Challenges and Trends in Clinical Data Analytics

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Abstract

:Today’s technological advancements facilitated the researcher in collecting and organizing various forms of healthcare data. Data is an integral part of health care analytics. Drug discovery for clinical data analytics forms an important breakthrough work in terms of computational approaches in health care systems. On the other hand, healthcare analysis provides better value for money. The health care data management is very challenging as 80% of the data is unstructured as it includes handwritten documents, images; computer-generated clinical reports such as MRI, ECG, city scan, etc. The paper aims at providing a summary of work carried out by scientists and researchers who worked in health care domains. More precisely the work focuses on clinical data analysis for the period 2013 to 2019. The organization of the work carried out is specifically with concerned to data sets, Techniques, and Methods used, Tools adopted, Key Findings in clinical data analysis. The overall objective is to identify the current challenges, trends, and gaps in clinical data analysis. The pathway of the work is focused on carrying out on the bibliometric survey and summarization of the key findings in a novel way.
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临床数据分析的挑战和趋势
当今的技术进步促进了研究人员收集和组织各种形式的医疗保健数据。数据是医疗保健分析的一个组成部分。临床数据分析的药物发现是医疗保健系统中计算方法的重要突破。另一方面,医疗保健分析提供了更好的物有所值。医疗保健数据管理非常具有挑战性,因为80%的数据是非结构化的,因为它包括手写文档,图像;计算机生成的临床报告,如MRI、ECG、城市扫描等。这篇论文的目的是提供一个由在卫生保健领域工作的科学家和研究人员所开展的工作的总结。更准确地说,工作重点是2013年至2019年的临床数据分析。所开展工作的组织具体涉及临床数据分析中的数据集、使用的技术和方法、采用的工具、主要发现。总体目标是确定临床数据分析中当前的挑战、趋势和差距。本文的工作路径是以一种新颖的方式进行文献计量调查和关键发现的总结。
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