Ladies and Gentlemen! This is no humbug. Why Model-Guided Medicine will become a main pillar for the future healthcare system.

IF 2.3 3区 医学 Q3 ENGINEERING, BIOMEDICAL International Journal of Computer Assisted Radiology and Surgery Pub Date : 2024-10-01 Epub Date: 2024-09-23 DOI:10.1007/s11548-024-03269-x
Mario A Cypko, Dirk Wilhelm
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Abstract

Purpose: Model-Guided Medicine (MGM) is a transformative approach to health care that offers a comprehensive and integrative perspective that goes far beyond our current concepts. In this editorial, we want to take a closer look at this innovative concept and how health care could benefit from its further development and application.

Methods: The information presented here is primarily the opinion of the authors and is based on their knowledge in the fields of information technology, computer science, and medicine. The contents are also the result of numerous discussions and scientific meetings within the CARS Society and the CARS Workshop on Model-Guided Medicine and are substantially stimulated by the available literature on the subject.

Results: The current healthcare landscape, with its reliance on isolated data points and broad population-based recommendations, often fails to integrate the dynamic and patient-specific factors necessary for truly personalised care. MGM addresses these limitations by integrating recent advancements in data processing, artificial intelligence, and human-computer interaction for the creation of individual models which integrate the available information and knowledge of patients, healthcare providers, devices, environment, etc. Based on a holistic concept, MGM will become effective tool for modern medicine, which shows a unique ability to assess and analyse interconnected relations and the combined impact of multiple factors on the individual. MGM emphasises transparency, reproducibility, and interpretability, ensuring that models are not black boxes but tools that healthcare professionals can fully understand, validate, and apply in clinical practice.

Conclusion: The practical applications of MGM are vast, ranging from optimising individual treatment plans to enhancing the efficiency of entire healthcare systems. The research community is called upon to pioneer new projects that demonstrate MGM's potential, establishing it as a central pillar of future health care, where more personalised, predictive, and effective medical practices will hopefully become the standard.

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女士们,先生们这绝非虚言。为什么模型指导医学将成为未来医疗系统的主要支柱?
目的:模型指导医学(MGM)是一种变革性的医疗保健方法,它提供了一种全面、综合的视角,远远超越了我们现有的概念。在这篇社论中,我们希望更深入地了解这一创新理念,以及医疗保健如何从其进一步发展和应用中获益:本文所提供的信息主要是作者的观点,基于他们在信息技术、计算机科学和医学领域的知识。这些内容也是 CARS 协会和 CARS 模型指导医学研讨会多次讨论和科学会议的成果,并受到有关该主题的现有文献的极大启发:目前的医疗保健领域依赖于孤立的数据点和广泛的基于人群的建议,往往无法整合真正个性化医疗所需的动态和患者特异性因素。MGM 综合了数据处理、人工智能和人机交互方面的最新进展,建立了整合患者、医疗服务提供者、设备、环境等现有信息和知识的个性化模型,从而解决了这些局限性。基于整体概念,MGM 将成为现代医学的有效工具,在评估和分析相互关联的关系以及多种因素对个人的综合影响方面显示出独特的能力。多元基因组学强调透明度、可重复性和可解释性,确保模型不是黑盒子,而是医护人员能够充分理解、验证并应用于临床实践的工具:病理医学的实际应用非常广泛,从优化个人治疗方案到提高整个医疗保健系统的效率,不一而足。我们呼吁研究界开拓新项目,展示 MGM 的潜力,将其确立为未来医疗保健的核心支柱,希望更个性化、更具预测性和更有效的医疗实践将成为标准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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