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Updated: Mar 23, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
1Centre for Health Informatics, Macquarie University, Sydney, Australia.
Abstract:
e-Health is experiencing a difficult time. On the one side, the forecast is for a bright digital health future created by precision medicine and smart devices. On the other hand, most large scale e-health projects struggle to make a difference and are often controversial. Both futures fail because they are not evidence-based. Medical informatics should follow the example of evidence-based medicine, i.e. conduct rigorous research that gives us evidence to solve real world problems, synthesise that evidence and then apply it strictly. We already have the tools for creating a different universe. What we need is evidence, will, a culture of learning, and hard work.
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