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However, studies continue to reveal significant sociodemographic biases in LLMs, such as a large-scale study by Omar et al [33]. These biases may affect patient prioritization, treatment recommendations, and mental health screening across different groups, potentially driving disparities in care [33]. Simply removing demographic variables (eg, gender and race) may also risk overlooking clinically relevant distinctions.
JMIR Med Inform 2025;13:e66917
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