One-third of LLM responses to adversarial questions contained bias, according to a new study using the Palliative Care Adversarial Dataset. Researchers found models often failed to challenge biased assumptions regarding patient age and ethnicity. This failure risks automating existing healthcare inequities. Practitioners must implement strict human oversight when deploying clinical decision tools.