开发和评估一种新的语音支持原型,以支持对手术安全检查清单的一致应用:一项概念验证研究
Pedro Miguel Inácio Medroa1, Marcel Saltan1, Sandro-Michael Heining2
1Department Engineering and Computer Sciences, Institute Patient-Centered Digital Health, Bern University of Applied Sciences, Quellgasse 21, Biel, 2502, Switzerland.
Patient safety in surgery
|December 24, 2025
概括
一个新的语音控制数字助理,VoiceCheck,显示了改善外科手术检查清单遵守的承诺. 这种语音辅助系统被认为是可行的,并在现实环境中得到了外科小组的良好接受.
科学领域:
- 医疗信息学 医疗信息学
- 人与计算机的交互
- 外科手术的安全性
背景情况:
- 手术安全检查清单对于患者的结果至关重要,但在持续遵守时面临挑战.
- 传统的检查清单可能会阻碍手术室 (OR) 的工作流程和团队互动.
- 语音支持技术提供了一个潜在的解决方案,以提高合规性并保持OR通信.
研究的目的:
- 开发和评估 VoiceCheck,一个用于手术检查清单的语音控制数字助理.
- 评估语音检查的可用性,技术性能和临床可行性.
- 通过语音技术改善手术安全检查清单的遵守.
主要方法:
- 开发了VoiceCheck,这是一个离线系统,使用Rhasspy进行意图识别和Whisper进行语音到文本.
- 进行了现场评估,其中有12名外科小组成员在常规工作流程中执行任务.
- 通过系统可用性量表 (SUS) 和自定义问卷评估可用性;评估语音识别和意图识别的技术性能.
主要成果:
- 语音检查显示了积极的可用性 (SUS中位数为76.04),并得到了用户的良好接受.
- 在杂的环境中,Whisper V3实现了高的转录精度 (90.7-97.3%),超过了V2的性能.
- 拉斯斯皮显示出高意图识别准确度 (92.8-94.8%),假阳性率低;离线功能可靠.
结论:
- 语音检查 (VoiceCheck) 是一种可行且可靠的语音辅助手术检查清单执行工具.
- 该系统受到用户的积极欢迎,并在现实的临床条件下表现良好.
- 未来的研究应该侧重于临床整合,工作流的影响和多语言支持.
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