Suppr超能文献

医疗保健领域的大数据及大数据分析展望

Perspectives on Big Data and Big Data Analytics in Healthcare.

作者信息

Onyejekwe Egondu R, Sherifi Dasantila, Ching Hung

出版信息

Perspect Health Inf Manag. 2024 Mar 1;21(1):1f. eCollection 2024 Winter-Spring.

Abstract

Big data (BD) is of high interest for research and practice purposes because it has the potential to provide insights into the population served and healthcare practices. Much progress has been made in collecting BD and creating tools for big data analytics (BDA). However, healthcare organizations continue to experience challenges associated with BD characteristics and BDA tools. Utilization of BD impacts current decision-making, planning, and future use of artificial intelligence (AI) tools, which are trained on BD. This qualitative study focused on better understanding the reality of BD and BDA management and usage by healthcare organizations. Six structured interviews were conducted with individuals who work with healthcare BD and BDA. Findings confirmed the known challenges associated with BD/BDA and added rich insights into the structural, operational and utilization aspects, as well as future directions. Such perspectives are valuable for education and improvements in BD/BDA management and development.

摘要

大数据(BD)因其有潜力洞察所服务人群及医疗保健实践,而备受研究和实践领域关注。在收集大数据及创建大数据分析(BDA)工具方面已取得很大进展。然而,医疗保健机构在应对与大数据特征及大数据分析工具相关的挑战时仍面临困难。大数据的利用会影响当前的决策、规划以及人工智能(AI)工具的未来使用,而人工智能工具是基于大数据进行训练的。这项定性研究旨在更好地了解医疗保健机构对大数据及大数据分析管理与使用的实际情况。对从事医疗保健大数据及大数据分析工作的人员进行了六次结构化访谈。研究结果证实了与大数据/大数据分析相关的已知挑战,并在结构、运营和利用方面以及未来方向上提供了丰富的见解。这些观点对于大数据/大数据分析管理和发展的教育及改进具有重要价值。

相似文献

1
Perspectives on Big Data and Big Data Analytics in Healthcare.医疗保健领域的大数据及大数据分析展望
Perspect Health Inf Manag. 2024 Mar 1;21(1):1f. eCollection 2024 Winter-Spring.

本文引用的文献

2
Big Data, Decision Models, and Public Health.大数据、决策模型与公共卫生。
Int J Environ Res Public Health. 2022 Jul 13;19(14):8543. doi: 10.3390/ijerph19148543.
3
The use of Big Data Analytics in healthcare.大数据分析在医疗保健领域的应用。
J Big Data. 2022;9(1):3. doi: 10.1186/s40537-021-00553-4. Epub 2022 Jan 6.
7
Privacy Gaps for Digital Cardiology Data: Big Problems With Big Data.数字心脏病学数据的隐私空白:大数据的大问题。
Circulation. 2020 Feb 25;141(8):613-615. doi: 10.1161/CIRCULATIONAHA.119.044966. Epub 2020 Feb 24.
10
Managing Unstructured Big Data in Healthcare System.医疗系统中无结构大数据的管理
Healthc Inform Res. 2019 Jan;25(1):1-2. doi: 10.4258/hir.2019.25.1.1. Epub 2019 Jan 31.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验