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Updated: May 3, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Addressing multimorbidity in evidence integration and synthesis.
Thomas A Trikalinos1, Jodi B Segal, Cynthia M Boyd
1Center for Evidence-based Medicine, and Department of Health Services, Policy & Practice, School of Public Health, Brown University, Box GS-121-8, Providence, RI, 02912, USA, thomas_trikalinos@brown.edu.
Developing evidence-based clinical practice guidelines (CPG) for patients with multiple conditions requires robust systematic reviews. This study offers recommendations to improve evidence synthesis for multimorbidity, enhancing CPG applicability.
Area of Science:
- Medical Research Methodology
- Evidence Synthesis
- Clinical Practice Guidelines
Background:
- Clinical practice guidelines (CPGs) for patients with multiple conditions often lack sufficient evidence synthesis.
- Deficiencies in primary studies and systematic reviews hinder the development of evidence-based CPGs for multimorbidity.
- Treatment effect heterogeneity in relation to multimorbidity is often not adequately reported in published studies.
Purpose of the Study:
- To provide recommendations for improving systematic reviews and meta-analyses.
- To enhance the applicability of evidence syntheses to the care of patients with multiple conditions.
- To inform the development of better clinical practice guidelines for multimorbidity.
Main Methods:
- Informal group process to build upon established guidance.
- Development of specific recommendations for systematic reviews.
- Focus on addressing challenges in synthesizing primary literature for multimorbidity.
Main Results:
- Proposed additional recommendations for systematic reviews to improve CPGs for multimorbid patients.
- Acknowledged that recommendations vary in importance, validity, and feasibility.
- Identified the need for further work to test and refine recommendations.
Conclusions:
- Implementing the suggested recommendations is considered good practice for evidence synthesis in multimorbidity.
- Further research is necessary to validate and optimize the proposed recommendations.
- Improved evidence synthesis is crucial for effective clinical practice guidelines in managing multiple conditions.
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