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Updated: Dec 2, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Knowledge synthesis: How to improve the use of evidence from clinical trials?
Rafael Sarkis-Onofre1, Bernardo Antonio Agostini1
1Graduate Program in Dentistry, IMED, Passo Fundo, Brazil.
Background:
The value of systematic reviews (SRs) is determined by methodology and reporting quality of primary studies and how the SR is conducted and reported.
Aim:
This study discusses key aspects of clinical trials (CTs) that might affect the value of SRs.
Design:
Narrative review.
Results:
We highlighted the following CT factors that could affect SR value: Defining the purpose of CTs is important because it could directly impact whether an SR question is appropriately answered and formulated; choose the most appropriate intervention to answer a proposed SR question is critical because we can exclude or include different studies, directly influencing selection bias; when conducting SRs, the study's search must be restricted to equal or highly similar comparison groups, allowing suitable comparisons of the outcomes' estimates; in SRs, it may be interesting to explore the effect of the most common definition of the disease used in clinical practice, being useful in evidence-based dentistry and easily translated to daily practitioners; and deficiencies in CT reporting can lead to unusable reports, biased results, and conclusions.
Conclusion:
All aspects discussed were found to be important for improving the use of evidence from CTs.
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