Natural Language Processing: from Bedside to Everywhere.

IF 0.6 2区 历史学 Q1 HISTORY Journal of Social History Pub Date : 2022-08-01 Epub Date: 2022-06-02 DOI:10.1055/s-0042-1742510
Eiji Aramaki, Shoko Wakamiya, Shuntaro Yada, Yuta Nakamura
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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.

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自然语言处理:从床边到各处。
目的:由于自然语言处理(NLP)的飞速发展,NLP 在医学领域的作用从根本上得到了 NLP 和医学信息学的极大关注。尽管每年都有大量医学 NLP 论文发表,但在 NLP 基础研究与实际产品开发之间仍存在差距。这种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?本文旨在澄清上述问题:方法:我们对应用于不同医疗/临床/保健领域的潜在NLP产品/服务的文献进行了探讨:本文介绍了临床应用(床旁应用),其中我们介绍了NLP在各临床科室、内科、手术前、手术后、肿瘤科、放射科、病理科、精神病科、康复科、产科和妇科的应用。此外,我们还阐明了为鼓励基于 NLP 的床边应用而需要解决的技术问题:这些结果有助于就潜在可行的 NLP 应用进行讨论,并突出了未来研究的空白。
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来源期刊
CiteScore
1.50
自引率
0.00%
发文量
57
期刊介绍: The Journal of Social History was founded over 30 years ago, and has served as one of the leading outlets for work in this growing research field since its inception. The Journal publishes articles in social history from all areas and periods, and has played an important role in integrating work in Latin American, African, Asian and Russian history with sociohistorical analysis in Western Europe and the United States.
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