Submitted:
17 March 2026
Posted:
18 March 2026
You are already at the latest version
Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Eligibility Criteria
2.3. Information Sources and Search Strategy
2.4. Study Selection and Screening Process
2.5. Data Extraction and Evidence Mapping
3. Results
3.1. Study Selection and PRISMA Flow
3.2. Characteristics of Included Studies

3.3. Geographic Distribution of Studies
3.4. Environmental Assessment Methods Used in the Literature
3.4.1. Pollution Indices
3.4.2. Ecological Risk Assessment
3.4.3. Human Health Risk Assessment
3.4.4. Spatial Analysis Methods
3.4.5. Advanced Analytical and Modeling Approaches
| Assessment Method | n | % |
| Pollution indices (PI, Nemerow, Igeo, EF) | 41 | 73.2 |
| Ecological risk index (PER/RI) | 38 | 67.9 |
| GIS + spatial mapping (kriging) | 32 | 57.1 |
| Human health risk (US EPA, HQ/HI) | 29 | 51.8 |
| PCA + Cluster Analysis | 28 | 50.0 |
| PMF source apportionment | 12 | 21.4 |
| Sequential extraction (BCR/Tessier) | 9 | 16.1 |
| Microbial community (16S rRNA) | 8 | 14.3 |
| pXRF field screening | 8 | 14.3 |
| Monte Carlo simulation | 6 | 10.7 |
| Phytoremediation + BCF/TF | 6 | 10.7 |
| Pb isotope tracing | 5 | 8.9 |
| Predictive transport models (Hydrus-1D) | 4 | 7.1 |
| Ecotoxicology (PICT, bioassays) | 4 | 7.1 |
| Geophysical methods (GPR, radionuclides) | 3 | 5.4 |
| LCA / Material flow analysis | 2 | 3.6 |
| Note: PI = Pollution Index; Igeo = Geoaccumulation Index; EF = Enrichment Factor; PER/RI = Potential Ecological Risk Index; GIS = Geographic Information System; PCA = Principal Component Analysis; PMF = Positive Matrix Factorization; BCR = Bureau Communautaire de Référence; pXRF = portable X-ray fluorescence; BCF = Bioconcentration Factor; TF = Translocation Factor; GPR = Ground-Penetrating Radar; LCA = Life Cycle Assessment; PICT = Pollution-Induced Community Tolerance. | ||
3.5. Evidence Mapping of Research Themes
4. Discussion
4.1. Research Trends in Soil Contamination from Lead-Zinc Slag
4.2. Advances in Environmental Assessment Methods
4.3. Research Gaps and Future Directions
4.4. Relevance to Kazakhstan and Central Asia
4.5. Limitations of the Review
4.6. Policy Implications
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Shomanova, Z; Nossenko, Y; Yerkibayeva, M; Yessimova, D; Kuspanova, A; Aldasheva, A; et al. Environmental risk assessment for sustainable industrial urban development: The case of northern industrial zone of Pavlodar, Kazakhstan. PLoS ONE 2025, 20. [Google Scholar] [CrossRef] [PubMed]
- Li, H; Cui, X; Sun, Y; Zheng, P; Wang, L; Shi, X. Advances in Microbial Remediation of Heavy Metal-Contaminated Soils: Mechanisms, Synergistic Technologies, Field Applications and Future Perspectives. Toxics 2025, 13, 1069. [Google Scholar] [CrossRef]
- Wan, Y; Liu, J; Zhuang, Z; Wang, Q; Li, H. Heavy Metals in Agricultural Soils: Sources, Influencing Factors, and Remediation Strategies. Toxics 2024, 12, 63. [Google Scholar] [CrossRef]
- Hou, D; Jia, X; Wang, L; McGrath, SP; Zhu, Y; Hu, Q; et al. Global soil pollution by toxic metals threatens agriculture and human health. Science 2025, 388, 316. [Google Scholar] [CrossRef] [PubMed]
- Almotairy, HM. Heavy Metal Contamination in Soil: Implications for Crop Resilience and Abiotic Stress Management. In IntechOpen eBooks; IntechOpen, 2024. [Google Scholar] [CrossRef]
- Gasparatos, D. Soil Contamination by Heavy Metals and Metalloids. Environments 2022, 9, 32. [Google Scholar] [CrossRef]
- Machowski, R; Rzętała, MA; Rzętała, M; Solarski, M. Anthropogenic enrichment of the chemical composition of bottom sediments of water bodies in the neighborhood of a non-ferrous metal smelter (Silesian Upland, Southern Poland). Scientific Reports 2019, 9. [Google Scholar] [CrossRef]
- Aziz, KHH; Mustafa, FS; Omer, KM; Hama, S; Hamarawf, RF; Rahman, KO. Heavy metal pollution in the aquatic environment: efficient and low-cost removal approaches to eliminate their toxicity: a review. RSC Advances. Royal Society of Chemistry 2023, 17595. [Google Scholar] [CrossRef]
- Nadłonek, W; Cabała, J; Szopa, K. Potentially Harmful Elements (As, Sb, Cd, Pb) in Soil Polluted by Historical Smelting Operation in the Upper Silesian Area (Southern Poland). Minerals 2024, 14, 475. [Google Scholar] [CrossRef]
- Zhou, Z; Peng, C; Liu, X; Jiang, Z; Guo, Z; Xiao, X. Pollution and Risk Assessments of Heavy Metal(loid)s in the Soil around Lead-Zinc Smelteries via Data Integration Analysis. International Journal of Environmental Research and Public Health 2022, 19, 9698. [Google Scholar] [CrossRef]
- Peng, Y; Yang, R; Jin, T; Chen, J; Zhang, J. Potentially toxic metal(loid) distribution and migration in the bottom weathering profile of indigenous zinc smelting slag pile in clastic rock region. PeerJ 2021, 9. [Google Scholar] [CrossRef]
- Li, S; Bi, X; Li, Z; Wang, H; Li, X; Feng, X; et al. Heavy Metal(loid)s Contamination in Ground Dust and Associated Health Risks at a Former Indigenous Zinc Smelting Area. International Journal of Environmental Research and Public Health 2021, 18, 893. [Google Scholar] [CrossRef]
