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Updated: Nov 17, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Real-World Evidence: A Primer
Robert Zura1, Debra E Irwin2, Christina D Mack3
1Department of Orthopaedics, Louisiana State University Health Sciences Center, New Orleans, LA.
Real-world data (RWD) offers valuable insights beyond clinical trials, enhancing understanding of diseases and treatments. Advances in methods and tools address data quality, privacy, and transparency, increasing RWD utility in research and policy.
Area of Science:
- Health research methodology
- Data science in healthcare
- Biostatistics
Background:
- Real-world data (RWD) offers significant potential for advancing medical understanding.
- Traditional clinical trials have limitations in capturing comprehensive health information.
- Growing availability and accessibility of RWD necessitate robust research methods.
Purpose of the Study:
- To highlight the expanding role and utility of RWD in healthcare research.
- To discuss innovations in RWD analysis and application.
- To address historical challenges associated with RWD utilization.
Main Methods:
- Review of evolving methodologies for RWD identification, storage, and analysis.
- Examination of new tools and approaches to mitigate RWD challenges.
- Analysis of published guidelines for RWD use by various organizations.
Main Results:
- RWD provides crucial insights into disease, progression, and treatment safety/effectiveness.
- Methodological advancements have increased RWD acceptance in research, practice, and policy.
- New tools and methods effectively address concerns regarding data quality, privacy, and transparency.
Conclusions:
- Continued refinement of RWD tools and methods enhances its value.
- RWD is increasingly integral to medical research, practice, and policy decisions.
- Addressing data challenges has unlocked new applications for RWD.
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