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Updated: May 10, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Systematic approach: an evidence management strategy for better decision-making
1CERIC, Clinique Ambroise Paré, France. pierre.squara@wanadoo.fr
This study introduces a systematic loop model for medical decision-making, enhancing evidence-based medicine by evaluating steps and transitions for reliable clinical choices and prioritizing future research.
Area of Science:
- Medical Decision Making
- Evidence-Based Medicine
- Systems Science
Background:
- Evidence-based medicine prioritizes evidence but often neglects systematic decision-making processes.
- Medical decisions involve analyzing evidence for specific actions, a process improvable through systematic approaches.
Purpose of the Study:
- To propose a systematic loop model for medical decision-making.
- To enhance the reliability and structure of evidence-based medicine.
- To identify research gaps and prioritize future studies.
Main Methods:
- Developed a schematic systematic loop based on four traditional medical steps (nosology, semeiology, pathophysiology, therapy) and their transitions.
- Evaluated steps by reproducibility and transitions by predictability.
- Formulated eight basic questions to test the reliability of the decision-making loop.
Main Results:
- Applied the systematic loop approach to the EPHESUS study.
- Demonstrated the model's utility in controlling medical knowledge and identifying evidence gaps.
- Showcased how the systematic approach structures evidence for improved decision-making.
Conclusions:
- A systematic approach is crucial for structuring evidence in medicine.
- The proposed loop model enhances the reliability of medical decisions.
- This framework aids in identifying research priorities for evidence-based medicine.
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