Khaled Alqahtani and Arwa Sultan Alqahtani published a 2025 study in Scientific Reports, detailing how ML models like ADA-KNN and SBNNR refine PLGA nanoparticle synthesis for drug delivery. Their method uses techniques like LOF and bat optimization, offering actionable insights for optimizing nanoparticle parameters.