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November 28, 2025npj Health SystemsOpen Access

Enabling doctor-centric medical AI with LLMs through workflow-aligned tasks and benchmarks

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Authors

WXWenya XieQXQingying XiaoYZYu Zheng

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Overview

Analysis shows safety risks in AI deployment, suggesting a model for integrating LLMs in healthcare workflows.

Key Points

  • Safety risks arise in deploying AI directly to patients, necessitating collaboration with physicians.
  • The model evaluates safety risks based on feedback from clinical workflows and expert input.
  • Observational analysis using the DoctorFLAN dataset reveals improved alignment of LLMs with physician needs.
  • This approach may enable safer integration of AI in clinical environments, enhancing decision-making capabilities.

Cite This Study

Xie et al. (2025) studied this question.

synapsesocial.com/papers/6928f0f9a65b730b9ea799e4https://doi.org/10.1038/s44401-025-00038-z
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