scholarly journals TEHNIK DATA MINING DALAM MENGELOMPOKKAN KASUS PNEUMONIA PADA BALITA BERDASARKAN PROVINSI DI INDONESIA

2019 ◽  
Vol 3 (1) ◽  
Author(s):  
Puji Hariyati ◽  
Saifullah Saifullah ◽  
M. Fauzan
Keyword(s):  
Infectious Disease ◽  
Data Mining ◽  
Health Services ◽  
Implementation Process ◽  
Health Condition ◽  
Ministry Of Health ◽  
Air Sacs ◽  
The Government ◽  
Improve Health

Pneumonia is an infectious disease that attacks the lungs, causing air sacs in the lungs to become inflamed and swollen. This health condition is often called a wet lung. The condition of a wet lung can be experienced by anyone caused by bacteria, viruses, and fungi that are easily transmitted through the air in sneezing or coughing conditions. But pneumonia in children can be very dangerous and cause death. This study aims to create a grouping model using the K-Means algorithm. The method used is Datamining Clustering K-Means. By using this algorithm the data that has been generated can be grouped into clusters based on these data. The data is sourced from the Indonesian Ministry of Health in 2017. The number of records used is 34 provinces divided into 2 clusters namely high and low clusters. From the calculation of K-Means, there were 3 provinces as the highest cluster and 31 provinces as a low cluster. The implementation process using the Rapidminer 5.3 application is used to help find accurate values. It is expected that with this research can be used as a reference to the government in tackling pneumonia especially in infants to be able to improve health services, supply drugs, and equipment for treatment and anticipate against pneumonia in provinces in Indonesia.Keywords: Pneumonia, K-Means Algorithm, Data Mining

IMPLEMENTASI PERSAMAAN HAK NARAPIDANA TERHADAP PELAYANAN KESEHATAN PADA LEMBAGA PERMASYARAKATAN PROVINSI RIAU

2021 ◽  
Vol 5 (1) ◽  
pp. 38
Author(s):  
Deriansyah Deriansyah ◽  
Ardiansyah Ardiansyah ◽  
Bagio Kadaryanto
Keyword(s):  
Human Rights ◽  
Health Services ◽  
Correctional Facility ◽  
Health Resources ◽  
Class Ii ◽  
Health Condition ◽  
Correctional Institution ◽  
Equal Rights ◽  
The Government ◽  
The Impact

In essence, correctionalization is one of the manifestations of the formal institutionalization of the public's reaction to crime. The reaction of this society at first only focused on the element of giving suffering to lawbreakers. However, in line with the development of society, the element of giving suffering must also be balanced with humane treatment by paying attention to the human rights of lawbreakers as individual beings, as well as creatures. social. Therefore, the correctional facility must also function as a place for the rehabilitation of prisoners with a variety of coaching activities. The purpose of this study is to analyze the implementation of the equal rights of prisoners to get health services at prisons in Riau province and to analyze the obstacles and efforts in implementing the equal rights of prisoners to get health services in prisons in Riau province. The research method is sociological legal research, by identifying the legal effectiveness of the law in society which discusses the Implementation of the Equality of Prisoners to Get Health Services in Prisons in Riau Province, namely in Class II A Lapas Pekanbaru and Class II B Rokan Hulu Prison. In general, the implementation of prisoners' rights in obtaining health services in prisons in Riau Province has not been able to meet the needs of prisoners in prisons. It is hoped that the government will pay special attention to the impact arising from the overcapacity of a correctional institution. Because the excess occupants (over capacity) of a correctional institution will cause a health condition that is not good for prisoners so that it will hinder the running or ineffectiveness of the implementation of development programs in prisons. It is hoped that the Government will further improve health resources, financing, infrastructure, health service efforts and maintain environmental health in prisons and fulfill the food and drinking needs of prisoners in prisons as well as special attention to the impact arising from overpopulation. capacity) of a correctional institution so that the right to health for prisoners can be fulfilled, and human rights can be protected according to the ideals of the Indonesian people as referred to in Pancasila and the 1945 Constitution of the Republic of Indonesia (UUDNRI).

