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DiagR1:通过强化学习训练的视觉语言模型用于消化病理诊断

Minxi Ouyang, Lianghui Zhu, Yaqing Bao

    IEEE journal of biomedical and health informatics
    |March 3, 2026
    PubMed
    概括

    这项研究通过改善多式模式模型中的数据质量和推理透明度来增强胃肠道病理学的AI. 新的方法导致更准确,结构化和临床相关的诊断报告.

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    Introduction to Language of Pathophysiology l01:25

    Introduction to Language of Pathophysiology l

    Pathophysiology investigates how biological mechanisms—typically starting at the cellular level—disrupt normal bodily functions. It bridges anatomy and physiology to explain the progression of disease. With this foundation, it is important to understand the following key terms used to describe disease processes: Diagnosis:The process of identifying a disease using clinical evaluation, including signs (objective evidence like rashes), symptoms (subjective experiences like pain), laboratory test...