[Artificial intelligence under scrutiny: requirements, quality criteria, and testing tools for medical applications].

IF 1.7 4区 医学 Q3 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Jackie Ma, Eva Weicken, Frederik Pahde, Katharina Weitz, Sebastian Lapuschkin, Wojciech Samek, Thomas Wiegand
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引用次数: 0

Abstract

The use of artificial intelligence (AI) in medicine has great potential to improve quality and efficiency. At the same time, its use is associated with risks. In order to prevent harm, experts from research and politics are developing requirements, testing tools, and guidelines to identify and control these risks.This article first describes the requirements for AI in medicine. It then follows with a presentation of how concrete quality criteria and testing tools can be derived from those requirements. A deeper demonstration of "explainability" as a key criterion is presented as an example. A testing framework for the use of AI in medicine is also presented. Finally, the article provides an outlook on standardization of quality criteria.The development of AI, especially in medicine, is progressing quickly. Suitable testing procedures can help to minimize risks and strengthen trust in the technology. However, for the successful implementation of such testing procedures, continuous research efforts are necessary.

[审查中的人工智能:医疗应用的要求、质量标准和测试工具]。
在医学中使用人工智能(AI)具有提高质量和效率的巨大潜力。同时,它的使用也伴随着风险。为了防止伤害,来自研究和政治领域的专家正在制定识别和控制这些风险的要求、测试工具和指导方针。本文首先介绍了医学领域对人工智能的需求。然后介绍如何从这些需求中推导出具体的质量标准和测试工具。将“可解释性”作为一个关键标准的更深层次的论证作为一个例子。还提出了在医学中使用人工智能的测试框架。最后,对质量标准标准化工作进行了展望。人工智能的发展,尤其是在医学领域,进展迅速。合适的测试程序可以帮助最小化风险并加强对技术的信任。然而,为了成功地实施这些测试程序,持续的研究工作是必要的。
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
Bundesgesundheitsblatt, Gesundheitsforschung, Gesundheitsschutz
Bundesgesundheitsblatt, Gesundheitsforschung, Gesundheitsschutz 医学-公共卫生、环境卫生与职业卫生
CiteScore
3.30
自引率
5.90%
发文量
145
审稿时长
3-8 weeks
期刊介绍: Die Monatszeitschrift Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz - umfasst alle Fragestellungen und Bereiche, mit denen sich das öffentliche Gesundheitswesen und die staatliche Gesundheitspolitik auseinandersetzen. Ziel ist es, zum einen über wesentliche Entwicklungen in der biologisch-medizinischen Grundlagenforschung auf dem Laufenden zu halten und zum anderen über konkrete Maßnahmen zum Gesundheitsschutz, über Konzepte der Prävention, Risikoabwehr und Gesundheitsförderung zu informieren. Wichtige Themengebiete sind die Epidemiologie übertragbarer und nicht übertragbarer Krankheiten, der umweltbezogene Gesundheitsschutz sowie gesundheitsökonomische, medizinethische und -rechtliche Fragestellungen.
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