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Artificial Intelligence Portrayals in Orthopaedic Surgery: An Analysis of Gender and Racial Diversity Using
Mary Morcos1, Jessica Duggan1, Jason Young1,2
1Harvard Medical School, Boston, Massachusetts.
The Journal of Bone and Joint Surgery. American Volume
|July 18, 2024
Summary
Artificial intelligence image generators often misrepresent orthopaedic surgeons, predominantly showing White men. While DALL·E 2 shows improved diversity, other AI tools perpetuate biases, impacting perceptions of this medical field.
Area of Science:
- Medical Imaging
- Artificial Intelligence
- Societal Perceptions
Background:
- Increasing accessibility of AI text-to-image generators.
- Novel avenue for exploring societal perceptions.
- Assessed AI-generated images for orthopaedic surgeon diversity.
Purpose of the Study:
- Examine gender and racial diversity in AI-generated orthopaedic surgeon images.
- Compare AI representation with the American Academy of Orthopaedic Surgeons (AAOS) census.
- Identify potential biases in AI portrayal of medical professionals.
Main Methods:
- Utilized five AI text-to-image generators (DALL·E 2, Runway, Midjourney, ImagineAI, JasperArt).
- Generated 240 images per generator using specific search queries.
- Two reviewers categorized demographics; compared with 2018 AAOS census data.
Main Results:
- AI images predominantly depicted White (82.8%) male (94.5%) surgeons, often older (64.4% ≥50).
- DALL·E 2 showed increased diversity in women and non-White surgeons compared to AAOS census.
- Midjourney, Runway, and ImagineAI showed significantly decreased diversity.
Conclusions:
- AI image generation shows distortions in orthopaedic surgeon diversity.
- Potential to influence public perception and reinforce healthcare disparities.
- DALL·E 2 and JasperArt show promise, but improvements needed in other AI tools for accurate, inclusive representation.

