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用于与场景无关的情境感知手术辅助系统的可转移情境识别系统:概念验证

Transferable situation recognition system for scenario-independent context-aware surgical assistance systems: a proof of concept.

作者信息

Junger D, Kücherer C, Hirt B, Burgert O

机构信息

School of Informatics, Research Group Computer Assisted Medicine (CaMed), Reutlingen University, Reutlingen, Germany.

Faculty of Medicine, Department of Anatomy, Institute for Clinical Anatomy and Cell Analytics, Eberhard Karls University Tübingen, Tübingen, Germany.

出版信息

Int J Comput Assist Radiol Surg. 2025 Mar;20(3):579-590. doi: 10.1007/s11548-024-03283-z. Epub 2024 Nov 27.

DOI:10.1007/s11548-024-03283-z
PMID:39604547
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11929725/
Abstract

PURPOSE

Surgical interventions and the intraoperative environment can vary greatly. A system that reliably recognizes the situation in the operating room should therefore be flexibly applicable to different surgical settings. To achieve this, transferability should be focused during system design and development. In this paper, we demonstrated the feasibility of a transferable, scenario-independent situation recognition system (SRS) by the definition and evaluation based on non-functional requirements.

METHODS

Based on a high-level concept for a transferable SRS, a proof of concept implementation was demonstrated using scenarios. The architecture was evaluated with a focus on non-functional requirements of compatibility, maintainability, and portability. Moreover, transferability aspects beyond the requirements, such as the effort to cover new scenarios, were discussed in a subsequent argumentative evaluation.

RESULTS

The evaluation demonstrated the development of an SRS that can be applied to various scenarios. Furthermore, the investigation of the transferability to other settings highlighted the system's characteristics regarding configurability, interchangeability, and expandability. The components can be optimized step by step to realize a versatile and efficient situation recognition that can be easily adapted to different scenarios.

CONCLUSION

The prototype provides a framework for scenario-independent situation recognition, suggesting greater applicability and transferability to different surgical settings. For the transfer into clinical routine, the system's modules need to be evolved, further transferability challenges be addressed, and comprehensive scenarios be integrated.

摘要

目的

手术干预措施和术中环境可能有很大差异。因此,一个能可靠识别手术室情况的系统应能灵活应用于不同的手术场景。为实现这一点,在系统设计和开发过程中应注重可转移性。在本文中,我们通过基于非功能需求的定义和评估,展示了一个可转移的、与场景无关的情况识别系统(SRS)的可行性。

方法

基于可转移SRS的高级概念,通过场景展示了概念验证的实现。对该架构进行了评估,重点关注兼容性、可维护性和可移植性等非功能需求。此外,在随后的论证评估中讨论了超出需求的可转移性方面,例如覆盖新场景的工作量。

结果

评估表明开发出了一个可应用于各种场景的SRS。此外,对向其他环境的可转移性的研究突出了该系统在可配置性、互换性和可扩展性方面的特点。这些组件可以逐步优化,以实现一种通用且高效的情况识别,能够轻松适应不同场景。

结论

该原型为与场景无关的情况识别提供了一个框架,表明对不同手术场景具有更高的适用性和可转移性。为了将其转化为临床常规应用,需要改进系统模块,解决进一步的可转移性挑战,并整合全面的场景。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b4fd/11929725/885a6feb6d8f/11548_2024_3283_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b4fd/11929725/81097eeaf58d/11548_2024_3283_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b4fd/11929725/885a6feb6d8f/11548_2024_3283_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b4fd/11929725/81097eeaf58d/11548_2024_3283_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b4fd/11929725/885a6feb6d8f/11548_2024_3283_Fig2_HTML.jpg

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Toward an interoperable, intraoperative situation recognition system via process modeling, execution, and control using the standards BPMN and CMMN.通过使用 BPMN 和 CMMN 标准进行过程建模、执行和控制,实现可互操作的术中情境识别系统。
Int J Comput Assist Radiol Surg. 2024 Jan;19(1):69-82. doi: 10.1007/s11548-023-03004-y. Epub 2023 Aug 24.
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A systematic review of annotation for surgical process model analysis in minimally invasive surgery based on video.
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Surg Endosc. 2023 Jun;37(6):4298-4314. doi: 10.1007/s00464-023-10041-w. Epub 2023 May 8.
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COMPASS: a formal framework and aggregate dataset for generalized surgical procedure modeling.COMPASS:用于广义手术建模的正式框架和综合数据集。
Int J Comput Assist Radiol Surg. 2023 Dec;18(12):2143-2154. doi: 10.1007/s11548-023-02922-1. Epub 2023 May 5.
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A high-fidelity prototype of a sterile information system for the perioperative area: OR-Pad.一种用于手术室的高保真无菌信息系统原型:OR-Pad。
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Surgomics: personalized prediction of morbidity, mortality and long-term outcome in surgery using machine learning on multimodal data.外科组学:使用多模态数据的机器学习对手术发病率、死亡率和长期结果进行个体化预测。
Surg Endosc. 2022 Nov;36(11):8568-8591. doi: 10.1007/s00464-022-09611-1. Epub 2022 Sep 28.
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