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Updated: Sep 18, 2025

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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
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Artificial Intelligence Outperforms Physicians in General Medical Knowledge, Except in the Paediatrics Domain: A
Joana Miranda1, Raquel Pereira-Silva1, João Guichard1
1Tonic Easy Medical, S.A., 4300-259 Porto, Portugal.
Bioengineering (Basel, Switzerland)
|June 26, 2025
Summary
Generative artificial intelligence (genAI) outperformed physicians across Europe on medical knowledge tests. This advanced AI may help combat knowledge loss in doctors, though pediatrics needs further development.
Area of Science:
- Medical Education
- Artificial Intelligence in Healthcare
- Clinical Practice
Background:
- Generative artificial intelligence (genAI) demonstrates potential in clinical settings.
- Physician knowledge retention and domain-specific performance are critical for patient care.
Purpose of the Study:
- To compare the medical knowledge of a GPT-4-turbo virtual assistant against physicians from Italy, France, Spain, and Portugal.
- To analyze knowledge retention over time and performance across different medical domains.
Main Methods:
- A digital platform collected 221,574 answers from 17,144 physicians to 600 exam questions (December 2022 - February 2024).
- Physicians were stratified by years since graduation and specialty.
- Statistical analysis included binomial logistic regression and Fisher's exact test to compare assistant and physician performance.
Main Results:
- The GPT-4-turbo assistant achieved higher accuracy (72-96%) than physicians (46-62%) across all participating countries (p < 0.001).
- Physicians underperformed compared to the AI in most medical domains, with an exception in pediatrics (45% vs. 52%, p = 0.60).
- Physician accuracy decreased with seniority, showing a 4-10% decline in older cohorts (p < 0.001).
Conclusions:
- Generative AI surpasses practicing physicians in broad medical knowledge assessment.
- GenAI tools may offer a solution to mitigate knowledge attrition among medical professionals.
- Pediatrics represents a specific domain where further refinement of AI models is necessary.
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