Predictive modeling of controlled drug release from polysaccharide-based systems using gradient boosting and metaheuristic optimization

Abstract Accurate prediction of drug release kinetics from polysaccharide-based delivery systems is essential for rational formulation design. In this study, a hybrid machine learning framework integrating Raman spectroscopy with formulation descriptors is developed to model drug release profiles ac...

Descrizione completa

Dettagli Bibliografici

Autori principali:	Ahmed H. Albariqi, Abdullah Alsalhi, Meshal Alshamrani, Sameer Alshehri, Mahboubeh Pishnamazi
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Nature Portfolio 2026-04-01
Serie:	Scientific Reports
Soggetti:	Controlled drug release Polysaccharide-based formulation Metaheuristic optimization Raman spectroscopy Release kinetics modeling
Accesso online:	https://doi.org/10.1038/s41598-026-48281-0
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!