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EchoLLM:用轻量级,开源的大型语言模型提取回声心电图实体.

Jonathan Chi1, Yazan Rouphail2, Ethan Hillis2

  • 1Goergen Institute for Data Science and Artificial Intelligence, University of Rochester, Rochester, NY 14627, United States.

JAMIA open
|August 14, 2025
PubMed
概括

开源大型语言模型 (LLM) 显示出从心声回声图报告中提取临床数据的前景. Gemma2:9b-instruct在这个任务中取得了最高的性能,证明了有效的信息提取.

关键词:
临床和研究数据的收集和收集.临床决策支持 临床决策支持电子健康记录是电子健康记录.大型语言模型.自然语言处理自然语言处理.

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Cardiac imaging studies encompass a wide range of noninvasive and minimally invasive techniques designed to visualize the heart's structure and function in detail. One such technique is echocardiography, which uses high-frequency ultrasound waves to produce detailed images of the heart, known as echocardiograms.
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