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Peer-reviewed research and scientific insights driving causal intelligence in drug discovery.

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Causal Reasoning in Drug Discovery

May 2026 By Dr Abdelrahman Al-Abed

From Chemical Structure to Biological Mechanism: The Causal Reasoning Challenge in AI-Enabled Drug Discovery

This paper examines the fundamental challenge of connecting chemical structure to biological outcomes in drug discovery. While AI has accelerated prediction across chemical and biological tasks, distinguishing association from intervention remains critical. The article explores how causal reasoning frameworks can bridge this gap, but only when properly validated and contextualized...
PDF: From Chemical Structure to Biological Mechanism.pdf