Evolution of Artificial Intelligence-Powered Technologies in Biomedical Research and Healthcare.

4区 工程技术 Q2 Biochemistry, Genetics and Molecular Biology Advances in biochemical engineering/biotechnology Pub Date : 2022-01-01 DOI:10.1007/10_2021_189
Ernesto Diaz-Flores, Tim Meyer, Alexis Giorkallos
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Abstract

Artificial intelligence represents a powerful computational tool to analyze large amounts of data with and without supervision. Such powerful techniques have significantly impacted the advancement of multiple sectors from social media to data security, the automotive industry, gaming, finances, and healthcare. Only recently, however, artificial intelligence has been making significant strides in healthcare and biomedical research. Despite such advancements and the expectation of potential breakthroughs arising from implementing artificial intelligence in these fields, there is limited knowledge transfer and training for most healthcare professionals on using these computational techniques. While there is a wide array of publications on artificial intelligence applied to scientific research, most are too technical (not aimed at the non-initiated), too broad (with an overwhelming amount of data), or too focused on a particular application. This chapter presents an overview of artificial intelligence and its derivatives, giving a historical perspective, a succinct technical explanation of the underlying basis, and some examples of its applications. It finishes with a brief discussion on the challenges for implementing AI to be fully accepted in the scientific community.

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生物医学研究和医疗保健中人工智能驱动技术的发展。
人工智能代表了一种强大的计算工具,可以在有监督和没有监督的情况下分析大量数据。这些强大的技术极大地影响了从社交媒体到数据安全、汽车行业、游戏、金融和医疗保健等多个领域的发展。然而,直到最近,人工智能才在医疗保健和生物医学研究领域取得了重大进展。尽管在这些领域实现人工智能带来了这些进步和潜在突破,但大多数医疗保健专业人员在使用这些计算技术方面的知识转移和培训有限。虽然有大量关于人工智能应用于科学研究的出版物,但大多数出版物过于技术性(不针对非初学者),过于宽泛(拥有大量数据),或者过于专注于特定应用。本章概述了人工智能及其衍生物,从历史的角度,对其基础进行了简洁的技术解释,并给出了一些应用实例。最后简要讨论了实现人工智能在科学界被完全接受所面临的挑战。
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来源期刊
Advances in biochemical engineering/biotechnology
Advances in biochemical engineering/biotechnology 工程技术-生物工程与应用微生物
CiteScore
5.70
自引率
0.00%
发文量
29
期刊介绍: Advances in Biochemical Engineering/Biotechnology reviews actual trends in modern biotechnology. Its aim is to cover all aspects of this interdisciplinary technology where knowledge, methods and expertise are required for chemistry, biochemistry, microbiology, genetics, chemical engineering and computer science. Special volumes are dedicated to selected topics which focus on new biotechnological products and new processes for their synthesis and purification. They give the state-of-the-art of a topic in a comprehensive way thus being a valuable source for the next 3 - 5 years. It also discusses new discoveries and applications.
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