Patient-Provider Communication in Healthcare

Neueste Paper

• Prompting is not enough: supervised baselines and leakage control for measuring shared decision-making with LLMs in pediatric encounters

  Bernardo Modenesi, Jody Lin, Kimberly Kaphingst, Angela Zhu, Maya Wheeler, Peilu Zhang, Angela Fagerlin · 18. August 2026

  Objectives: To determine whether zero-shot prompting of a large language model (LLM) is sufficient to detect shared decision-making (SDM) behaviors in real clinical encounters, and whether supervised learning adds value under patient-grouped, nested evaluation. Methods: We analyzed 21 audio-recorded…

• MedConceal: A Benchmark for Clinical Hidden-Concern Reasoning Under Partial Observability

  Yikun Han, Joey Chan, Jingyuan Chen, Mengting Ai, Simo Du, Yue Guo · 13. April 2026

  Patient-clinician communication is an asymmetric-information problem: patients often do not disclose fears, misconceptions, or practical barriers unless clinicians elicit them skillfully. Effective medical dialogue therefore requires reasoning under partial observability: clinicians must elicit late…