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Bias and Oversight in Clinical AI: A Review of Decision Support Tools and Equity Frameworks | Synapse
March 3, 2026
Bias and Oversight in Clinical AI: A Review of Decision Support Tools and Equity Frameworks
FA
Farrah Adegunle
KC
Karanjot Chhatwal
Great Ormond Street Hospital
SA
Sammy Arab
WinnMed
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Key Points
Bias in decision support tools remains a significant concern, affecting patient outcomes and fairness.
Key frameworks highlight the need for oversight mechanisms to reduce inequities in AI applications.
Assessment of existing tools reveals gaps in equity measurements among diverse populations, necessitating stronger regulations.
Findings may indicate the need for enhanced guidelines to ensure equitable healthcare delivery using AI.
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Adegunle et al. (Mon,) studied this question.
synapsesocial.com/papers/69a765b9badf0bb9e87da2ae
https://doi.org/https://doi.org/10.1007/s11606-026-10229-5
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