弥合模型与现实之间的差距:面向对象的医院信息系统研究环境的开发,将人工智能和机器人技术集成到临床实践中。

IF 2.3 3区 医学 Q3 ENGINEERING, BIOMEDICAL
Sidra Rashid, Lukas Bernhard, Sonja Stabenow, Emily Spicker, Charlotte Haid, Carl König, Hedi Louise Kramer, Sandro Pischinger, Daniel Schade, Johannes Fottner, Dirk Wilhelm, Maximilian Berlet
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引用次数: 0

摘要

简介:医院信息系统(HISs)是医疗专业人员以计算机为基础的患者管理的主要访问机会。然而,目前的HISs主要设计为办公应用程序,而不是作为综合管理和支持工具。由于其结构不灵活,阻碍了人工智能(AI)模型和医疗机器人(MR)等现代技术的集成。因此,我们将面向对象的HIS (oHIS)概念化为医院整个患者护理的实用数字孪生(PDT),并开发了一个功能研究框架软件,用于进一步调查,以通过oHIS弥合现实与模型之间的差距。材料和方法:在一个由工程师和医生组成的跨学科团队中,我们对慕尼黑TUM大学医院的外科病房进行了需求评估。然后,我们设计了一个名为OMNI-SYS的研究框架,并将其开发成为一个功能性的研究平台,能够弥合模型管理系统与现实世界智能体之间的差距。最后,我们评估了模拟临床用例的框架。结果:我们的分析表明,面向未来的HIS是一个研究不足的课题。新技术融入临床实践的准备不够充分。因此,我们的方法可以解决这一缺点,允许人类代理、设备、模型和机器人在PDT中进行交互。模型可以集成为准自然对象,并与有形对象的表示实时交互。这种方法甚至可以集成今天仍然无法想象的新技术。我们的oHIS研究框架在模拟用例中实现了功能对象表示。结论:oHIS可以显著促进人工智能模型和mr等未来技术的整合。OMNI-SYS框架可以作为进一步研究这种新方法的基石。其临床应用和形式化的研究已经在计划中,为未来可能的标准做准备。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Bridging the gap between models and reality: development of a research environment for an object-oriented hospital information system to integrate artificial intelligence and robotics into clinical practice.

Bridging the gap between models and reality: development of a research environment for an object-oriented hospital information system to integrate artificial intelligence and robotics into clinical practice.

Bridging the gap between models and reality: development of a research environment for an object-oriented hospital information system to integrate artificial intelligence and robotics into clinical practice.

Bridging the gap between models and reality: development of a research environment for an object-oriented hospital information system to integrate artificial intelligence and robotics into clinical practice.

Introduction: Hospital information systems (HISs) are the main access opportunity for medical professionals to computer-based patient administration. However, current HISs are primarily designed to function as office applications rather than as comprehensive management and supporting tools. Due to their inflexible architecture, integrating modern technologies like artificial intelligence (AI) models and medical robotics (MR) is hindered. Therefore, we have conceptualized an object-oriented HIS (oHIS) as a pragmatic digital twin (PDT) of the entire patient care in a hospital and developed a functional research framework software for further investigations to bridge the gap between reality and models via oHIS.

Material and methods: In an interdisciplinary team of engineers and physicians, we conducted a requirements assessment on the surgical wards of the TUM University Hospital in Munich. Then, we designed the research framework named OMNI-SYS and developed it into a functional research platform capable of bridging the gap between a model management system and real-world agents. Finally, we evaluated the framework simulating a clinical use case.

Results: Our analysis revealed that future-proof HIS is an under-researched topic. The integration of new technologies into clinical practice is not sufficiently prepared. Therefore, our approach could solve this shortcoming allowing for human agents, devices, models, and robots to interact in a PDT. Models can be integrated as quasi-natural objects and interact with representations of tangible objects in real time. This approach enables even the integration of new technologies that are still unimaginable today. Our oHIS research framework enabled a functional object representation in a simulated use case.

Conclusion: oHIS could significantly facilitate the integration of future technologies like AI models and MR. The OMNI-SYS framework could serve as a cornerstone for further research into this new approach. Studies on its clinical application and formalization are already planned in preparation for a possible future standard.

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来源期刊
International Journal of Computer Assisted Radiology and Surgery
International Journal of Computer Assisted Radiology and Surgery ENGINEERING, BIOMEDICAL-RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
CiteScore
5.90
自引率
6.70%
发文量
243
审稿时长
6-12 weeks
期刊介绍: The International Journal for Computer Assisted Radiology and Surgery (IJCARS) is a peer-reviewed journal that provides a platform for closing the gap between medical and technical disciplines, and encourages interdisciplinary research and development activities in an international environment.
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