- Cao, C; Wang, L; Li, H; Wei, B; Yang, L. Temporal Variation and Ecological Risk Assessment of Metals in Soil Nearby a Pb–Zn Mine in Southern China. International Journal of Environmental Research and Public Health 2018, 15, 940. [Google Scholar] [CrossRef] [PubMed]
- Nowińska, K; Kokowska-Pawłowska, M. Mineralogy of Zinc and Lead Metallurgical Slags in Terms of Their Impact on the Environment: A Review. Minerals 2024, 14, 852. [Google Scholar] [CrossRef]
- Silva, JA; de Freitas, ADS; da Silva, VSG; Fernandes-Júnior, PI; Fernandes, AM; Souza, PA dos S; et al. Assessing the phytoextraction of cadmium, lead, and zinc from a slag-contaminated soil by legume species inoculated with rhizobial strains. Research Square (Research Square) 2023. [Google Scholar] [CrossRef]
- Saikia, N; Borah, RR; Konwar, K; Vandecastelee, C. pH dependent leachings of some trace metals and metalloid species from lead smelter slag and their fate in natural geochemical environment. Groundwater for Sustainable Development 2018, 7, 348. [Google Scholar] [CrossRef]
- Rocchi, I; Potysz, A; Masotta, M; Rocchi, S. Experimental weathering of historical slags exposed to rhizosphere-like organic acids and various pH conditions. Journal of Geochemical Exploration 2022, 243, 107109. [Google Scholar] [CrossRef]
- Pecina, V; Juřička, D; Hedbávný, J; Klimánek, M; Kynický, J; Brtnický, M; et al. The impacts of mining on soil pollution with metal(loid)s in resource-rich Mongolia. Scientific Reports 2023, 13. [Google Scholar] [CrossRef]
- Csavina, J; Field, JP; Taylor, MP; Gao, S; Landázuri, AC; Betterton, EA; et al. A review on the importance of metals and metalloids in atmospheric dust and aerosol from mining operations The Science of The Total Environment; Elsevier BV, 2012; p. 58. [Google Scholar] [CrossRef]
- Rajput, P; Singh, A; Agrawal, S; Ghazaryan, K; Rajput, VD; Movsesyan, H; et al. Effects of environmental metal and metalloid pollutants on plants and human health: exploring nano-remediation approach. Stress Biology 2024, 4. [Google Scholar] [CrossRef]
- Yadav, K; Kumar, D; Gupta, AK; Gupta, B; Tyagi, P; Sharma, A; et al. Heavy metals contamination and their phytoremediation in soil and water for sustainable environmental restoration. Discover Environment 2025, 3. [Google Scholar] [CrossRef]
- Zhou, M; Zheng, S. Multi-Omics Uncover the Mechanism of Wheat under Heavy Metal Stress. International Journal of Molecular Sciences 2022, 23, 15968. [Google Scholar] [CrossRef] [PubMed]
- Rani, N; Chauhan, A; Sagar, NA; Kumar, V. Microbe-mediated regulation in zinc-contaminated soils: the synergistic role of hyperaccumulator plants and zinc-tolerant rhizobacteria. Frontiers in Agronomy 2025, 7. [Google Scholar] [CrossRef]
- DeLuca, NM; Angrish, M; Wilkins, A; Thayer, K; Hubal, EAC. Human exposure pathways to poly- and perfluoroalkyl substances (PFAS) from indoor media: A systematic review protocol. Environment International 2020, 146, 106308. [Google Scholar] [CrossRef]
- Laidlaw, MAS; Filippelli, G; Brown, S; Paz-Ferreiro, J; Reichman, SM; Netherway, P; et al. Case studies and evidence-based approaches to addressing urban soil lead contamination. Applied Geochemistry 2017, 83, 14. [Google Scholar] [CrossRef]
- Sasaki, T; Horiguchi, H; Matsukawa, T; Kobayashi, M; Omori, Y; Oguma, E; et al. A suspected case of “itai-itai disease” in a cadmium-polluted area in Akita prefecture, Japan. Environmental Health and Preventive Medicine 2024, 29, 40. [Google Scholar] [CrossRef]
- Kabata-Pendias, A; Szteke, B. Trace Elements in Abiotic and Biotic Environments. 2015. [Google Scholar] [CrossRef]
- Satarug, S; Gobé, GC; Vesey, DA; Phelps, KR. Cadmium and Lead Exposure, Nephrotoxicity, and Mortality. Toxics 2020, 8, 86. [Google Scholar] [CrossRef]
- Li, B; Deng, J; Li, Z; Chen, J; Zhan, F; He, Y; et al. Contamination and Health Risk Assessment of Heavy Metals in Soil and Ditch Sediments in Long-Term Mine Wastes Area. Toxics 2022, 10, 607. [Google Scholar] [CrossRef] [PubMed]
- Nakata, H; Nakayama, SMM; Yabe, J; Muzandu, K; Kataba, A; Ikenaka, Y; et al. Interdisciplinary approach to addressing lead pollution caused by mining activity in Kabwe, The Republic of Zambia. Environmental Monitoring and Contaminants Research 2022, 2, 94. [Google Scholar] [CrossRef]
- Křı́bek, B; Nyambe, I; Majer, V; Knésl, I; Mihaljevič, M; Ettler, V; et al. Soil contamination near the Kabwe Pb-Zn smelter in Zambia: Environmental impacts and remediation measures proposal. Journal of Geochemical Exploration 2018, 197, 159. [Google Scholar] [CrossRef]
- Chen, M; Gazzè, L; DiTraglia, FJ; Das, R; Nriagu, JO; Erel, Y; et al. Environmental lead risk in the 21st century. Communications Earth & Environment 2025, 6, 776. [Google Scholar] [CrossRef]
- Salim, Y; Issayeva, A; Kidirbayeva, K; Zhumadulayeva, AI; Dossybayeva, G; Bozhbanbayeva, N; et al. Influence of Lead-Zinc Slags of the Shymkent City on the Environment. Journal of Ecological Engineering 2022, 23, 83. [Google Scholar] [CrossRef]
- Riley, AL; Cameron, J; Burke, IT; Onnis, P; MacDonald, J; Gandy, CJ; et al. Environmental behaviour of iron and steel slags in coastal settings. Environmental Science and Pollution Research 2024, 31, 42428. [Google Scholar] [CrossRef]
