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• W3128236445 startingPage "100298" @default.
• W3128236445 abstract "Due to the lack of nano descriptors that can appropriately represent the wide chemical space of engineered nanomaterials (ENMs), applicability domain of nano-quantitative structure–activity relationship models are limited to certain types of ENMs, such as metal oxides, metals, carbon-based nanomaterials, or quantum dots. In this study, a size-dependent electron configuration fingerprint (SDEC FP) was introduced to estimate the quantity of electrons based on the core, doping, and coating materials of ENMs in different sizes. SDEC FP was used in prediction model development and nanostructure similarity analysis on datasets including metal and carbon-based nanomaterials with and without surface modifications. Cytotoxicity and zeta potential prediction models developed with SDEC FP achieved good prediction accuracies on test set. Nanostructure similarity analysis was performed through principal component analysis which showed that structural similarity between ENMs measured by SDEC FP was highly correlated with their properties." @default.
• W3128236445 created "2021-02-15" @default.
• W3128236445 creator A5006602557 @default.
• W3128236445 creator A5035147466 @default.
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• W3128236445 date "2021-01-01" @default.
• W3128236445 modified "2023-10-17" @default.
• W3128236445 title "Use of size-dependent electron configuration fingerprint to develop general prediction models for nanomaterials" @default.
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• W3128236445 doi "https://doi.org/10.1016/j.impact.2021.100298" @default.
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