All five tested LLMs deviated from US race-stratified disease distributions in synthetic case generation, while retrieval-based agentic workflows improved mean p-value by 0.0348, median p-value by 0.1166, and mean difference by 0.0949 for DeepSeek V3 in diagnosis ranking.
Sarcoidosis as an autoimmune disease.Frontiers in immunology, 10:2933, 2020
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First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows
All five tested LLMs deviated from US race-stratified disease distributions in synthetic case generation, while retrieval-based agentic workflows improved mean p-value by 0.0348, median p-value by 0.1166, and mean difference by 0.0949 for DeepSeek V3 in diagnosis ranking.