METHOD AND SYSTEM FOR PREDICTING PROPERTIES OF AMORPHOUS SOLID DISPERSIONS USING MACHINE LEARNING

METHOD AND SYSTEM FOR PREDICTING PROPERTIES OF AMORPHOUS SOLID DISPERSIONS USING MACHINE LEARNING

Present invention is directed to an artificial intelligence-based method and a system, that uses both experimental results data and molecular simulation to predict properties of amorphous solid dispersions such as glass transition temperature, dissolution profile, and/or physical stability. The meth...

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Hauptverfasser: JACOBSON, Solomon Howard, BI, Yunxia, DURIG, Thomas
Format: Patent
Sprache:eng ; fre ; ger
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HUMAN NECESSITIES
HYGIENE
INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS
MEDICAL OR VETERINARY SCIENCE
PHYSICS
PREPARATIONS FOR MEDICAL, DENTAL, OR TOILET PURPOSES
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creator JACOBSON, Solomon Howard
BI, Yunxia
DURIG, Thomas
description Present invention is directed to an artificial intelligence-based method and a system, that uses both experimental results data and molecular simulation to predict properties of amorphous solid dispersions such as glass transition temperature, dissolution profile, and/or physical stability. The method and system of the present invention enable rational design of amorphous solid dispersions for poorly water-soluble drugs and significantly reduce the time and resource required for amorphous solid dispersions formulation development.
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subjects HUMAN NECESSITIES
HYGIENE
INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS
MEDICAL OR VETERINARY SCIENCE
PHYSICS
PREPARATIONS FOR MEDICAL, DENTAL, OR TOILET PURPOSES
title METHOD AND SYSTEM FOR PREDICTING PROPERTIES OF AMORPHOUS SOLID DISPERSIONS USING MACHINE LEARNING
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