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Updated: May 26, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
No need to fear evidence-based medicine
John S Rhee1, Opeyemi O Daramola
1Department of Otolaryngology and Communication Sciences, Medical College of Wisconsin, 9200 W Wisconsin Ave, Milwaukee, WI 53226, USA. jrhee@mcw.edu
Evidence-based medicine (EBM) helps doctors make informed decisions using scientific evidence. Understanding EBM
Area of Science:
- Medical Research
- Clinical Practice
- Surgical Innovation
Background:
- Evidence-based medicine (EBM) is crucial for clinical decision-making.
- Physicians, particularly in facial plastic surgery, hold reservations about EBM.
- Misconceptions regarding EBM exist within the medical community.
Purpose of the Study:
- To explore physician apprehensions and misconceptions surrounding EBM.
- To highlight the importance of understanding EBM's limitations in surgical fields.
- To advocate for improved scientific rigor in medical research.
Main Methods:
- Literature review of EBM principles and applications.
- Analysis of physician attitudes towards EBM in surgical specialties.
- Discussion of biases and limitations inherent in EBM studies.
Main Results:
- Physicians express concerns regarding the practical application of EBM.
- Specific challenges exist in translating EBM to specialized surgical fields like facial plastic surgery.
- A need for enhanced understanding of EBM's nuances is identified.
Conclusions:
- A deeper comprehension of EBM's biases and limitations is vital for surgeons.
- Improving study rigor is essential for generating reliable scientific evidence.
- Ultimately, this enhances patient health outcomes through better clinical practice.
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