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Updated: May 6, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Suggestions for a Web based universal exchange and inference language for medicine
Barry Robson1, Thomas P Caruso, Ulysses G J Balis
1Quantal Semantics Inc, North Carolina, United States; St. Matthew's University School of Medicine, Grand Cayman, The Dirac Foundation, UK, University of Wisconsin-Stout, United States.
This study proposes a unified approach for probabilistic inference in biomedical data using quantum mechanics principles. It introduces XML-like tags inspired by Dirac notation for a universal clinical data exchange language.
Area of Science:
- Biomedical Informatics
- Quantum Mechanics Applications
- Data Science
Background:
- Biomedical and pharmaceutical data mining yields numerous probabilistic statements for inference.
- Current tools for probabilistic inference are diverse, indicating a need for standardization.
- Web text mining can support probabilistic inference but also introduces probabilistic elements.
Purpose of the Study:
- To propose a unifying best practice for probabilistic inference in biomedical data.
- To explore the application of quantum mechanics principles to biomedical data analysis.
- To develop an XML-like universal exchange language for clinical and biomedical data.
Main Methods:
- Investigating the use of Dirac notation and algebra from quantum mechanics.
- Formulating XML-like Web tags based on quantum mechanical principles.
- Designing tags for direct comprehension by physicians and biomedical researchers.
Main Results:
- The Dirac notation and algebra provide a framework for designing universal Web tags.
- Proposed XML-like tags offer a structured approach for clinical and biomedical data exchange.
- The developed language aims for intuitive understanding by end-users.
Conclusions:
- Quantum mechanics offers a universal best practice for probabilistic reasoning applicable to biomedical data.
- A unified approach using quantum-inspired notation can standardize clinical and biomedical data exchange.
- The proposed language enhances the interpretability and usability of biomedical data for researchers and clinicians.
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