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Updated: Dec 25, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Why are assumptions passed off as established knowledge?
Asaf Weisman1, John Quintner2, Melanie Galbraith3
1Spinal Research Laboratory, Department of Physical Therapy, Stanley Steyer School of Health Professions, Sackler Faculty of Medicine, Tel Aviv University, Israel.
Expert assumptions in Medicine can become accepted facts due to flawed logical arguments, impacting patient care. This study analyzes reasoning in pain medicine syndromes to highlight these critical failures.
Area of Science:
- Medicine
- Pain Medicine
- Medical Logic
Background:
- Expert assumptions can be mistakenly accepted as established medical knowledge.
- Flaws in logical argumentation by experts contribute to this issue.
- This phenomenon has significant patient consequences.
Purpose of the Study:
- To explain problems arising from expert assumptions accepted as fact.
- To test the hypothesis that logical fallacies underpin these issues.
- To analyze reasoning in pain medicine syndromes.
Main Methods:
- Analysis of reasoning processes in the generation of three pain medicine syndromes.
- Evaluation of scientific arguments for logical validity.
- Examination of the role of scientific journals in knowledge dissemination.
Main Results:
- Demonstrated failure in logical argument structure by proponents of myofascial pain, shoulder impingement, and central sensitization syndromes.
- Identification of assumptions promoted to the status of facts.
- Evidence of uncritical acceptance by scientific journals and significant patient impact.
Conclusions:
- Expert assumptions, when presented with logical fallacies, can be erroneously accepted as established medical knowledge.
- This critical reasoning failure in medical science has tangible negative consequences for patients.
- Adherence to principles of logical argument is crucial in medical knowledge generation and dissemination.
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