- Visser, A; Kroes, JG; Vliet, MTH; van; Blenkinsop, S; Fowler, HJ; Broers, HP. Climate change impacts on the leaching of a heavy metal contamination in a small lowland catchment. Journal of Contaminant Hydrology 2011, 127, 47. [Google Scholar] [CrossRef]
- Paltseva, A; Neaman, A. An Emerging Frontier: Metal(loid) Soil Pollution Threat Under Global Climate Change. Environmental Toxicology and Chemistry 2020, 39, 1653. [Google Scholar] [CrossRef]
- Xiong, J; Li, W; Zhang, H; Cheng, W; Ye, C; Zhao, Y. Selected Environmental Assessment Model and Spatial Analysis Method to Explain Correlations in Environmental and Socio-Economic Data with Possible Application for Explaining the State of the Ecosystem. Sustainability 2019, 11, 4781. [Google Scholar] [CrossRef]
- Chen, L; Mao, Y; Zhao, R. GIS application in environmental monitoring and risk assessment. 2022 3rd International Conference on Geology, Mapping and Remote Sensing (ICGMRS), 2022; p. 908. [Google Scholar] [CrossRef]
- Kross, A; Kaur, G; Jaeger, JAG. A geospatial framework for the assessment and monitoring of environmental impacts of agriculture. Environmental Impact Assessment Review 2022, 97, 106851. [Google Scholar] [CrossRef]
- Agnello, AC; Potysz, A; Fourdrin, C; Huguenot, D; Chauhan, PS. Impact of pyrometallurgical slags on sunflower growth, metal accumulation and rhizosphere microbial communities. Chemosphere 2018, 208, 626. [Google Scholar] [CrossRef] [PubMed]
- Rodgers, K; McLellan, I; Cuthbert, S; Hursthouse, A. Enhanced characterisation for the management of industrial steel processing by products: potential of sequential chemical extraction. Environmental Monitoring and Assessment 2019, 191. [Google Scholar] [CrossRef]
- Li, X; Liu, L; Wang, Y; Luo, G; Chen, X; Yang, X; et al. Integrated Assessment of Heavy Metal Contamination in Sediments from a Coastal Industrial Basin, NE China. PLoS ONE 2012, 7. [Google Scholar] [CrossRef] [PubMed]
- Lin, Y; Anthony, J; Mukhtar, H; Lin, C-M. A spatial prioritization method for identifying potential eco-risk distributions of heavy metals in soil and birds. Ecotoxicology and Environmental Safety 2021, 220, 112383. [Google Scholar] [CrossRef]
- Enjavinejad, SM; Zahedifar, M; Moosavi, AA; Khosravani, P. Integrated application of multiple indicators and geographic information system-based approaches for comprehensive assessment of environmental impacts of toxic metals-contaminated agricultural soils and vegetables. The Science of The Total Environment 2024, 926, 171747. [Google Scholar] [CrossRef]
- Rui, J; Shabrina, Z; Gong, W. Artificial intelligence applications in urban extreme heat management: A systematic review of forecasting, monitoring, mitigation and decision support. Environmental Impact Assessment Review 2026, 119, 108363. [Google Scholar] [CrossRef]
- Oldenkamp, R; Hamers, T; Wilkinson, JL; Slootweg, J; Posthuma, L. Regulatory Risk Assessment of Pharmaceuticals in the Environment: Current Practice and Future Priorities. Environmental Toxicology and Chemistry 2022, 43, 611. [Google Scholar] [CrossRef]
- Șenilă, M. Metal and metalloid monitoring in water by passive sampling – A review. Reviews in Analytical Chemistry 2023, 42. [Google Scholar] [CrossRef]
- Liu, H; Na, L; Shen, J; Arandiyan, H; Wang, Y; Wang, X. Principles, applications, and limitations of diffusive gradients in thin films induced fluxed in soils and sediments. Chemosphere 2023, 350, 141061. [Google Scholar] [CrossRef]
- Hedberg, J; Fransson, K; Prideaux, S; Roos, S; Jönsson, C; Wallinder, IO. Improving the Life Cycle Impact Assessment of Metal Ecotoxicity: Importance of Chromium Speciation, Water Chemistry, and Metal Release. Sustainability 2019, 11, 1655. [Google Scholar] [CrossRef]
- Gelly, R; Fekiacova, Z; Guihou, A; Dœlsch, E; Deschamps, P; Keller, C. Lead, zinc, and copper redistributions in soils along a deposition gradient from emissions of a Pb-Ag smelter decommissioned 100 years ago. The Science of The Total Environment 2019, 665, 502. [Google Scholar] [CrossRef]
- Baubekova, A; Akindykova, A; Mamirova, A; Dumat, C; Jurjanz, S. Evaluation of environmental contamination by toxic trace elements in Kazakhstan based on reviews of available scientific data. Environmental Science and Pollution Research 2021, 28, 43315. [Google Scholar] [CrossRef]
- Ouzzani, M; Hammady, HM; Fedorowicz, Z; Elmagarmid, AK. Rayyan—a web and mobile app for systematic reviews. Systematic Reviews 2016, 5, 210. [Google Scholar] [CrossRef]
- Ge, W; Gao, F; Gao, J; Ding, J; Han, L; Wang, J; et al. The synergistic impact of cadmium and the wheat rhizosphere on the soil bacterial community in alkaline cropland in Northern China. Journal of Soils and Sediments 2025, 25, 2420. [Google Scholar] [CrossRef]
- Lu, X; Zhuang, S. Determining environmental risk and source of heavy metal(loid)s in the surrounding farmland soil of a zinc smelter in water source area, Northwest China. Research Square (Research Square) 2021. [Google Scholar] [CrossRef]
- Li, B; Wang, Y; Jiang, Y; Li, G; Cui, J; Wang, Y; et al. The accumulation and health risk of heavy metals in vegetables around a zinc smelter in northeastern China. Environmental Science and Pollution Research 2016, 23, 25114. [Google Scholar] [CrossRef]
