Ningxuan Ma

Extracting structure–activity relationships from patents with large language models

Abstract Background Persistent clinical failures in drug development arise from multiple factors, including imbalanced molecular properties, underscoring the need for systematic structure–activity relationship analysis to link structural modifications with optimized efficacy, sel...