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使用GPT-4对IR程序报告的多语言简化评估
Hanzhou Hanssen Li1, John T Moon1, Sampath Kumar2
1Division of Interventional Radiology and Image-Guided Medicine, Department of Radiology and Imaging Science, Emory University School of Medicine, Atlanta, Georgia.
Journal of vascular and interventional radiology : JVIR
|January 10, 2025
概括
像GPT-4这样的大型语言模型可以简化患者的复杂医疗报告. 这项技术提高了理解,并有助于翻译医学文本,提高了患者的沟通.
科学领域:
- 人工智能在医学中的应用
- 医疗信息学 医疗信息学
- 自然语言处理自然语言处理.
背景情况:
- 干预放射学报告包含复杂的医学术语.
- 提高非专业人士对医疗报告的理解对于患者参与至关重要.
- 目前用于医学文本的翻译方法可能耗时且昂贵.
研究的目的:
- 评估使用GPT-4来总结干预放射学报告的可行性.
- 评估GPT-4总结对报告可读性和非专业人士理解性的影响.
- 为了确定GPT-4在将医疗报告翻译成多种语言的准确性.
主要方法:
- GPT-4被用来总结200个干预放射学报告,分为8个类别.
- 使用弗莱什-金凯德阅读水平 (FKRL) 和弗莱什阅读易度得分 (FRES) 测量可读性.
- 摘要和翻译的准确性由干预放射科医生和双语放射科医生进行评估.
主要成果:
- 总结显著提高了可读性 (FKRL从10.7到7.0;FRES从41.9到73.0).
- 非专业人士的理解分数从2.5增加到5.0中的4.3.
- 翻译显示了轻微的错误信息,但没有关键错误;总结的准确性很高.
结论:
- GPT-4有效地提高了干预放射学报告的可读性和理解性.
- 该研究表明,GPT-4有可能改善医疗保健中的患者-提供者沟通.
- 人工智能驱动的总结和翻译显示出更广泛的医学应用的前景.
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