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Updated: Jun 20, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Evidence development and publication planning: strategic process.
Michael R Wittek1, Mary Jo Williams, Angeline M Carlson
1Health Policy and Planning, Medtronic Inc., 7000 Central Ave NE, RCE395, Minneapolis, MN 55432, USA. michael.wittek@medtronic.com
Developing a robust evidence portfolio is crucial for healthcare decisions. This systematic process ensures comprehensive data on therapy efficacy, safety, and outcomes for providers and payers.
Area of Science:
- Health Economics and Outcomes Research
- Clinical Evidence Synthesis
- Health Technology Assessment
Background:
- Healthcare decisions increasingly depend on published clinical evidence.
- A systematic approach is needed to generate comprehensive evidence portfolios.
Purpose of the Study:
- To present a six-step strategic process for evidence development and publication planning.
- To ensure evidence portfolios meet the needs of providers, payers, and governmental agencies.
Main Methods:
- Critical assessment of existing literature.
- Identification of evidence gaps.
- Strategic planning to address identified gaps.
Main Results:
- A structured approach to evidence generation.
- A portfolio of evidence covering efficacy, safety, durability, quality of life, and economic outcomes.
- Facilitation of informed clinical and coverage decisions.
Conclusions:
- A systematic, strategic process is essential for creating robust evidence portfolios.
- This process supports patient access to therapies by informing key stakeholders.
- The outlined strategy addresses the informational demands for modern healthcare decision-making.
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