A Comprehensive Literature Review on Big Data in Healthcare
نویسندگان
چکیده
Big data in healthcare has drawn substantial attention in recent years. Current researches on big data in healthcare are highly interdisciplinary involving methodologies from engineering, computing, behavior science, information science, social science, management science, as well as many different areas in medicine and public health. However, the identification of major hot topics and related research methodologies in big data in healthcare still lacks a comprehensive quantitative analysis. To provide a better understanding of the hot topics and methodologies in big data in healthcare and their future trends, a systematic and comprehensive literature search of the published research papers from past 20 years in big data research of healthcare was conducted and the resulting 321 literature papers were reviewed and analyzed. Overall, we identified three major topics comprising of omics, medical specialties and IT healthcare, with 13 subtopics. We also classified the used methodologies into 7 types relating to different areas.
منابع مشابه
Big Data Analytics and Now-casting: A Comprehensive Model for Eventuality of Forecasting and Predictive Policies of Policy-making Institutions
The ability of now-casting and eventuality is the most crucial and vital achievement of big data analytics in the area of policy-making. To recognize the trends and to render a real image of the current condition and alarming immediate indicators, the significance and the specific positions of big data in policy-making are undeniable. Moreover, the requirement for policy-making institutions to ...
متن کاملBig Data Quality: From Content to Context
Over the last 20 years, and particularly with the advent of Big Data and analytics, the research area around Data and Information Quality (DIQ) is still a fast growing research area. There are many views and streams in DIQ research, generally aiming at improving the effectiveness of decision making in organizations. Although there are a lot of researches aimed at clarifying the role of BIG data...
متن کاملAssessing the questionnaires on perceived oral healthcare need: A systematic review
BACKGROUND AND AIM: Perception of the need for oral healthcare plays a key role in creating motivation and demand for utilization of oral healthcare services. Furthermore, while the lack of resources, people with perceived needs to oral healthcare, due to the higher profit potential of services, will be on higher priority for services. The aim of this study was to undertake a systematic review ...
متن کاملBig Data Architecture for Pervasive Healthcare: A Literature Review
Pervasive healthcare aims to deliver deinstitutionalised healthcare services to patients anytime and anywhere. Pervasive healthcare involves remote data collection through mobile devices and sensor network which the data is usually in large volume, varied formats and high frequency. The nature of big data such as volume, variety, velocity and veracity, together with its analytical capabilities ...
متن کاملInformal Patient Payments and Bought and Brought Goods in the Western Balkans – A Scoping Review
Introduction Informal patient payments for healthcare are common in the Western Balkans, negatively affecting public health and healthcare. Aim To identify literature from the Western Balkans on what is known about informal patient payments and bought and brought goods, to examine their effects on healthcare and to determine what actions can be taken to tackle these payments. Methods After ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2016