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Author

Mohammed Y. Ghazwani

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2 papers indexed here

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Open access Sep 2026

Mechanism-aware and explainable artificial intelligence for drug release prediction in polymeric drug delivery systems

Predicting drug release from polymer-based delivery systems remains challenging because release behavior depends on nonlinear interactions among formulation composition, polymer properties, drug characteristics, processing conditions, and time. This study develops an interpretable artificial intelligence framework for...

Mohammed Y. Ghazwani, Yahia Alghazwani, Umme Hani · 0 citations
#artificial intelligence Open access Sep 2026

Mechanism-informed machine learning for interpretable drug release prediction and virtual formulation intervention in polymeric long-acting injectables

The correct time-course forecasting of the release of a drug contained in a drug-polymer matrix is difficult because drug dissolution is a complex process involving all formulation parameters, which are interdependent and have nonlinear effects. Although the predictive accuracy of machine learning (ML) models is high...

Mohammed Y. Ghazwani, Yahia Alghazwani, Umme Hani · 0 citations

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