Nadina Zulbeari, Fanjin Wang, Sibel Selyatinova Mustafova, Maryam Parhizkar & René Holm

Machine learning strengthened formulation design of pharmaceutical suspensions

Many different formulation strategies have been investigated to oppose suboptimal treatment of long-term or chronic conditions. The present work demonstrated the potential to achieve a deeper understanding of the design and optimization of nano- and microsuspensions through explainable ML modelling on formulation screening data.