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This framework predicts heavy metal concentrations in smelter-adjacent soils, enhancing accuracy and reducing labeled data needs.
This study employs a multi-task deep learning model based on GraphSAGE within a teacher–student semi-supervised framework to predict heavy metal concentrations in soils around smelters, reducing the demand for labeled data and enhancing accuracy.
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Gu et al. (2025) studied this question.
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