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Updated: Sep 20, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Exploration of the Decision Model and Notation (DMN) Standard for Representation of Knowledge Bases Encoded in the
1Charles Drew University & University of California, Los Angeles, California USA.
Context:
Arden Syntax encodes knowledge as Medical Logic Modules (MLMs). Current work involves improvement of its representation of business processes.
Objective:
Assess how DMN can represent decision-making in MLMs.
Method:
A sample of 340 MLMs was tabulated for DMN representation.
Result:
While DMN can represent all MLMs at the decision requirements level, some are not supported at the decision logic level.
Conclusion:
DMN facilitates representation of business processes but would not address all decision logic.
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