The expert team formed by the MIFA Laboratory of Shanghai Jiao Tong University's Qingyuan Institute and the Endocrinology Department of Zhongshan Hospital affiliated with Fudan University has recently co-developed a diabetes-specific large model named Diabetica. This model integrates the language processing capabilities of large models with specialized diabetes knowledge, aiming to provide intelligent support for doctors, patients, and medical education.

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The team adopted a new framework to establish a comprehensive data processing system, creating high-quality datasets and evaluation benchmarks. They fine-tuned the large language model, significantly enhancing its capabilities in handling diabetes-related tasks. Clinical studies show that Diabetica has potential applications in diabetes care, including providing personalized medicine, assisting in medical education, and simplifying clinical tasks.

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The team emphasizes that the research introduces the development and evaluation framework of the model, highlighting its significant potential in enhancing clinical practice and providing personalized, data-driven diabetes support.

Paper URL: https://arxiv.org/abs/2409.13191

GitHub URL: https://github.com/waltonfuture/Diabetica