Health Cadres Commitmentin Child Health Care in Moslem Society of Banyumas District

2016 ◽  
Vol 1 ◽  
pp. 60-65
Author(s):  
Umi Solikhah ◽  
Hari Kusnanto ◽  
Fitri Haryanti
Keyword(s):  
Health Care ◽  
Child Health ◽  
Health Services ◽  
Group Discussion ◽  
Community Empowerment ◽  
Child Health Services ◽  
Child Health Care ◽  
Minimum Requirements ◽  
Social Esteem ◽  
The Government

Community empowerment with regard to maternal and child health services at the community level carried out by cadre.Cadre is health volunteers, selected by the community.404 number of active cadres in primary health care of South Purwokerto entirely female, although it may be a cadre of men. Active cadre toddler actively providing services every month for child before 5 years age. Interest to know the various reasons committed cadres in performing their duties. The method used is qualitative study,to describe a variety of reasons commitment to perform cadre duties in child health care. Retrieving data using interview techniques through the focus group discussion. Data from 30 cadres.Results of interviews taken until the data saturation, as a reason believed by cadres in the commitment to carry out tasks of serving the Muslim community. Characteristic respondent are mean of age 38 years (the youngest age of 25 years and the oldest 55 years old), a 100% Islamic religion, level of education majority of senior high school(at least primary school). Educational level health cadres in Banyumas has met the minimum requirements by the WHO.Results of the analysis showed thatcommitment includes a cadre of dedicated, caring community, a desire to learn, social esteem, individual satisfaction, togetherness, organization, and spirituality. The spirit of cadre to the community need the attention of the government for development and prosperity in accordance with their duties.Spiritual reasons become one of the motivations in providing health services to the community, albeit to a spirit of dedication and a great desire to learn. Cadres continue to provide services, even to families with different spiritual.

PENERAPAN CLUSTERING PADA PENDUDUK YANG MEMPUNYAI KELUHAN KESEHATAN DENGAN DATAMINING K-MEANS

2018 ◽  
Vol 2 (1) ◽  
Author(s):  
Nurul Rofiqo ◽  
Agus Perdana Windarto ◽  
Dedy Hartama
Keyword(s):  
Public Health ◽  
Data Mining ◽  
Population Level ◽  
Research Data ◽  
Health Complaints ◽  
Public Health Services ◽  
National Statistics ◽  
Central Java ◽  
Indonesian Population ◽  
The Government

This study aims to utilize Clushtering Algorithm in grouping the number of people who have health complaints with the K-means algorithm in Indonesia. The source of this research data was collected based on the documents of the provincial population which had health complaints produced by the National Statistics Agency. The data used in this study are data from 2013-2017 consisting of 34 provinces. The method used in this research is K-means Algorithm. Data will be processed by clushtering in 3 clushter, namely clusther high health complaints, clusther moderate and low health complaints. Centroid data for high population level clusters 37.48, Centroid data for moderate population level clusters 27.08, and Centroid data for low population level clusters 14.89. So that obtained an assessment based on the population index that has health complaints with 7 provinces of high health complaints, namely Central Java, Yogyakarta, Bali, West Nusa Tenggara, East Nusa Tenggara, South Kalimantan, Gorontalo, 18 provinces of moderate health complaints, and 9 other provinces including low health complaints. This can be an input to the government to give more attention to residents in each region who have high health complaints through improving public health services so that the Indonesian population becomes healthier without health complaints.Keywords: data mining, health complaints, clustering, K-means, Indonesian residents

IMPLEMENTASI ALGORITMA K-Modes UNTUK MENENTUKAN STRATEGI MARKETING STMIK BUDI DARMA

2018 ◽  
Vol 2 (1) ◽  
Author(s):  
Ewin Karman Nduru ◽  
Efori Buulolo ◽  
Pristiwanto Pristiwanto
Keyword(s):  
High School ◽  
Data Mining ◽  
High School Students ◽  
Marketing Strategy ◽  
Process Data ◽  
School Students ◽  
The North ◽  
The Government ◽  
Using Data ◽  
North Sumatra

Universities or institutions that operate in North Sumatra are very many, therefore, of course, competition in accepting new students is very tight, universities or institutions do certain ways or steps to be able to compete with other campuses in gaining interest from community or high school students who will continue their studies to a higher level. STMIK BUDI DARMA Medan (College of Information and Computer Management), is the first computer high school in Medan which was established on March 1, 1996 and received approval from the government through the Minister of Education and Culture, on July 23, 1996 with operating license number 48 / D / O / 1996, in promoting the campus, the team usually formed a promotion team to various regions in the North Sumatra Region to provide information to the community. Students who have learned in this campus are quite a lot who come from various regions in North Sumatra, from this point the need to process data from students who are active in college to be processed using data mining to achieve a target, one method that can be used in data mining, namely the ¬K-Modes clustering (grouping) algorithm. This method is a grouping of student data that will be a help to campus students in promoting, using the K-Modes algorithm is expected to help and become a reference for marketing in determining the marketing strategy STMIK Budi Darma MedanKeywords: STMIK Budi Darma, Marketing Strategy, K-Modes Algorithm.