- Li, P; Lin, C; Cheng, H; Duan, X; Lei, K. Contamination and health risks of soil heavy metals around a lead/zinc smelter in southwestern China. Ecotoxicology and Environmental Safety 2014, 113, 391. [Google Scholar] [CrossRef]
- Chen, Q; Liu, Y; Li, W; Zhao, W; Li, H; Huang, Q; et al. Elevated thallium enrichment, source, and health risks in soils surrounding a lead–zinc smelter, Southwest China. Journal of Hazardous Materials Advances 2025, 21, 100968. [Google Scholar] [CrossRef]
- Yang, L; Ge, S; Liu, J; Iqbal, Y; Jiang, Y; Sun, R; et al. Spatial Distribution and Risk Assessment of Heavy Metal(oid)s Contamination in Topsoil around a Lead and Zinc Smelter in Henan Province, Central China. Toxics 2023, 11, 427. [Google Scholar] [CrossRef]
- Han, W; Zhao, R; Liu, W; Wang, Y; Zhang, S; Zhao, K; et al. Environmental contamination characteristics of heavy metals from abandoned lead–zinc mine tailings in China. Frontiers in Earth Science 2023, 11. [Google Scholar] [CrossRef]
- Rachwał, M; Wawer, M; Magiera, T; Steinnes, E. Integration of soil magnetometry and geochemistry for assessment of human health risk from metallurgical slag dumps. Environmental Science and Pollution Research 2017, 24, 26410. [Google Scholar] [CrossRef] [PubMed]
- Rozpondek, R; Rozpondek, K; Kacprzak, M; Kacprzak, M. EVALUATION OF CONTAMINATION OF Zn-Pb INDUSTRY DEGRADED AREAS USING SPATIAL INFORMATION. Journal of Ecological Engineering 2017, 18, 106. [Google Scholar] [CrossRef]
- Lima, LRP; de, A; Bernardez, LA. Characterization of the soil contamination around the former primary lead smelter at Santo Amaro, Bahia, Brazil. Environmental Earth Sciences 2017, 76. [Google Scholar] [CrossRef]
- Carvalho, FM; Tavares, TM; Lins-Kusterer, L. Soil Contamination by a Lead Smelter in Brazil in the View of the Local Residents. International Journal of Environmental Research and Public Health 2018, 15, 2166. [Google Scholar] [CrossRef]
- Souza, LZS; Lima, LRP de A. Risk assessment for the presence of potentially toxic elements in the vicinity of a former lead smelter in Bahia, Brazil. Environmental Earth Sciences 2021, 80. [Google Scholar] [CrossRef]
- Akber, MdA; Rahman, MdA; Islam, MdA; Islam, MdA. Potential ecological risk of metal pollution in lead smelter-contaminated agricultural soils in Khulna, Bangladesh. Environmental Monitoring and Assessment 2019, 191, 351. [Google Scholar] [CrossRef]
- Ray, P; Datta, SP; Dwivedi, BS. Long-term irrigation with zinc smelter effluent affects important soil properties and heavy metal content in food crops and soil in Rajasthan, India. Soil Science & Plant Nutrition 2017, 63, 628. [Google Scholar] [CrossRef]
- Adventini, N; Santoso, M; Lestiani, DD; Syahfitri, WYN; Rixson, L. Lead identification in soil surrounding a used lead acid battery smelter area in Banten, Indonesia. Journal of Physics Conference Series 2017, 860, 12006. [Google Scholar] [CrossRef]
- Lestiani, DD; Syahfitri, WYN; Adventini, N; Kurniawati, S; Damastuti, E; Santoso, M; et al. Exposure of a lead smelter in East Java, Indonesia: Characteristic, spatial distribution and potential ecological risk assessment of heavy metals in soils. Research Square (Research Square) 2023. [Google Scholar] [CrossRef]
- Karachaliou, T; Protonotarios, V; Kaliampakos, D; Menegaki, M. Using Risk Assessment and Management Approaches to Develop Cost-Effective and Sustainable Mine Waste Management Strategies. Recycling 2016, 1, 328. [Google Scholar] [CrossRef]
- Douay, F; Roussel, H; Fourrier, H; Heyman, C; Chateau, G. Investigation of heavy metal concentrations on urban soils, dust and vegetables nearby a former smelter site in Mortagne du Nord, Northern France. Journal of Soils and Sediments 2007, 7, 143. [Google Scholar] [CrossRef]
- Yun, S-W; Baveye, PC; Kim, D; Kang, D; Lee, S; Kong, M; et al. Analysis of metal(loid)s contamination and their continuous input in soils around a zinc smelter: Development of methodology and a case study in South Korea. Environmental Pollution 2018, 238, 140. [Google Scholar] [CrossRef]
- Pančevski, Z; Stafilov, T; Bačeva, K. DISTRIBUTION OF HEAVY METALS IN SOME VEGETABLES GROWN IN THE VICINITY OF LEAD AND ZINC SMELTER PLANT. Contributions Section of Natural Mathematical and Biotechnical Sciences 2017, 35. [Google Scholar] [CrossRef]
- Jafari, Y; Jones, BG; Pacheco, JC; Umoru, S. Trace element soil contamination from smelters in the Illawarra region, New South Wales, Australia. Environmental Earth Sciences 2020, 79. [Google Scholar] [CrossRef]
- Berard, AA; Capowiez, L; Mombo, S; Schreck, E; Dumat, C; Deola, F; et al. Soil microbial respiration and PICT responses to an industrial and historic lead pollution: a field study. Environmental Science and Pollution Research 2015, 23, 4271. [Google Scholar] [CrossRef]
- Nikolić, BK; Nikolić, S; Vujačić, V; Trajkovic, S. Development of the production of lead and precious metals in Central Asia. Podzemni radovi 2014, 22, 73. [Google Scholar] [CrossRef]
- Müller, G. INDEX OF GEOACCUMULATION IN SEDIMENTS OF THE RHINE RIVER. GeoJournal 1969, 2, 108. Available online: http://ci.nii.ac.jp/naid/10030367619.
