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Xiaoping Yang

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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. · Frontiers in Digital Health · 0 citations