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大数据分析在医疗保健领域的应用。

The use of Big Data Analytics in healthcare.

作者信息

Batko Kornelia, Ślęzak Andrzej

机构信息

Department of Business Informatics, University of Economics in Katowice, Katowice, Poland.

Department of Biomedical Processes and Systems, Institute of Health and Nutrition Sciences, Częstochowa University of Technology, Częstochowa, Poland.

出版信息

J Big Data. 2022;9(1):3. doi: 10.1186/s40537-021-00553-4. Epub 2022 Jan 6.

Abstract

The introduction of Big Data Analytics (BDA) in healthcare will allow to use new technologies both in treatment of patients and health management. The paper aims at analyzing the possibilities of using Big Data Analytics in healthcare. The research is based on a critical analysis of the literature, as well as the presentation of selected results of direct research on the use of Big Data Analytics in medical facilities. The direct research was carried out based on research questionnaire and conducted on a sample of 217 medical facilities in Poland. Literature studies have shown that the use of Big Data Analytics can bring many benefits to medical facilities, while direct research has shown that medical facilities in Poland are moving towards data-based healthcare because they use structured and unstructured data, reach for analytics in the administrative, business and clinical area. The research positively confirmed that medical facilities are working on both structural data and unstructured data. The following kinds and sources of data can be distinguished: from databases, transaction data, unstructured content of emails and documents, data from devices and sensors. However, the use of data from social media is lower as in their activity they reach for analytics, not only in the administrative and business but also in the clinical area. It clearly shows that the decisions made in medical facilities are highly data-driven. The results of the study confirm what has been analyzed in the literature that medical facilities are moving towards data-based healthcare, together with its benefits.

摘要

在医疗保健领域引入大数据分析(BDA)将有助于在患者治疗和健康管理中使用新技术。本文旨在分析在医疗保健中使用大数据分析的可能性。该研究基于对文献的批判性分析,以及对医疗设施中使用大数据分析的直接研究的部分结果展示。直接研究基于调查问卷,对波兰的217家医疗设施进行了抽样调查。文献研究表明,使用大数据分析可以给医疗设施带来诸多益处,而直接研究表明,波兰的医疗设施正朝着基于数据的医疗保健方向发展,因为它们使用结构化和非结构化数据,在行政、业务和临床领域进行分析。研究肯定地证实了医疗设施正在处理结构化数据和非结构化数据。可以区分以下几种数据类型和来源:来自数据库、交易数据、电子邮件和文档的非结构化内容、来自设备和传感器的数据。然而,社交媒体数据的使用较少,因为在其活动中,它们不仅在行政和业务领域,而且在临床领域都进行分析。这清楚地表明,医疗设施所做的决策高度依赖数据。研究结果证实了文献中所分析的内容,即医疗设施正朝着基于数据的医疗保健方向发展,并带来了相应益处。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a595/8733917/b1a19100a2e9/40537_2021_553_Fig1_HTML.jpg

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