- Sutherland, RA. Enrichment Factor. In Environmental Pollution; 2000. [Google Scholar]
- Shen, F; Li, Y; Zhang, M; Awasthi, MK; Ali, A; Li, R; et al. Atmospheric Deposition-Carried Zn and Cd from a Zinc Smelter and Their Effects on Soil Microflora as Revealed by 16S rDNA. Scientific Reports 2016, 6, 39148. [Google Scholar] [CrossRef]
- Niemeyer, JC; Nogueira, MA; CARVALHO, GMLD; Cohin-de-Pinho, SJ; Outeiro, US; Rodrigues, GG; et al. Functional and structural parameters to assess the ecological status of a metal contaminated area in the tropics. Ecotoxicology and Environmental Safety 2012, 86, 188. [Google Scholar] [CrossRef] [PubMed]
- Xu, W; Meng, K; Du, W; Cai, Z; Li, Y; Chen, X; et al. Cadmium dominance in heavy metal pollution: ecological risks and human health implications in the Guan River Estuary, China. Frontiers in Marine Science 2025, 12. [Google Scholar] [CrossRef]
- Keizer, MG; Hooghiemstra-Tielbeek, M; de Haan, FAM. Contamination of soil and street dust with lead and cadmium near a lead smelter at Arnhem, Netherlands. Netherlands Journal of Agricultural Science 1982, 30, 227. [Google Scholar] [CrossRef]
- United States Environmental Protection Agency. Risk Assessment Guidance for Superfund. EPA, 1989. [Google Scholar]
- Gaurav, VK; Sharma, C. Estimating health risks in metal contaminated land for sustainable agriculture in peri-urban industrial areas using Monte Carlo probabilistic approach. Sustainable Computing Informatics and Systems 2019, 28, 100310. [Google Scholar] [CrossRef]
- Shetty, BR; Pai, JB; Salmataj, SA; Naik, N. Assessment of Carcinogenic and Non-Carcinogenic Risk Indices of Heavy Metal Exposure in Different Age Groups using Monte Carlo Simulation Approach. Research Square (Research Square) 2024. [Google Scholar] [CrossRef]
- Zhou, Y; Jiang, D; Ding, D; Wu, Y; Wei, J; Kong, L; et al. Ecological-health risks assessment and source apportionment of heavy metals in agricultural soils around a super-sized lead-zinc smelter with a long production history, in China. Environmental Pollution 2022, 307, 119487. [Google Scholar] [CrossRef]
- Custodio, M; Peñaloza, R; Ochoa, S; la Cruz, HD; Rodríguez, C; Cuadrado, W. Microbial and potentially toxic elements risk assessment in high Andean river water based on Monte Carlo simulation, Peru. Scientific Reports 2023, 13. [Google Scholar] [CrossRef]
- He, J; Zhi-hong, P; Zeng, J; Li, C; Tang, L; Jiang, J; et al. Source apportionment and quantitative risk assessment of heavy metals at an abandoned zinc smelting site based on GIS and PMF models. Journal of Environmental Management 2023, 336, 117565. [Google Scholar] [CrossRef]
- Hu, X; Wang, J; Lv, Y; Liu, X; Zhong, J; Cui, X; et al. Effects of Heavy Metals/Metalloids and Soil Properties on Microbial Communities in Farmland in the Vicinity of a Metals Smelter. Frontiers in Microbiology 2021, 12, 707786. [Google Scholar] [CrossRef]
- Guo, J; Dou, W; Liu, Z; Sun, J; Xu, D; Yang, Q; et al. Long-Term Heavy Metal Pollution Induces Complex Differences in Farmland Topsoil and Rhizosphere Microbial Communities. Sustainability 2023, 15, 16598. [Google Scholar] [CrossRef]
- Maxim, A; Bain, DJ; Burgess, JS. Urban soils in a historically industrial city: patterns of trace metals in Pittsburgh, Pennsylvania. Environmental Research Communications 2022, 4, 75004. [Google Scholar] [CrossRef]
- Mihali, C; Oprea, G; Butean, C; Michnea, AM; POP, N; POP, N. Application of pollution indexes, cluster analysis and isocontent chart to the study of soil pollution. Creative Mathematics and Informatics 2013, 22, 207. [Google Scholar] [CrossRef]
- Paatero, P; Tapper, U. Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values. Environmetrics 1994, 5, 111. [Google Scholar] [CrossRef]
- Lv, H; Lu, Z; Fu, G; Lv, S; Jiang, J; Xie, Y; et al. Pollution characteristics and quantitative source apportionment of heavy metals within a zinc smelting site by GIS-based PMF and APCS-MLR models. Journal of Environmental Sciences 2023, 144, 100. [Google Scholar] [CrossRef]
- Panqing, Y; Abliz, A; Sun, X; Aisaiduli, H. Human health-risk assessment of heavy metal–contaminated soil based on Monte Carlo simulation. Scientific Reports 2023, 13. [Google Scholar] [CrossRef]
- Wang, H; Shen, C; Li, P; Faisal, M; Zhu, S. Vertical Distribution Characteristics and Source Apportionment Of Heavy Metals in Urban Near-Surface Dust Based on Receptor Model. Polish Journal of Environmental Studies 2021. [Google Scholar] [CrossRef]
- Gunchin, G; Streli, C; Darby, IG; Karydas, AG; Eleftheriadis, K; Lodoysamba, S; et al. Three-Year Long Source Apportionment Study of Airborne Particles in Ulaanbaatar Using X-Ray Fluorescence and Positive Matrix Factorization. Aerosol and Air Quality Research 2019, 19, 1056. [Google Scholar] [CrossRef]
- Komárek, M; Ettler, V; Chrastný, V; Mihaljevič, M. Lead isotopes in environmental sciences: A review. Environment International 2007, 34, 562. [Google Scholar] [CrossRef]
- Wang, L; Jin, Y; Weiß, DJ; Schleicher, N; Wilcke, W; Wu, L; et al. Possible application of stable isotope compositions for the identification of metal sources in soil Journal of Hazardous Materials; Elsevier BV, 2020; p. 124812. [Google Scholar] [CrossRef]
- Li, G; Chi, H; Hou, Y; Williams, PN; Liu, Z; Cai, C. Accurate bioaccessibility assessment of soil heavy metals by combining their speciation and in vitro model with human gut microbiota. Environmental Sciences Europe 2024, 36. [Google Scholar] [CrossRef]
- Agrelli, D; Caporale, AG; Adamo, P. Assessment of the Bioavailability and Speciation of Heavy Metal(loid)s and Hydrocarbons for Risk-Based Soil Remediation. Agronomy 2020, 10, 1440. [Google Scholar] [CrossRef]
- Cipullo, S; Prpich, G; Campo, P; Coulon, F. Assessing bioavailability of complex chemical mixtures in contaminated soils: Progress made and research needs. The Science of The Total Environment 2017, 615, 708. [Google Scholar] [CrossRef]
- Søndergaard, GL; Binning, PJ; Bjerg, PL. Comparison of approaches for assessing sustainable remediation of contaminated sites. Research Portal Denmark 2017, 242. Available online: https://local.forskningsportal.dk/local/dki-cgi/ws/cris-link?src=dtu&id=dtu-093c2386-7243-4356-95f8-1d095a1db15a&ti=Comparison%20of%20approaches%20for%20assessing%20sustainable%20remediation%20of%20contaminated%20sites.
