探索一种新的语音引导人工智能平台,用于实时结肠镜记录:一个试点研究
Mahsa Taghiakbari1,2, Timothy Wong3, Rohini Gaikar3
1Division of Gastroenterology, University of Montreal Hospital Center (CHUM), 900, rue St-Denis, Montréal, Québec, H2X 0A9, Canada.
这项研究引入了一个人工智能工具,用于实时结肠镜记录,提高一致性. 虽然有效,但内镜师的参与是最佳性能和准确报告的关键.
科学领域:
- 医疗信息学 医疗信息学
- 胃肠病学 胃肠病学
- 人工智能的人工智能
背景情况:
- 手动结肠镜的文档是耗时且不一致的.
- 人工智能 (AI) 提供了实时,标准化的内镜报告的潜力.
- 一个使用自然语言处理 (NLP) 的新型人工智能驱动的语音引导平台被开发用于内镜记录.
研究的目的:
- 评估人工智能辅助工具的可行性和性能,用于实时结肠镜报告生成.
- 评估文档的完整性,转录的准确性,以及用户与AI平台的互动.
主要方法:
- 一项前性试点研究涉及57种可选内镜手术.
- 内镜师在手术过程中提供实时口头指令.
- 一个人工智能工具转录了命令,将它们与图像联系起来,并生成了报告.
主要成果:
- 人工智能工具实现了关键参数的高检测率 (例如,100%的程序指示,波士顿肠道准备分数).
- 转录单词错误率为10.07%,在医学术语方面存在问题.
- 用户参与和指定的注释有所不同,影响了系统的整体性能.
结论:
- 人工智能辅助的报告生成工具对标准化结肠镜文档显示出希望.
- 内镜师的参与对于该工具的有效性至关重要.
- 未来的NLP增强和结构化提示可以提高完整性和可用性.
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