Understanding how brain imaging models work differently for rural populations
Official title: Characterizing neuroimaging 'brain-behavior' model performance bias in rural populations
Funded at Yale University · NIH-10926830 · Data updated 2026-11-12
This study is looking at how well brain scans can predict mental health outcomes for teens in rural areas compared to those in cities, to make sure everyone gets the right support they need.
Quick facts
| Grant type | Fellowship grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Yale University NIH-funded |
| Lab location | 1 site (New Haven, United States) |
| Project start | September 1, 2023 |
| Project end | August 31, 2026 |
| Funding year | 2024 |
| Award (this year) | $33,892 |
| NIH project number | 5F30MD018941-02 |
| Project ID | NIH-10926830 on NIH RePORTER |
Who could benefit from this research
✓Could help
Ideal candidates for this research include adolescents living in rural areas who may be experiencing mental health issues.
✕Less likely to help
Patients living in urban areas or those without mental health concerns may not benefit from this research.
What this research studies
This research investigates how neuroimaging models used to predict mental health outcomes may not perform equally well for individuals living in rural areas compared to those in urban settings. By analyzing data from a large study of adolescents, the researchers aim to identify biases in these predictive models that could lead to disparities in mental health treatment. The study will also explore ways to improve these models to ensure they are effective for all populations, particularly those in rural regions.
Why it matters
Potential benefit: If successful, this research could lead to more accurate mental health diagnoses and treatments for rural populations.
How similar studies have gone: While the approach of addressing performance bias in neuroimaging models is relatively novel, similar research has shown that improving model inclusivity can enhance treatment outcomes.
Where this research is happening
-
Yale University
New Haven, United States Active
Researchers
- Principal investigator: Adkinson, Brendan — Yale University
- Study coordinator: Adkinson, Brendan
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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.