Rancang Bangun Sistem Informasi Untuk Menentukan Kapabilitas Konsumen Dalam Mengambil Pinjaman KPR

2016 ◽  
Vol 7 (2) ◽  
pp. 75-80
Author(s):  
Adhi Kusnadi ◽  
Risyad Ananda Putra
Keyword(s):  
Data Mining ◽  
Low Income ◽  
Cross Validation ◽  
Classification Tree ◽  
Large Population ◽  
Housing Development ◽  
Good Precision ◽  
Index Terms ◽  
The Government ◽  
Fold Cross Validation

Indonesia is one country that has a relatively large population . The government in the period of 5 years, annually hold a procurement program 1 million FLPP house units. This program is held in an effort to provide a decent home for low income people. FLPP housing development requires good precision and speed of development on the part of the developer, this is often hampered by the bank process, because it is difficult to predict the results and speed of data processing in the bank. Knowing the ability of consumers to get subsidized credit, has many advantages, among others, developers can plan a better cash flow, and developers can replace consumers who will be rejected before entering the bank process. For that reason built a system that can help developers. There are many methods that can be used to create this application. One of them is data mining with Classification tree. The results of 10-fold-cross-validation applications have an accuracy of 92%. Index Terms-Data Mining, Classification Tree, Housing, FLPP, 10-fold-cross Validation, Consumer Capability

Data Visualization Indicator Disease (Malaria, Dengue Fever, and Measles) in The Year 2012-2015

2017 ◽  
Vol 4 (2) ◽  
pp. 87-93
Author(s):  
Immanuel Luigi Da Gusta ◽  
Johan Setiawan
Keyword(s):  
Data Mining ◽  
Human Resources ◽  
Data Visualization ◽  
Health Sector ◽  
Medical Personnel ◽  
Database Systems ◽  
Process Time ◽  
Acceptance Test ◽  
Visual Data Mining ◽  
The Government

The aim of this paper are: to create a data visualization that can assist the Government in evaluating the return on the development of health facilities in the region and province area in term of human resources for medical personnel, to help community knowing the amount of distribution of hospitals with medical personnel in the regional area and to map disease indicator in Indonesia. The issue of tackling health is still a major problem that is not resolved by the Government of Indonesia. There are three big things that become problems in the health sector in Indonesia: infrastructure has not been evenly distributed and less adequate, the lack of human resources professional health workforce, there is still a high number of deaths in the outbreak of infectious diseases. Data for the research are taken from BPS, in total 10,600 records after the Extract, Transform and Loading process. Time needed to convert several publications from PDF, to convert to CSV and then to MS Excel 3 weeks. The method used is Eight-step Data Visualization and Data Mining methodology. Tableau is chosen as a tool to create the data visualization because it can combine each dasboard inside a story interactive, easier for the user to analyze the data. The result is a story with 3 dashboards that can fulfill the requirement from BPS staff and has been tested with a satisfied result in the UAT (User Acceptance Test). Index Terms—Dashboard, data visualization, disease, malaria, Tableau REFERENCES [1] S. Arianto, Understanding of learning and others, 2008. [2] Rainer; Turban, Introduction to Information Systems, Danvers: John Wiley & Sons, Inc, 2007. [3] V. Friedman, Data Visualization Infographics, Monday Inspirition, 2008. [4] D. A. Keim, "Information Visualization and Visual Data Mining," IEEE Transactions on Visualization and Computer Graphics 8.1, pp. 1-8, 2002. [5] Connolly and Begg, Database Systems, Boston: Pearson Education, Inc, 2010. [6] E. Hariyanti, "Pengembangan Metodologi Pembangunan Information Dashboard Untuk Monitoring kinerja Organisasi," Konferensi dan Temu Nasional Teknologi Informasi dan Komunikasi untuk Indonesia, p. 1, 2008. [7] S. Darudiato, "Perancangan Data Warehouse Penjualan Untuk Mendukung Kebutuhan Informasi Eksekutif Cemerlang Skin Care," Seminar Nasional Informatika 2010, pp. E-353, 2010.

