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contamination algorithm » optimization algorithms (Expand Search), identification algorithm (Expand Search), initialization algorithm (Expand Search)
whale optimization » swarm optimization (Expand Search)
data surface » earth surface (Expand Search), metal surface (Expand Search), total surface (Expand Search)
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Machine Learning-Ready Dataset for Cytotoxicity Prediction of Metal Oxide Nanoparticles
Published 2025“…</p><p dir="ltr">These provide mechanistic insights related to ion release potential, surface reactivity, and redox behavior.</p><p dir="ltr"><b>Data Cleaning and Normalization:</b></p><p dir="ltr">To ensure model reliability and generalizability, extensive preprocessing was undertaken:</p><p dir="ltr">Outlier management: Features with wide value ranges, such as hydrodynamic size or ROS scores, were log-transformed to reduce skewness.…”