Related Experiment Video
Updated: Aug 7, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
"Bag of words" is not enough for strength of evidence classification
Jimmy Lin1, Dina Demner-Fushman
1University of Maryland, College Park, USA.
Abstract:
Incorporation of evidence from clinical research requires critical appraisal of its quality. Information retrieval systems can facilitate clinicians' judgments by automatically labeling retrieved citations with their strength of evidence categories. Preliminary results of such a text classification experiment involving MEDLINE citations show that a "bag of words" approach is insufficient for accurate classification.
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