Funding models and expenditures with primary healthcare in Salvador, Bahia, Brazil metropolitan area

2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
T Vivas ◽  
M Duarte ◽  
A Pitta ◽  
B Christovam
Keyword(s):  
Public Health ◽  
Metropolitan Area ◽  
Primary Healthcare ◽  
Healthcare Services ◽  
Ministry Of Health ◽  
Healthcare Budget ◽  
Health Budget ◽  
The Public ◽  
Before And After ◽  
The Government

Abstract Background The government investments in quality primary healthcare are the basis to strengthening the health systems and monitoring the public expenditure in this area is a way to assess the effectiveness and efficiency of the public health policies. The Brazil Ministry of Health changed, in 2017, the method of onlending federal resources to states and cities seeking to make the public funds management more flexible. This change, however, suppressed mandatory investments in primary healthcare. This research aims to determine the difference of expenditures on primary healthcare in Salvador, Bahia, Brazil metropolitan area before and after this funding reform, seeking to verify how it can impact the quality of primary healthcare services and programs. Methods This is an ecological time-series study that used data obtained in the Brazil Ministry of Health budget reports. The median and interquartile range of expenditures on primary healthcare (set as the percentage of total public health budget applied in primary care services and programs) of the 13 cities in the Salvador metropolitan area were compared two years before and after the reform. Results The median of expenditures on primary healthcare in Salvador metropolitan area was 25.5% (13,9% - 32,2%) of total public health budget before and 24.8% (20.8% - 30.0%) of total public health budget after the reform (-0.7% difference). Seven cities decreased the expenditures on primary healthcare after the reform, ranging from 1.2% to 10.8% reduction in the primary healthcare budget in five years. Conclusions Expenditures on primary healthcare in Salvador metropolitan area decreased after the 2017 funding reform. Seven of 13 cities reduced the government investments on primary healthcare services and programs in this scenario. Although the overall difference was -0.7%, the budget cuts ranged from 1.2% to 10.8% in the analyzed period and sample. More studies should assess these events in wide areas and with long time ranges. Key messages Public health funding models can impact the primary healthcare settings regardless of the health policy. Reforms in the funding models should consider the possible benefits before implementation. Funding models and methods that require mandatory investments in primary healthcare may be considered over more flexible ones.

scholarly journals The Sustainable Development of Financial Topic Detection and Trend Prediction by Data Mining

2021 ◽  
Vol 13 (14) ◽  
pp. 7585
Author(s):  
Yunmei Liu ◽  
Shuai Zhang ◽  
Min Chen ◽  
Yenchun Wu ◽  
Zhengxian Chen
Keyword(s):  
Data Mining ◽  
Supply Chain ◽  
Financial Institutions ◽  
Clustering Algorithm ◽  
Development Trend ◽  
Research Field ◽  
Trend Prediction ◽  
Blockchain Technology ◽  
Supply Chain Finance ◽  
The Government

Blockchain technology is the most cutting-edge technology in the field of financial technology, which has attracted extensive attention from governments, financial institutions and investors of various countries. Blockchain and finance, as an interdisciplinary, cross-technology and cross-field topic, has certain limitations in both theory and application. Based on the bibliometrics data of Web of Science, this paper conducts data mining on 759 papers related to blockchain technology in the financial field by means of co-word analysis, bi-clustering algorithm and strategic coordinate analysis, so as to explore hot topics in this field and predict the future development trend. The experimental results found ten research topics in the field of blockchain combined with finance, including blockchain crowdfunding, Fintech, encryption currency, consensus mechanism, the Internet of Things, digital financial, medical insurance, supply chain finance, intelligent contract and financial innovation. Among them, blockchain crowdfunding, Fintech, encryption currency and supply chain finance are the key research directions in this research field. Finally, this paper also analyzes the opportunities and risks of blockchain development in the financial field and puts forward targeted suggestions for the government and financial institutions.

scholarly journals Improving maternal health services through social accountability interventions in Nepal: an analytical review of existing literature

2020 ◽  
Vol 41 (1) ◽  
Author(s):  
Adweeti Nepal ◽  
Santa Kumar Dangol ◽  
Anke van der Kwaak
Keyword(s):  
Maternal Health ◽  
Health Services ◽  
Health System ◽  
Maternal Health Services ◽  
Policy Formulation ◽  
Social Accountability ◽  
The Social ◽  
The Government ◽  
The Impact

