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Updated: Jun 28, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Toward automatic recognition of high quality clinical evidence
Halil Kilicoglu1, Dina Demner-Fushman, Thomas C Rindflesch
1Concordia University, Department of Computer Science and Software Engineering, Montreal, Canada.
Abstract:
Automatic methods for recognizing topically relevant documents supported by high quality research can assist clinicians in practicing evidence-based medicine. We approach the challenge of identifying articles with high quality clinical evidence as a binary classification problem. Combining predictions from supervised machine learning methods and using deep semantic features, we achieve 73.5% precision and 67% recall.
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