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Updated: Jun 28, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
[From uncertainty to solidarity--promoting evidence in rare diseases through physician-patient interaction]
1Allianz Chronischer Seltener Erkrankungen e.V., Berlin. frank.brunsmann@charite.de
Abstract:
With rare diseases the evidence base is often poor. The reasons are, among other things: (a) strict separation of evidence users (i.e. physicians and patients) and evidence producers (i.e. scientists); (b) lack of methods and procedures for the inclusion of unused evidence sources in medical care (e.g. documentation of individual disease development, subjective patient experiences); (c) low level of referral to specialized physicians; (d) lack of rewards for the disclosure of unused but relevant evidence sources. The development of suitable methods, aids and incentives should also focus on the individual physician-patient interaction. Even today medical care suppliers can positively influence the patients' motivation for participating in the continuous documentation of the disease process. Adequate management of the medical records is not only useful for individual care, but--with suitable procedures like registers being available--on a collective level also. It should be checked which alterations in incentive systems and supporting programmes might be able to improve evidence-promoting documentation and analysis.
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