- Grassi, G; Lamy, I; Pucheux, N; Ferrari, B; Faburé, J. State of the Art of Triad-Based Ecological Risk Assessment: Current Limitations and Needed Implementations in the Case of Soil Diffuse Contamination. Frontiers in Environmental Science 2022, 10. [Google Scholar] [CrossRef]
- Rieuwerts, J; Farago, M. Heavy metal pollution in the vicinity of a secondary lead smelter in the Czech Republic. Applied Geochemistry 1996, 11, 17. [Google Scholar] [CrossRef]
- Kachur, AN; Arzhanova, VS; Yelpatyevsky, PV; von Braun, MC; von Lindern, IH. Environmental conditions in the Rudnaya River watershed—a compilation of Soviet and post-Soviet era sampling around a lead smelter in the Russian Far East. The Science of The Total Environment 2003, 303, 171. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Z; Wang, Z; Luo, Y; Zhang, J; Feng, X; Zeng, Q; et al. Quantitative Analysis of Soil Cd Content Based on the Fusion of Vis-NIR and XRF Spectral Data in the Impacted Area of a Metallurgical Slag Site in Gejiu, Yunnan. Processes 2023, 11, 2714. [Google Scholar] [CrossRef]
- Jha, G; Ulery, A; Lombard, K; VanLeeuwen, D; Brungard, C; Dari, B; et al. Portable X-ray Fluorescence (PXRF) Analysis of Total Metal(loid)s and Sequential Extraction of Bioavailable Arsenic in Agricultural Soils of Animas Watershed. Water Air & Soil Pollution 2021, 232. [Google Scholar] [CrossRef]
- Godbole, P; Meshram, P; Jawadand, S; Meshram, T; Randive, K. A critical analysis of industrial slags, their hazard potential and remediation with reference to Sustainable Development Goals (SDGs). Discover Civil Engineering 2025, 2. [Google Scholar] [CrossRef]
- Montes-Montes, G; Muñoz-Ramírez, ZY; Cortés-Palacios, L; Carrillo-Campos, J; Ramírez-Sánchez, O; Ortíz-Aguirre, I; et al. Microbial Diversity and Heavy Metal Resistome in Slag-Contaminated Soils from an Abandoned Smelter in Chihuahua, Mexico. Soil Systems 2025, 9, 30. [Google Scholar] [CrossRef]
- Han, Y; Zhang, S; Kang, D; Hao, N; Peng, J; Zhou, Y; et al. A Decade Review of Human Health Risks from Heavy Metal Contamination in Industrial Sites. Water Air & Soil Pollution 2025, 236. [Google Scholar] [CrossRef]
- Zhang, X; Cao, L; Ge, J; Feng, R; Han, W; Huang, X; et al. Hyperspectral Unmixing-Based Remote Sensing Inversion of Multiple Heavy Metals in Mining Soils: A Case Study of the Lengshuijiang Antimony Mine, Hunan Province. Remote Sensing 2026, 18, 767. [Google Scholar] [CrossRef]
- Gao, H; Koopmans, GF; Song, J; Groenenberg, JE; Liu, X; Comans, RNJ; et al. Evaluation of Heavy Metal Availability in Soils Near Former Zinc Smelters by Chemical Extractions and Geochemical Modelling. SSRN Electronic Journal 2022. [Google Scholar] [CrossRef]
- Zang, Z; Li, Y; Li, H; Guo, Z; Zhang, R. Spatiotemporal Variation and Pollution Assessment of Pb/Zn from Smelting Activities in China. International Journal of Environmental Research and Public Health 2020, 17, 1968. [Google Scholar] [CrossRef]
- Ordóñez, A; Loredo, J; de, Miguel E; Charlesworth, SM. Distribution of Heavy Metals in the Street Dusts and Soils of an Industrial City in Northern Spain. Archives of Environmental Contamination and Toxicology 2003, 44, 160. [Google Scholar] [CrossRef]
- Kupczak, K; Warchulski, R; Ettler, V; Mihaljevič, M. The impact of buried historical copper slags on contemporary soil contamination. Journal of Geochemical Exploration 2025, 273, 107743. [Google Scholar] [CrossRef]
- Ramazanova, E; Lee, SH; Lee, W. Stochastic risk assessment of urban soils contaminated by heavy metals in Kazakhstan. The Science of The Total Environment 2020, 750, 141535. [Google Scholar] [CrossRef] [PubMed]
- Lu, N; Yu-hu, L; Wang, N; Zhang, B; Li, G; Sun, Y; et al. Analysis of Heavy Metal Content Characteristicsin Topsoil of Wasteland in the Industrial andMining Areas of Shenmu, Shaanxi Province, China. Polish Journal of Environmental Studies 2024, 34, 263. [Google Scholar] [CrossRef]
- Swain, CK. Environmental pollution indices: a review on concentration of heavy metals in air, water, and soil near industrialization and urbanisation Discover Environment; Springer Science+Business Media, 2024. [Google Scholar] [CrossRef]
- Gayathri, S; Krishnan, KA; Krishnakumar, A; Maya, TMV; Dev, VV; Antony, S; et al. Monitoring of heavy metal contamination in Netravati river basin: overview of pollution indices and risk assessment. Sustainable Water Resources Management 2021, 7. [Google Scholar] [CrossRef]
- Sharma, K; Raju, NJ; Singh, N; Sreekesh, S. Heavy metal pollution in groundwater of urban Delhi environs: Pollution indices and health risk assessment. Urban Climate 2022, 45, 101233. [Google Scholar] [CrossRef]
- Kowalska, JB; Mazurek, R; Gąsiorek, M; Zaleski, T. Pollution indices as useful tools for the comprehensive evaluation of the degree of soil contamination–A review. Environmental Geochemistry and Health 2018, 2395. [Google Scholar] [CrossRef]
- Reinikainen, J; Bouhoulle, E; Sorvari, J. Inconsistencies in the EU regulatory risk assessment of PFAS call for readjustment. Environment International 2024, 186, 108614. [Google Scholar] [CrossRef]
