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Computational intelligence modeling of hyoscine drug solubility and solvent density in supercritical processing: gradient boosting, extra trees, and random forest models

This work presents the results of using tree-based models, including Gradient Boosting, Extra Trees, and Random Forest, to model the solubility of hyoscine drug and solvent density based on pressure and temperature as inputs. The models were trained on a dataset of hyoscine drug with known solubilit...

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Detalles Bibliográficos
Autores principales: Ghazwani, Mohammed, Begum, M. Yasmin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10284815/
https://www.ncbi.nlm.nih.gov/pubmed/37344621
http://dx.doi.org/10.1038/s41598-023-37232-8