Samuel Darko

Machine Learning for Magnetite Nanoparticles Contaminant Adsorption under Uncertainty: Revealing Data Quality Limits

Despite the rapid adoption of machine learning (ML) in materials discovery, its application to water contaminant adsorption remains fundamentally constrained. In this study, we systematically evaluated whether current peer-reviewed literature on magnetite nanoparticle (MNPs) adsorbents contains sufficient descriptor...