3 papers
cs.LG2025
Predicting effect of novel treatments using molecular pathways and real-world data
Adrien Couetoux, Thomas Devenyns, Lise Diagne +3
In pharmaceutical R&D, predicting the efficacy of a pharmaceutical in treating a particular disease prior to clinical testing or any real-world use has been challenging. In this pa…
cs.CY2025
Revolutionizing Clinical Trials: A Manifesto for AI-Driven Transformation
Mihaela van der Schaar, Richard Peck, Eoin McKinney +15
This manifesto represents a collaborative vision forged by leaders in pharmaceuticals, consulting firms, clinical research, and AI. It outlines a roadmap for two AI technologies -…
cs.LG2024
Indication Finding: a novel use case for representation learning
Maren Eckhoff, Valmir Selimi, Alexander Aranovitch +7
Many therapies are effective in treating multiple diseases. We present an approach that leverages methods developed in natural language processing and real-world data to prioritize…