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Using Visual and Narrative Methods to Achieve Fair Process in Clinical Care
Published on: February 16, 2011
Promoting Equity In Clinical Decision Making: Dismantling Race-Based Medicine.
Tina Hernandez-Boussard1, Shazia Mehmood Siddique2, Arlene S Bierman3
1Tina Hernandez-Boussard (boussard@stanford.edu), Stanford University, Stanford, California.
Artificial intelligence in healthcare can perpetuate racial bias through flawed algorithms. A race-aware approach, considering social determinants, is crucial to reduce health disparities and promote equitable care.
Area of Science:
- Health equity
- Artificial intelligence in medicine
- Algorithmic bias
Background:
- Racial and ethnic biases in healthcare algorithms are a growing concern.
- Race-based medicine, using race as a proxy for biology, leads to harmful treatment disparities for minoritized groups.
Purpose of the Study:
- To address racial and ethnic biases in artificial intelligence algorithms used in clinical decision-making.
- To propose a race-aware approach to mitigate health disparities.
Main Methods:
- Analysis of current AI applications in US healthcare.
- Review of policy changes and algorithm development innovations.
- Recommendation for a race-aware clinical decision support framework.
Main Results:
- Existing AI algorithms often embed race-based medicine, causing inappropriate and unjust treatment patterns.
- Progress is being made through policy changes and technological innovation.
Conclusions:
- A race-aware approach incorporating social determinants of health is essential to dismantle race-based medicine.
- Sustained stakeholder commitment is required to increase trial diversity, broaden precision medicine, improve education, and develop culturally responsive care policies.
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