- Yan, Z; Zheng, X; Zhang, Y; Yang, Z-H; Zhou, Q; Men, S; et al. Chinese Technical Guideline for Deriving Water Quality Criteria for Protection of Freshwater Organisms. Toxics 2023, 11, 194. [Google Scholar] [CrossRef]
- Hamid, E; Payandeh, K; Nezhad, MTK; Saadati, N. Potential ecological risk assessment of heavy metals (trace elements) in coastal soils of southwest Iran. Frontiers in Public Health 2022, 10, 889130. [Google Scholar] [CrossRef] [PubMed]
- Cao, Y; Wang, R; Liu, Y; Li, Y; Jia, L; Yang, Q; et al. Improved Calculations of Heavy Metal Toxicity Coefficients for Evaluating Potential Ecological Risk in Sediments Based on Seven Major Chinese Water Systems. Toxics 2023, 11, 650. [Google Scholar] [CrossRef] [PubMed]
- Гатаулина, ГГ; MENDYBAYEV, E; Aikenova, N; Берденoв, Ж; Gulshat, A; Сагинoв, К; et al. Ecological and Geochemical Characteristics of the Content of Heavy Metals in Steppe Ecosystems of the Akmola Region, Kazakhstan. Sustainability 2025, 17, 6576. [Google Scholar] [CrossRef]
- Kasemodel, MC; Lima, JZ; Sakamoto, IK; Varesche, MBA; Trofino, JC; Rodrigues, VGS. Soil contamination assessment for Pb, Zn and Cd in a slag disposal area using the integration of geochemical and microbiological data. Environmental Monitoring and Assessment 2016, 188, 698. [Google Scholar] [CrossRef]
- Woszczyk, M; Spychalski, W; Boluspaeva, L. Trace metal (Cd, Cu, Pb, Zn) fractionation in urban-industrial soils of Ust-Kamenogorsk (Oskemen), Kazakhstan—implications for the assessment of environmental quality. Environmental Monitoring and Assessment 2018, 190, 362. [Google Scholar] [CrossRef]
- Liu, J; Ma, Y; Zhang, S; Yao, Y; Wang, X; Chen, T; et al. Health risk assessment of heavy metal pollution in farmland downstream of Lead-zinc smelter. IOP Conference Series Earth and Environmental Science 2021, 687, 12057. [Google Scholar] [CrossRef]
- Xing, W; HongYi, Z; Scheckel, KG; Li, L. Heavy metal and metalloid concentrations in components of 25 wheat (Triticum aestivum) varieties in the vicinity of lead smelters in Henan province, China. Environmental Monitoring and Assessment 2015, 188, 23. [Google Scholar] [CrossRef]
- Sun, Z; Chen, J; Wang, X; Lv, C. Heavy metal accumulation in native plants at a metallurgy waste site in rural areas of Northern China. Ecological Engineering 2015, 86, 60. [Google Scholar] [CrossRef]
- Liang, X; Wang, C; Song, Z; Yang, S; Bi, X; Li, Z; et al. Soil metal(loid)s pollution around a lead/zinc smelter and source apportionment using isotope fingerprints and receptor models. Applied Geochemistry 2021, 135, 105118. [Google Scholar] [CrossRef]
- Maliki, AA; Al-lami, AK; Hussain, HM; Al-Ansari, N. Comparison between inductively coupled plasma and X-ray fluorescence performance for Pb analysis in environmental soil samples. Environmental Earth Sciences 2017, 76. [Google Scholar] [CrossRef]
- Skubała, K; Styburski, J; Chowaniec, K. Assessment of the Suitability of Dehydrogenase Activity as a Biomarker in the Plant Rhizosphere Soil and Lichen Thalli for Trace Element Pollution Around a Zinc Smelter – A Preliminary Research. Rocznik Ochrona Środowiska 2025, 27, 361. [Google Scholar] [CrossRef]
- Romanov, VI; Merkulov, VV; Kabiyeva, SK; Bestembek, ES; Zhaslan, R; Zhumanazarova, GM. INVESTIGATION OF THE CHEMICAL AND MINERALOGICAL COMPOSITION OF METALLURGICAL SLAGS OF JSC “QARMET” TEMIRTAU. КазУТБ 2024, 2. [Google Scholar] [CrossRef]
- Lameck, AS; Mlelwa, D; Chagu, J; Sanga, VF; Tsere, MH; Malunguja, GK; et al. Unveiling the Hidden Risks: Heavy Metal Concentrations in Soil and Vegetables Irrigated with Kalobe Wastewater Stabilization Ponds, Mbeya, Tanzania. Journal of Food Protection 2025, 88, 100653. [Google Scholar] [CrossRef] [PubMed]
- Yao, J; Qian, J; Ji, D. Machine Learning-Based Analysis of Heavy Metal Migration Under Acid Rain: Insights from the RF and SVM Algorithms. Minerals 2025, 15, 663. [Google Scholar] [CrossRef]
- Hollander, A; Peijnenburg, WJGM; Breure, AM. Fate and Transport of Contaminants. BENTHAM SCIENCE PUBLISHERS eBooks 2011, 13. [Google Scholar] [CrossRef]
- Izah, SC; Ogwu, MC; Alum, EU; Poyeri, WR; Kari, A. Rethinking data presentation in trace metal studies of food and environmental matrices: Consequences for statistical inference, reproducibility, and risk assessment. Journal of Trace Elements and Minerals 2026, 16, 100289. [Google Scholar] [CrossRef]
- Martínez-Haro, M; Acevedo, P; Pais-Costa, AJ; Neto, JM; Vieira, LR; Ospina-Álvarez, N; et al. Ecotoxicological tools in support of the aims of the European Water Framework Directive: A step towards a more holistic ecosystem-based approach. Ecological Indicators 2022, 145, 109645. [Google Scholar] [CrossRef]
- Hook, SE; Gallagher, EP; Batley, GE. The role of biomarkers in the assessment of aquatic ecosystem health Integrated Environmental Assessment and Management; Wiley, 2014; p. 327. [Google Scholar] [CrossRef]
- Alipuly, M; Rysbekov, K; Begentayev, M; Lee, JT; Azat, S. Mine waste and its recycling in Kazakhstan. Energy & Environment 2026. [Google Scholar] [CrossRef]
