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Updated: Apr 18, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Ethics, evidence and economics in the pursuit of "personalized medicine"
Jan Lewis1, Wendy Lipworth2, Ian Kerridge3
1Centre for Values Ethics and Law in Medicine, University of Sydney Medical Foundation Building (K25), University of Sydney, Sydney, NSW 2006, Australia. jlewis@med.usyd.edu.au.
Abstract:
Despite enthusiastic advocacy for what personalized medicine might be able to deliver and major investments into the development of this, there remain disappointingly few examples of personalized medicine in routine clinical practice today, particularly in high areas of unmet need such as cancer. We believe that this is because personalized medicine challenges the moral, economic and epistemological foundations of medicine. In this article, we briefly describe the scientific premises underpinning personalized medicine, contrast these with traditional paradigms of drug development, and then consider the ethical, economic and epistemological implications of this approach to medicine.
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