Using AI to create synthetic health data for better research and fairness
Generative AI for synthetic data: A framework to expand health data reach for research and ensure algorithmic fairness
This study is working on smart computer programs that create fake health records to help researchers share data safely while keeping your information private, making medical studies better and more useful for everyone.
Quick facts
| Grant type | Career grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Vanderbilt University Medical Center NIH-funded |
| Lab location | 1 site (Nashville, United States) |
| Project ID | NIH-10984266 on NIH RePORTER |
What this research studies
This research focuses on developing advanced AI algorithms to generate synthetic health data that maintains patient privacy while enhancing the quality and diversity of datasets used in medical research. By creating high-fidelity electronic health record (EHR) data, the project aims to improve the performance of medical AI systems and facilitate data sharing among institutions. The approach involves evaluating and optimizing these generative AI models to ensure they can produce reliable and representative health data, ultimately benefiting various downstream applications in healthcare.
Who could benefit from this research
Good fit: Ideal candidates for this research include individuals whose health data can contribute to the creation of diverse and representative synthetic datasets, particularly those from underrepresented populations.
Not a fit: Patients who do not have health data that can be ethically used or those who are not part of the populations targeted for improved representation may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate and equitable medical AI systems, improving patient outcomes and advancing healthcare research.
How similar studies have performed: Previous research has shown promise in using synthetic data generated by AI to enhance medical research, indicating that this approach has potential for success.
Where this research is happening
Nashville, United States
- Vanderbilt University Medical Center — Nashville, United States (Active)
Researchers
- Principal investigator: Yan, Chao — Vanderbilt University Medical Center
- Study coordinator: Yan, Chao
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.