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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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C. Marchand

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Open access Oct 2026

Smart formulation: extending AI-based stability prediction to compounded liquid dosage forms using KNIME.

Reliable prediction of beyond-use dates (BUDs) for compounded oral liquid formulations remains challenging because stability depends on complex interactions between active pharmaceutical ingredient (API) properties, formulation composition, packaging, and storage conditions. This issue is increasingly relevant in the e...

Lina El Mrini, Benjamine Lapras, M. Lahlou et al. · 0 citations

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