Ting Xue

Same child, different risk: demographic bias in childhood obesity attribution by large language models

Publicly accessible English-language web-interface outputs from current LLMs showed systematic demographic patterns in pediatric obesity risk attribution, supporting the need for pre-deployment and post-deployment bias auditing before clinical or consumer health use.