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Updated: Jan 8, 2026

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Predicción de la nanotoxicidad en diversos materiales utilizando aprendizaje automático interpretable y descriptores

Fang Liu^1,2,3, Jimin Zhu¹, Jing Zhang⁴

¹College of Animal Science, South China Agricultural University, Guangzhou 510642, China.

ACS applied materials & interfaces

|December 24, 2025

Resumen

La predicción de la toxicidad de los nanomateriales diseñados en diferentes composiciones centrales es un desafío. Este estudio presenta un marco de aprendizaje automático que utiliza descriptores de la tabla periódica para una predicción precisa de la nanotoxicidad entre materiales, lo que ayuda a un diseño de materiales más seguro.

Palabras clave:

relaciones entre materiales propiedades elementales interacciones nanobio nanodescriptores relaciones cuantitativas nanoestructura-actividad

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