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Leveraging Datathons to Teach AI in Undergraduate Medical Education: Case Study
Michael Steven Yao1,2,3, Lawrence Huang3,4, Emily Leventhal3,5
1Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.
JMIR Medical Education
|April 16, 2025
Summary
Medical trainees enhanced their data science and machine learning skills through trainee-led datathons. These events proved effective for learning artificial intelligence applications in patient care.
Area of Science:
- Medical Education
- Health Informatics
- Data Science
Background:
- Artificial intelligence (AI) and machine learning (ML) are increasingly vital in clinical practice.
- Future physicians require understanding of AI/ML's impact on patient care delivery.
Purpose of the Study:
- Describe trainee-led datathons as an effective method for teaching data science and ML skills.
- Provide insights into datathon implementation and lessons learned for future initiatives.
Main Methods:
- Detail two multi-institutional datathons organized by MDplus.
- Assessed efficacy via opt-in, deidentified post-datathon surveys.
- Analyzed survey responses to evaluate participant experience and identify areas for improvement.
Main Results:
- Approximately 200 medical trainees participated in digital datathons (2023-2024).
- Participants showed improved Python skills for medical data analysis.
- Survey respondents reported enjoyment and enhanced ability to derive clinical insights from data.
Conclusions:
- Datathons are an effective, cost-effective educational tool for medical trainees.
- Datathons improve trainees' capacity to generate clinically meaningful insights from data.
- Datathons enhance skills in data science and AI for improved patient care.
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