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Zhen-Dong Liu

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Open access Aug 2026

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.

Can Wang, Zhen-Dong Liu, Yan-Yu Jiang et al. · 0 citations
Open access Jul 2026

Profile-associated financial and access-related framing in LLM-generated pediatric asthma referral plans: a factorial audit of seven large language models

LLM-generated pediatric asthma referral plans varied in financial-access, geographic-access, navigation, SDOH-recognition, and selected tone-related framing, which support evaluating structural and access-related framing alongside biomedical content in clinical LLM audits.

Zhendong Liu, Xiaoping Yang, Yu Zhang et al. · 0 citations

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