Abstract Background The persistent quality gap in maternal health services in Nepal has resulted in poor maternal health outcomes. Accordingly, the Government of Nepal (GoN) has placed emphasis on responsive and accountable maternal health services and initiated social accountability interventions as a strategical approach simultaneously. This review critically explores the social accountability interventions in maternal health services in Nepal and its outcomes by analyzing existing evidence to contribute to the informed policy formulation process. Methods A literature review and desk study undertaken between December 2018 and May 2019. An adapted framework of social accountability by Lodenstein et al. was used for critical analysis of the existing literature between January 2000 and May 2019 from Nepal and other low-and-middle-income countries (LMICs) that have similar operational context to Nepal. The literature was searched and extracted from database such as PubMed and ScienceDirect, and web search engines such as Google Scholar using defined keywords. Results The study found various social accountability interventions that have been initiated by GoN and external development partners in maternal health services in Nepal. Evidence from Nepal and other LMICs showed that the social accountability interventions improved the quality of maternal health services by improving health system responsiveness, enhancing community ownership, addressing inequalities and enabling the community to influence the policy decision-making process. Strong gender norms, caste-hierarchy system, socio-political and economic context and weak enforceability mechanism in the health system are found to be the major contextual factors influencing community engagement in social accountability interventions in Nepal. Conclusions Social accountability interventions have potential to improve the quality of maternal health services in Nepal. The critical factor for successful outcomes in maternal health services is quality implementation of interventions. Similarly, continuous effort is needed from policymakers to strengthen monitoring and regulatory mechanism of the health system and decentralization process, to improve access to the information and to establish proper complaints and feedback system from the community to ensure the effectiveness and sustainability of the interventions. Furthermore, more study needs to be conducted to evaluate the impact of the existing social accountability interventions in improving maternal health services in Nepal.

scholarly journals Why has COVID-19 not hit the countries like Nepal yet?

2020 ◽  
Vol 0 (0) ◽  
Author(s):  
Krishna Prasad Pathak ◽  
Tara Gaire ◽  
Mu-Hsing Ho ◽  
Hui chen (Rita) Chang
Keyword(s):  
Health Services ◽  
Social Distance ◽  
Scientific Evidence ◽  
Local Health ◽  
First Case ◽  
Populations At Risk ◽  
Test Kit ◽  
Health Services Need ◽  
The Government ◽  
Google Search

AbstractNoble CORONA Virus (COVID-19) is an infectious disease similar form of pneumonia/ SARS-CoV-2- impacting globally. The fear of coronavirus looks pandemic, but its severity is uncertain. Nepal was one of the first nine countries outside of China to report a COVID-19 case. Also, its unpredictability of mode or range of surface, the lifespan of the virus, objects of transmission (a distance of air/air currents, living duration in air, humidity, duration on objects, surface). The first case was found in Wuhan in December 2019 in China. The purpose is to summarize the current information about COVID-19 and to explore in terms of why Nepal is not hitting severely, while other countries are on death toll? We summarized the published articles form the web sources and news, Academic Journals, Ministry of health and population Nepal, WHO/CDC update reports/guidelines, Google search engine. Thematic analysis is made to explore the situation. Although, Nepal has a lack of health services, testing kits, advance lab and protecting equipment (PPE), why COVID-19 does not hit Nepal than China, Europe and North America, it still tremendous uncertainty. Is lockdown, isolation, social distance and quarantine the best ways of prevention? The hypothesis is floating globally – do BCG vaccinated countries are safer than non-user OR due to not having enough kits to screen populations at risk for the virus – while lack of testing a big cause for missing case OR Nepalese have better immune systems? It has attracted global attention. We believe that the COVID-19 is still evolving and it is too early to predict of an outbreak in Nepal. The government needs to increase funding for local health departments, begin planning for future epidemics and be prepared to bolster the economy by supporting consumer spending the midst of a serious outbreak. COVID-19 is a serious health challenge for Nepal, but so far the number of death has been lower than was foretell. It is, therefore essential to carry out more scientific evidence to explore results. Nepalese health services need to maintain up than today and follow lockdown, isolation, social distance and an advance screening test kit through the country.

Sign in / Sign up

Export Citation Format

Share Document