of geomorphic indices for appraisal the influence of landscape structure on fluvial systems, Southeastern-Brazil
no DOI — not checkedref88
no DOI — not checkedref90
no DOI — not checkedRisk Assessment Guidance for Superfund Volume I Human Health Evaluation Manual (Part A)
no DOI — not checkedMETHOD 3051a -Microwave assisted acid digestion of sediments, sludges, soils and oils
no DOI — not checkedUma revis�o das contamina��es por metais pesados em solos urbanos, poeiras de estradas urbanas e solos agr�colas da China
no DOI — not checkedEvaluation of soil contamination indices in a mining area of Jiangxi
no DOI — not checkedA synthesis framework using machine learning and spatial bivariate analysis to identify drivers and hotspots of heavy metal pollution of agricultural soils
no DOI — not checkedMachine learningbased source identification and spatial prediction of heavy metals in soil in a rapid urbanization area
no DOI — not checkedPredicting soil physical and chemical properties using vis-NIR in Australian cotton areas
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