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Updated: Jun 10, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Supporting retrieval of diverse biomedical data using evidence-aware queries
Eithon Cadag1, Peter Tarczy-Hornoch
1Department of Medical Education and Biomedical Informatics, University of Washington, 1959 NE Pacific St., HSB I-264, Seattle, WA 98195-7240, USA. ecadag@uw.edu
Developing new methods for querying integrated biomedical data is crucial. This framework enhances information retrieval by considering data coverage and evidence, improving precision for well-supported biological information.
Area of Science:
- Biomedical Informatics
- Data Science
- Bioinformatics
Background:
- Advances in linked biomedical data access exist.
- Challenges remain in querying disparate data sources for specific biological information.
- Extracting well-curated or diversely-supported biological data requires robust methods.
Purpose of the Study:
- To present a framework for representing data coverage and evidence.
- To develop a query language for accessing integrated biomedical data.
- To improve the precision of retrieving well-supported biological data.
Main Methods:
- A framework for representing data coverage and evidence was developed.
- The framework operates in parallel with an arbitrary schema.
- A query language was designed to execute queries on the schema and framework.
Main Results:
- The approach can answer questions requiring ranged levels of evidence.
- The framework supports data triangulation.
- Appropriately-formed queries significantly improve precision in retrieving well-supported biomedical data.
Conclusions:
- The proposed framework effectively addresses challenges in querying integrated biomedical data.
- This method enhances information retrieval by incorporating data coverage and evidence.
- The approach offers improved precision for accessing reliable biological information.
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