- Zhen, Z; Wang, S; Luo, S; Ren, L; Liang, Y; Yang, R; et al. Significant Impacts of Both Total Amount and Availability of Heavy Metals on the Functions and Assembly of Soil Microbial Communities in Different Land Use Patterns. Frontiers in Microbiology 2019, 10. [Google Scholar] [CrossRef]
- Naimanova, A; Akhmetova, SО; Issayeva, A; Вырахманoва, АС; Alipbekova, A. Phytoaccumulation of Heavy Metals in South Kazakhstan Soils (Almaty and Turkestan Regions): An Evaluation of Plant-Based Remediation Potential. International Journal of Design & Nature and Ecodynamics 2024, 19, 451. [Google Scholar] [CrossRef]
- Cui, J; Luo, C; Tang, CW; Chan, T; Li, X. Speciation and leaching of trace metal contaminants from e-waste contaminated soils. Journal of Hazardous Materials 2017, 329, 150. [Google Scholar] [CrossRef] [PubMed]
- Mench, M; Vangronsveld, J; Didier, V; Clijsters, H. Evaluation of metal mobility, plant availability and immobilization by chemical agents in a limed-silty soil. Environmental Pollution 1994, 86, 279. [Google Scholar] [CrossRef] [PubMed]
- Suh, J; Lee, H; Choi, Y. A Rapid, Accurate, and Efficient Method to Map Heavy Metal-Contaminated Soils of Abandoned Mine Sites Using Converted Portable XRF Data and GIS. International Journal of Environmental Research and Public Health 2016, 13, 1191. [Google Scholar] [CrossRef]
- Barago, N; Pavoni, E; Floreani, F; Crosera, M; Adami, G; Lenaz, D; et al. Portable X-ray Fluorescence (pXRF) as a Tool for Environmental Characterisation and Management of Mining Wastes: Benefits and Limits. Applied Sciences 2022, 12, 12189. [Google Scholar] [CrossRef]
- Ran, J; Wang, D; Wang, C; Zhang, G; Yao, L. Using portable X-ray fluorescence spectrometry and GIS to assess environmental risk and identify sources of trace metals in soils of peri-urban areas in the Yangtze Delta region, China. Environmental Science Processes & Impacts 2014, 16, 1870. [Google Scholar] [CrossRef]
- Alqattan, ZA; Artiola, JF; Walls, D; Ramírez-Andreotta, MD. Evaluating the Portable X-ray Fluorescence Reliability for Metal(loid)s Detection and Soil Contamination Status. Research Square (Research Square) 2023. [Google Scholar] [CrossRef]
- Xia, F; Hu, B; Zhu, Y; Ji, W; Chen, S; Xu, D; et al. Improved Mapping of Potentially Toxic Elements in Soil via Integration of Multiple Data Sources and Various Geostatistical Methods. Remote Sensing 2020, 12, 3775. [Google Scholar] [CrossRef]
- Mulyati, TA; Pujiono, FE; Indah, I. The Exposure of Pb to Hair and Nails in Children Around “X” Coal Mines Using Atomic Absorption Spectroscopy (AAS) Method. JURNAL KESEHATAN LINGKUNGAN 2021, 13, 174. [Google Scholar] [CrossRef]
- Egan, KB; Tsai, R; Chuke, SO. Integrating Childhood and Adult Blood Lead Surveillance to Improve Identification and Intervention Efforts. Journal of Public Health Management and Practice 2018, 25. [Google Scholar] [CrossRef]
- Needleman, HL. Lead Poisoning. Annual Review of Medicine 2004, 55, 209. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Q; Chen, Y; Du, L; Zhang, M; Han, L. Accumulation and subcellular distribution of heavy metal in Paulownia fortunei cultivated in lead-zinc slag amended with peat. International Journal of Phytoremediation 2019, 21, 1153. [Google Scholar] [CrossRef] [PubMed]
- Li, J; Xu, L; Tai, X; Tuo, X-Y; Zhou, F; Rong, Y; et al. Machine learning-assisted source identification and probabilistic ecological-health risk assessment of heavy metal(loid)s in urban park soils. Scientific Reports 2025, 15, 17451. [Google Scholar] [CrossRef] [PubMed]
- Fu, X; Geng, G; Hopke, PK; Shen, H. Advances in Emissions, Modeling, and Source Apportionment. Environmental Science & Technology 2026, 60, 5927. [Google Scholar] [CrossRef] [PubMed]
- Sonne, AT; Bjerg, PL; McKnight, US; Rasmussen, JJ. Integrated assessment of chemical stressors and ecological impact in mixed land use stream systems. Research Portal Denmark 2017, 54. Available online: https://local.forskningsportal.dk/local/dki-cgi/ws/cris-link?src=dtu&id=dtu-b2800922-6407-4b1d-bdd7-680b8aa742e6&ti=Integrated%20assessment%20of%20chemical%20stressors%20and%20ecological%20impact%20in%20mixed%20land%20use%20stream%20systems.
- Blasco, C; Picó, Y. Prospects for combining chemical and biological methods for integrated environmental assessment. TrAC Trends in Analytical Chemistry 2009, 28, 745. [Google Scholar] [CrossRef]
- Das, S; Kim, GW; Hwang, HY; Verma, P; Kim, PJ. Cropping With Slag to Address Soil, Environment, and Food Security Frontiers in Microbiology; Frontiers Media, 2019. [Google Scholar] [CrossRef]




| Publication year | n | % |
|---|---|---|
| 2010–2014 | 3 | 0.054 |
| 2015–2017 | 12 | 0.214 |
| 2018–2020 | 14 | 0.25 |
| 2021–2023 | 20 | 0.357 |
| 2024–2025 | 7 | 0.125 |
| Contamination source | ||
| Smelter (active or abandoned) | 38 | 0.679 |
| Lead-zinc slag heap | 10 | 0.179 |
| Tailings/mine waste | 5 | 0.089 |
| Mixed sources | 3 | 0.054 |
| Heavy metals studied | ||
| Pb + Zn + Cd (all studies) | 56 | 1 |
| + As | 42 | 0.75 |
| + Cu | 35 | 0.625 |
| + Hg | 18 | 0.321 |
| + Tl | 3 | 0.054 |
| Study design | ||
| Empirical field study | 48 | 0.857 |
| Modeling study | 5 | 0.089 |
| Combined field + modeling | 3 | 0.054 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).