Machine learning-based analysis on pharmaceutical compounds interaction with polymer to estimate drug solubility in formulations

Abstract This study introduces a sophisticated predictive framework for determining drug solubility and activity values in formulations via machine learning. The framework utilizes a comprehensive dataset consisting of more than 12,000 data rows and 24 input features containing a wide range of param...

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Bibliographic Details
Main Authors: Ahmad J. Obaidullah, Wael A. Mahdi
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-05535-7
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