Suppr超能文献

评估手术室中无接触式图像查看器的可用性。

Evaluating Usability of a Touchless Image Viewer in the Operating Room.

机构信息

Department of Orthopedic Surgery, Diakonissen Hospital, Mannheim, Germany.

mbits imaging GmbH, Heidelberg, Germany.

出版信息

Appl Clin Inform. 2020 Jan;11(1):88-94. doi: 10.1055/s-0039-1701003. Epub 2020 Jan 29.

Abstract

BACKGROUND

Availability of patient-specific image data, gathered from preoperatively conducted studies, like computed tomography scans and magnetic resonance imaging studies, during a surgical procedure is a key factor for surgical success and patient safety. Several alternative input methods, including recognition of hand gestures, have been proposed for surgeons to interact with medical image viewers during an operation. Previous studies pointed out the need for usability evaluation of these systems.

OBJECTIVES

We describe the accuracy and usability of a novel software system, which integrates gesture recognition via machine learning into an established image viewer.

METHODS

This pilot study is a prospective, observational trial, which asked surgeons to interact with software to perform two standardized tasks in a sterile environment, modeled closely to a real-life situation in an operating room. To assess usability, the validated "System Usability Scale" (SUS) was used. On a technical level, we also evaluated the accuracy of the underlying neural network.

RESULTS

The neural network reached 98.94% accuracy while predicting the gestures during validation. Eight surgeons with an average of 6.5 years of experience participated in the usability study. The system was rated on average with 80.25 points on the SUS.

CONCLUSION

The system showed good overall usability; however, additional areas of potential improvement were identified and further usability studies are needed. Because the system uses standard PC hardware, it made for easy integration into the operating room.

摘要

背景

在手术过程中,利用术前进行的计算机断层扫描和磁共振成像研究等获取的患者特定图像数据是手术成功和患者安全的关键因素。为了让外科医生在手术过程中与医学图像查看器进行交互,已经提出了几种替代输入方法,包括对手势的识别。先前的研究指出需要对这些系统进行可用性评估。

目的

我们描述了一种新颖的软件系统的准确性和可用性,该系统通过机器学习将手势识别集成到现有的图像查看器中。

方法

这是一项前瞻性、观察性试验,要求外科医生在无菌环境中使用软件来执行两个标准化任务,这些任务紧密模拟手术室中的实际情况。为了评估可用性,使用了经过验证的“系统可用性量表”(SUS)。在技术层面上,我们还评估了基础神经网络的准确性。

结果

在验证过程中,神经网络对手势的预测准确率达到 98.94%。8 名具有平均 6.5 年经验的外科医生参与了可用性研究。该系统在 SUS 上的平均得分为 80.25 分。

结论

该系统整体可用性良好;但是,确定了一些潜在的改进领域,需要进一步进行可用性研究。由于该系统使用标准的 PC 硬件,因此很容易集成到手术室中。

相似文献

1
Evaluating Usability of a Touchless Image Viewer in the Operating Room.
Appl Clin Inform. 2020 Jan;11(1):88-94. doi: 10.1055/s-0039-1701003. Epub 2020 Jan 29.
2
Touchless interaction with software in interventional radiology and surgery: a systematic literature review.
Int J Comput Assist Radiol Surg. 2017 Feb;12(2):291-305. doi: 10.1007/s11548-016-1480-6. Epub 2016 Sep 19.
3
Device- and system-independent personal touchless user interface for operating rooms : One personal UI to control all displays in an operating room.
Int J Comput Assist Radiol Surg. 2016 Jun;11(6):853-61. doi: 10.1007/s11548-016-1375-6. Epub 2016 Mar 16.
4
Comparison of Kinect and Leap Motion for Intraoperative Image Interaction.
Surg Innov. 2021 Feb;28(1):33-40. doi: 10.1177/1553350620947206. Epub 2020 Aug 19.
5
Enhancement of surgical hand gesture recognition using a capsule network for a contactless interface in the operating room.
Comput Methods Programs Biomed. 2020 Jul;190:105385. doi: 10.1016/j.cmpb.2020.105385. Epub 2020 Feb 6.
6
On the utility of 3D hand cursors to explore medical volume datasets with a touchless interface.
J Biomed Inform. 2017 Aug;72:140-149. doi: 10.1016/j.jbi.2017.07.009. Epub 2017 Jul 15.
7
Development and clinical evaluation of a contactless operating interface for three-dimensional image-guided navigation for endovascular neurosurgery.
Int J Comput Assist Radiol Surg. 2021 Apr;16(4):663-671. doi: 10.1007/s11548-021-02330-3. Epub 2021 Mar 11.
8
Design and evaluation of an eye tracking support system for the scrub nurse.
Int J Med Robot. 2019 Feb;15(1):e1954. doi: 10.1002/rcs.1954. Epub 2018 Sep 4.
10
Contactless operating table control based on 3D image processing.
Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:388-92. doi: 10.1109/EMBC.2014.6943610.

引用本文的文献

1
Contagious infection-free medical interaction system with machine vision controlled by remote hand gesture during an operation.
Comput Struct Biotechnol J. 2024 May 11;24:393-403. doi: 10.1016/j.csbj.2024.05.006. eCollection 2024 Dec.
2
Agile, Easily Applicable, and Useful eHealth Usability Evaluations: Systematic Review and Expert-Validation.
Appl Clin Inform. 2022 Jan;13(1):67-79. doi: 10.1055/s-0041-1740919. Epub 2022 Mar 9.
3
Human-Device Interaction in the Life Science Laboratory.
Adv Biochem Eng Biotechnol. 2022;182:83-113. doi: 10.1007/10_2021_183.
4
Human Factors and Organizational Issues in Health Informatics: Innovations and Opportunities.
Yearb Med Inform. 2021 Aug;30(1):91-99. doi: 10.1055/s-0041-1726511. Epub 2021 Sep 3.

本文引用的文献

2
Enhancement of gesture recognition for contactless interface using a personalized classifier in the operating room.
Comput Methods Programs Biomed. 2018 Jul;161:39-44. doi: 10.1016/j.cmpb.2018.04.003. Epub 2018 Apr 6.
3
Towards Usable E-Health. A Systematic Review of Usability Questionnaires.
Appl Clin Inform. 2017 May 10;8(2):470-490. doi: 10.4338/ACI-2016-10-R-0170.
4
Touchless interaction with software in interventional radiology and surgery: a systematic literature review.
Int J Comput Assist Radiol Surg. 2017 Feb;12(2):291-305. doi: 10.1007/s11548-016-1480-6. Epub 2016 Sep 19.
5
Wrong-Level Spine Surgery.
JBJS Rev. 2014 Mar 11;2(3). doi: 10.2106/JBJS.RVW.M.00052.
6
Usability Testing of Two Ambulatory EHR Navigators.
Appl Clin Inform. 2016 Jun 15;7(2):502-15. doi: 10.4338/ACI-2015-10-RA-0129. eCollection 2016.
8
Touchfree medical interfaces.
Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:6597-600. doi: 10.1109/EMBC.2014.6945140.
9
Debunking health IT usability myths.
Appl Clin Inform. 2013 May 28;4(2):241-50. doi: 10.4338/ACI-2013-03-IE-0016. Print 2013.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验