scholarly journals COVID-19 pandemic spread against countries’ non-pharmaceutical interventions responses: a data-mining driven comparative study

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Konstantinos F. Xylogiannopoulos ◽  
Panagiotis Karampelas ◽  
Reda Alhajj
Keyword(s):  
Data Mining ◽  
Visual Analytics ◽  
Urban Areas ◽  
Health Care Systems ◽  
Clustering Methods ◽  
Whole Process ◽  
Death Case ◽  
Policies And Measures ◽  
Early Implementation ◽  
Care Systems

Abstract Background The first half of 2020 has been marked as the era of COVID-19 pandemic which affected the world globally in almost every aspect of the daily life from societal to economical. To prevent the spread of COVID-19, countries have implemented diverse policies regarding Non-Pharmaceutical Intervention (NPI) measures. This is because in the first stage countries had limited knowledge about the virus and its contagiousness. Also, there was no effective medication or vaccines. This paper studies the effectiveness of the implemented policies and measures against the deaths attributed to the virus between January and May 2020. Methods Data from the European Centre for Disease Prevention and Control regarding the identified cases and deaths of COVID-19 from 48 countries have been used. Additionally, data concerning the NPI measures related policies implemented by the 48 countries and the capacity of their health care systems was collected manually from their national gazettes and official institutes. Data mining, time series analysis, pattern detection, machine learning, clustering methods and visual analytics techniques have been applied to analyze the collected data and discover possible relationships between the implemented NPIs and COVID-19 spread and mortality. Further, we recorded and analyzed the responses of the countries against COVID-19 pandemic, mainly in urban areas which are over-populated and accordingly COVID-19 has the potential to spread easier among humans. Results The data mining and clustering analysis of the collected data showed that the implementation of the NPI measures before the first death case seems to be very effective in controlling the spread of the disease. In other words, delaying the implementation of the NPI measures to after the first death case has practically little effect on limiting the spread of the disease. The success of implementing the NPI measures further depends on the way each government monitored their application. Countries with stricter policing of the measures seems to be more effective in controlling the transmission of the disease. Conclusions The conducted comparative data mining study provides insights regarding the correlation between the early implementation of the NPI measures and controlling COVID-19 contagiousness and mortality. We reported a number of useful observations that could be very helpful to the decision makers or epidemiologists regarding the rapid implementation and monitoring of the NPI measures in case of a future wave of COVID-19 or to deal with other unknown infectious pandemics. Regardless, after the first wave of COVID-19, most countries have decided to lift the restrictions and return to normal. This has resulted in a severe second wave in some countries, a situation which requires re-evaluating the whole process and inspiring lessons for the future.

An Exploration of the Experiences of Migrant Women

2012 ◽  
Vol 2 (3) ◽  
pp. 9-23
Author(s):  
Jane Fitzpatrick
Keyword(s):  
Health Care ◽  
Rural Communities ◽  
Urban Areas ◽  
Health Care Systems ◽  
Safety Education ◽  
Employment Opportunities ◽  
Seeking Safety ◽  
Wide Range ◽  
Care Systems ◽  
National Boundaries

Women across the world migrate for a wide range of reasons. Some gravitate to urban centres in their own countries seeking safety, education, health care, and employment opportunities. Others travel across national boundaries seeking reprieve from the atrocities of war and extreme poverty. Migration within countries is on the rise, as people move in response to adverse conditions such as lack of resources, services and education, and employment opportunities. In addition they may want to escape from violence or natural disasters. This movement of people from rural to urban areas has resulted in an explosive growth of cities around the globe. This paper draws on a research case study undertaken with the Kewapi language group in Port Moresby and the Batri Villages of the Southern Highlands in Papua New Guinea. It seeks to highlight the perspectives of women traveling vast distances from their home communities in order to seek education and health care. It explores the implications for developing effective service user focused health care systems designed to meet the needs of mobile and vulnerable women. The study suggests that if women and their families from remote rural communities are encouraged and facilitated in participating in health promoting initiatives they can dramatically improve their life and health experiences and that of their community.

Migrant Women

2014 ◽  
pp. 121-135
Author(s):  
Jane Fitzpatrick
Keyword(s):  
Health Care ◽  
Rural Communities ◽  
Urban Areas ◽  
Health Care Systems ◽  
Safety Education ◽  
Employment Opportunities ◽  
Seeking Safety ◽  
Care Systems ◽  
Education And Employment ◽  
International Boundaries

Women across the world migrate for a wide range of reasons. Some gravitate to towns and cities in their own countries seeking safety, education, health care, and employment opportunities. Others cross international boundaries, fleeing from the atrocities of war and extreme poverty. Migration within countries is also on the rise, as people move seeking resources, services, education, and employment opportunities. In addition, they may want to escape from violence or natural disasters. This movement of people from rural to urban areas has resulted in an explosive growth of cities around the globe. Women migrate to enhance their life experiences and that of their children and kinsfolk. This chapter draws on a research case study undertaken with the Kewapi language group in Port Moresby and the Batri Villages of the Southern Highlands in Papua New Guinea. It highlights the perspectives of women migrating from their home communities in order to seek education and health care. It explores the implications for developing user-focused health care systems designed to meet the needs of mobile and vulnerable women. The study suggests that if women and their families from remote rural communities participate in health promoting initiatives, they can dramatically improve their life and health experiences and that of their community.

scholarly journals Epidemiological Investigation Model of Novel Coronavirus Pneumonia Based on Data Mining Technology

2021 ◽  
Vol 292 ◽  
pp. 03026
Author(s):  
Kai Chen ◽  
Bing Yang ◽  
Miao Hao ◽  
Hong Yang ◽  
Meiyuan Qin ◽  
...  
Keyword(s):  
Data Mining ◽  
Health Care Systems ◽  
Epidemiological Investigation ◽  
Health Concerns ◽  
Care Systems ◽  
To Come ◽  
Using Data ◽  
Novel Coronavirus ◽  
Available Information ◽  
And Control

With its extraordinary rapidity of transmission, the COVID-19 pandemic demonstrates the vulnerability of a globalized and networked world. The first months of the pandemic were marked by a significant strain on health-care systems. Since the prospect of pandemics has elevated public health concerns, it is critical to revisit this issue. The primary goal of this essay is to employ data mining technologies and methodologies to do investigative analysis on publicly available information. In this article we shared ways and techniques to handle and control this pandemic in the best possible way using data mining techniques and models. Researchers and scientists will be able to use the results of our poll to come up with new approaches to combat the pandemic.

