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DOC-governed metal solubility and mobility in river sediments: Integrating machine learning, causal pathways, and geochemical simulations | Synapse
March 3, 2026
DOC-governed metal solubility and mobility in river sediments: Integrating machine learning, causal pathways, and geochemical simulations
FS
Fahmida Sultana
ZA
Zia Ahmed
FZ
Fei Zhang
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Key Points
Metal solubility correlates with dissolved organic carbon (DOC) levels in river sediments, influencing mobility.
A combination of machine learning algorithms and geochemical simulations predicts metal behaviors with high accuracy.
Geochemical assessments utilize causal pathways to understand interactions within sediment and metal dynamics.
Understanding these interactions is crucial for environmental assessments and pollution control strategies.
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Sultana et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d9ec6e9836116a27ce2
https://doi.org/https://doi.org/10.1016/j.pce.2026.104322