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Updated: May 13, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Contemporary approaches for evidence-based pharmacotherapy.
Suzanna Gim1, William R Vincent
1Arnold & Marie Schwartz College of Pharmacy and Health Sciences, Long Island University, Brooklyn, NY 11201, USA. Suzanna.gim@liu.edu
Practicing evidence-based medicine (EBM) involves asking clinical questions, finding and appraising evidence, and applying it to patient care. Staying updated with new evidence ensures optimal clinical decision-making for improved patient outcomes.
Area of Science:
- Clinical Practice
- Medical Research
Background:
- Evidence-based medicine (EBM) is crucial for informed patient care decisions.
- Integrating current best evidence into practice is essential for effective healthcare.
Purpose of the Study:
- To outline practical strategies for implementing evidence-based medicine (EBM) in daily clinical practice.
- To provide a framework for healthcare professionals to utilize research findings effectively.
Main Methods:
- Formulating patient-specific clinical questions.
- Searching for and retrieving relevant, high-quality evidence.
- Critically appraising evidence for validity and applicability.
- Integrating appraised evidence into clinical decision-making.
- Utilizing tools to stay current with emerging research.
Main Results:
- A systematic approach to EBM enhances clinical decision-making.
- The five-step process facilitates the practical application of research findings.
- Continuous learning through available tools supports ongoing EBM practice.
Conclusions:
- Implementing a structured EBM approach improves patient care.
- Healthcare professionals can effectively integrate EBM through defined steps.
- Staying abreast of evidence is key to maintaining high standards in medicine.
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