Evaluating the social effects of health care algorithms
A Framework for the Social Impact of Algorithms in Health Care
This study is looking at how health care algorithms might affect people, especially those from marginalized groups, to make sure they don’t cause any harm before they are used in real life.
Quick facts
| Grant type | NIH-funded research |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Stanford University NIH-funded |
| Lab location | 1 site (Stanford, United States) |
| Project ID | NIH-10914959 on NIH RePORTER |
What this research studies
This research aims to create a framework for assessing the social impact of health care algorithms before they are implemented. By using a combination of machine learning, ethical AI, and public health principles, the project will analyze how these algorithms affect marginalized groups, including individuals with disabilities and racial minorities. The researchers will gather diverse data sources, such as health care billing claims and community feedback, to develop microsimulation models that predict the outcomes of these algorithms on health care access, quality, and costs. The goal is to identify and mitigate potential harms caused by these algorithms in the health care system.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals from marginalized groups, including people with disabilities, racial and ethnic minorities, and older adults.
Not a fit: Patients who do not belong to marginalized groups may not receive direct benefits from this research.
Why it matters
Potential benefit: If successful, this research could lead to more equitable health care algorithms that improve access and quality of care for marginalized populations.
How similar studies have performed: While the approach of assessing the social impact of health care algorithms is novel, similar interdisciplinary efforts in health equity have shown promise in addressing disparities.
Where this research is happening
Stanford, United States
- Stanford University — Stanford, United States (Active)
Researchers
- Principal investigator: Rose, Sherri — Stanford University
- Study coordinator: Rose, Sherri
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.