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自然语言处理:从床边到无处不在。

Natural Language Processing: from Bedside to Everywhere.

机构信息

Nara Institute of Science and Technology (NAIST), Nara, Japan.

Division of Radiology and Biomedical Engineering, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.

出版信息

Yearb Med Inform. 2022 Aug;31(1):243-253. doi: 10.1055/s-0042-1742510. Epub 2022 Jun 2.

Abstract

OBJECTIVES

Owing to the rapid progress of natural language processing (NLP), the role of NLP in the medical field has radically gained considerable attention from both NLP and medical informatics. Although numerous medical NLP papers are published annually, there is still a gap between basic NLP research and practical product development. This gap raises questions, such as what has medical NLP achieved in each medical field, and what is the burden for the practical use of NLP? This paper aims to clarify the above questions.

METHODS

We explore the literature on potential NLP products/services applied to various medical/clinical/healthcare areas.

RESULTS

This paper introduces clinical applications (bedside applications), in which we introduce the use of NLP for each clinical department, internal medicine, pre-surgery, post-surgery, oncology, radiology, pathology, psychiatry, rehabilitation, obstetrics, and gynecology. Also, we clarify technical problems to be addressed for encouraging bedside applications based on NLP.

CONCLUSIONS

These results contribute to discussions regarding potentially feasible NLP applications and highlight research gaps for future studies.

摘要

目的

由于自然语言处理(NLP)的快速发展,NLP 在医学领域的作用引起了 NLP 和医学信息学领域的极大关注。尽管每年都有大量的医学 NLP 论文发表,但基础 NLP 研究与实际产品开发之间仍存在差距。这一差距引发了一些问题,例如医学 NLP 在各个医学领域取得了哪些成果,以及 NLP 的实际应用负担有多大?本文旨在阐明上述问题。

方法

我们探讨了潜在的 NLP 产品/服务在各种医学/临床/医疗保健领域的应用文献。

结果

本文介绍了临床应用(床边应用),其中我们介绍了 NLP 在每个临床科室、内科、术前、术后、肿瘤学、放射学、病理学、精神病学、康复、妇产科中的应用。此外,我们还阐明了基于 NLP 鼓励床边应用需要解决的技术问题。

结论

这些结果有助于讨论潜在可行的 NLP 应用,并突出了未来研究的研究差距。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8faf/9719781/a9161bfdfe0f/10-1055-s-0042-1742510-taramaki-1.jpg

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