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Updated: Aug 12, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Development of a definition for real-world evidence using the Jandhyala method for observing consensus opinion among
1Medialis Ltd, Wolverton Mill, Milton Keynes, England, UK.
Objective:
Low rates of inclusion of real-world evidence (RWE) during regulation may arise from lack of clarity and consensus on its definition. A conceptually mature definition of RWE may have pragmatic utility, increasing its inclusion during regulation. The aim was to develop a definition of RWE to promote inclusion in regulatory submissions and assess its conceptual maturity.
Methods:
Thirteen medical affairs pharmaceutical physicians completed two qualitative online surveys to generate items needed in a definition of RWE. Items that reached a consensus index of > 50% (CI > = 0.51) were retained in the final definition. The maturity of the definition was assessed using concept analysis.
Results:
After attrition, 11 participants completed the study and generated 18 items to be included in a definition of RWE. All items reached the consensus threshold and were included. The definition was conceptually mature on three of the four dimensions: the potential for a consensual definition across stakeholders, a description of its characteristics and clear preconditions and outcomes. Further research is needed to delineate the boundaries of RWE.
Conclusions:
A definition of RWE was generated that may increase its inclusion during medicines regulation, especially with further refinement from regulators and other stakeholders.
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