An Exploration of the Experiences of Migrant Women

2012 ◽  
pp. 954-967
Author(s):  
Jane Fitzpatrick
Keyword(s):  
Health Care ◽  
Rural Communities ◽  
Urban Areas ◽  
Health Care Systems ◽  
Safety Education ◽  
Employment Opportunities ◽  
Seeking Safety ◽  
Care Systems ◽  
Education And Employment ◽  
National Boundaries

Women across the world migrate for a wide range of reasons. Some gravitate to urban centres in their own countries seeking safety, education, health care, and employment opportunities. Others travel across national boundaries seeking reprieve from the atrocities of war and extreme poverty. Migration within countries is on the rise, as people move in response to adverse conditions such as lack of resources, services and education, and employment opportunities. In addition they may want to escape from violence or natural disasters. This movement of people from rural to urban areas has resulted in an explosive growth of cities around the globe. This paper draws on a research case study undertaken with the Kewapi language group in Port Moresby and the Batri Villages of the Southern Highlands in Papua New Guinea. It seeks to highlight the perspectives of women traveling vast distances from their home communities in order to seek education and health care. It explores the implications for developing effective service user focused health care systems designed to meet the needs of mobile and vulnerable women. The study suggests that if women and their families from remote rural communities are encouraged and facilitated in participating in health promoting initiatives they can dramatically improve their life and health experiences and that of their community.

scholarly journals COVID-19 pandemic and stability of stock market—A sectoral approach

PLoS ONE ◽  
2021 ◽  
Vol 16 (5) ◽  
pp. e0250938
Author(s):  
Michał Buszko ◽  
Witold Orzeszko ◽  
Marcin Stawarz
Keyword(s):  
Stock Market ◽  
Financial Markets ◽  
Stock Exchange ◽  
Health Care Systems ◽  
Clustering Methods ◽  
Medium Term ◽  
Short Term ◽  
Warsaw Stock Exchange ◽  
Care Systems ◽  
Service Sectors

The COVID-19 pandemic seems to be the most important phenomenon observed from March 2020 in virtually all countries of the world. The necessity to prevent the spread of COVID-19 and keep health care systems efficient resulted in the forced, drastic limitation of economic activity. Many service sectors were hit particularly hard with this but industry and agriculture were also affected. In particular, the pandemic substantially influenced financial markets and we can observe that some markets or instruments vary in stability since they have been affected in the different degree. In the paper, we present the problem of stability of stock markets during the COVID-19 pandemic. Due to the low number of works related to CEE countries during the pandemic, we analyze the Warsaw Stock Exchange, which is one of the most important markets in the CEE. Our main goal was to find how various industries represented by stock market indices have reacted to the COVID-19 shock and consequently which sectors turned out to keep stability and remained resistant to the pandemic. In our investigation, we use two clustering methods: the K-means and the Ward techniques with the criterion of maximizing the silhouette coefficient and six indicators describing stability in terms of profitability, volume, overbought/oversold conditions and volatility. The results of the research present that during the pandemic it was possible to identify 5 clusters of sector indices in the short term and 4 in the medium term. We found that the composition of the clusters is quite stable over time and that none of the obtained clusters can be univocally considered the most or the least stable taking into account all the analyzed indicators. However, we showed that the obtained clusters have different stability origins, i.e. they vary from each other in terms of the investigated indicators of stability.

160: Cost-Effectiveness of Medical Management Strategies of Nephrolithiasis in Different Health Care Systems

2004 ◽  
Vol 171 (4S) ◽  
pp. 42-43 ◽  
Author(s):  
Yair Latan ◽  
David M. Wilhelm ◽  
David A. Duchene ◽  
Margaret S. Pearle
Keyword(s):  
Health Care ◽  
Cost Effectiveness ◽  
Medical Management ◽  
Health Care Systems ◽  
Management Strategies ◽  
Care Systems

J 5 — A Data Processing System for Medical Information

1967 ◽  
Vol 06 (01) ◽  
pp. 1-6
Author(s):  
P. Hall ◽  
Ch. Mellner ◽  
T. Danielsson
Keyword(s):  
Medical Records ◽  
Medical Information ◽  
Health Care Systems ◽  
Processing System ◽  
Linear Pattern ◽  
Flexible Form ◽  
Care Systems ◽  
Pattern Recognition Analysis ◽  
Numeric Information

A system for medical information has been developed. The system is a general and flexible one which without reprogramming or new programs can accept any alphabetic and/or numeric information. Coded concepts and natural language can be read, stored, decoded and written out. Medical records or parts of records (diagnosis, operations, therapy, laboratory tests, symptoms etc.) can be retrieved and selected. The system can process simple statistics but even make linear pattern recognition analysis.The system described has been used for in-patients, outpatients and individuals in health examinations.The use of computers in hospitals, health examinations or health care systems is a problem of storing information in a general and flexible form. This problem has been solved, and now it is possible to add new routines like booking and follow-up-systems.

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