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Updated: Jan 16, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Open science and transparency are our strongest tools in the fight against fraudulent publishing activities
Helen Lumbard1, Daniel Routledge1
1Public Library of Science, Cambridge, United Kingdom.
Abstract:
Systematic fraud threatens the integrity of science, with paper and review mills distorting the evidence base in medicine and global health. Data transparency-once seen mainly as a driver of discovery-must now be recognized as a frontline defense against misconduct. Only through open data and coordinated action can we safeguard trust in research and its impact on health.
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