Predictive Analytics for Healthcare

2022 ◽  
pp. 222-244
Author(s):  
Pushpalatha M. N. ◽  
Parkavi A. ◽  
Sini Anna Alex
Keyword(s):  
Urban Areas ◽  
Predictive Analytics ◽  
Healthcare Systems ◽  
Public Healthcare ◽  
Data Sets ◽  
Valuable Insight ◽  
Rural And Urban Areas ◽  
Rural And Urban ◽  
Private And Public ◽  
Future Events

The healthcare scheme in India has a lot of differences between rural and urban areas in terms of quality along with changes in private and public healthcare systems. The healthcare system is massive in India and full of inconsistencies and complexities like the other countries. Predictive analytics will help to improve the healthcare systems by providing valuable insight in healthcare. A huge amount of different data sets is generated because of the digitization of healthcare. This digitization allows us to use predictive analytics for better patient outcomes. Predictive analytics is utilized in decision-making activities and prediction making about the future events which are unknown. In this chapter, a brief overview of the Indian healthcare systems is given, along with data representations, challenges, issues, and risks associated with applying predictive analytics in healthcare and case studies with respect to regression and classification models.

Truth-Telling to Terminal Stage Cancer Patients in India: A Study of the General Denial to Disclosure

2021 ◽  
pp. 003022282110327
Author(s):  
Souvik Mondal
Keyword(s):  
Cancer Patients ◽  
Urban Areas ◽  
Family Members ◽  
Public Hospitals ◽  
Truth Telling ◽  
Full Disclosure ◽  
Terminal Stage ◽  
Rural And Urban Areas ◽  
Rural And Urban ◽  
Private And Public

Telling the truth to the terminal-stage cancer patients differs socio-culturally based on the priorities assigned to patients’ autonomy and the principles of beneficence and non-maleficence. After conducting in-depth interviews with 108 terminal-stage adult cancer patients, 306 family members, and 25 physicians, in private and public hospitals in both rural and urban areas, in the state of West Bengal, India it has been found that even though 85.60% of the patients prefer full disclosure, only 22.03% are actually informed. Though demographic characteristics, like age, gender, education etc., have marginal influences over the pattern of truth-telling, the main factor behind non-disclosure is the family members’ preference for principles of beneficence and non-maleficence over patient autonomy. Hence, only 9.32% of those 118 patients’ family members have agreed to full disclosure. Physicians comply with this culture of non-disclosure as family, in India, is the centre of decision-making and acts as the primary unit of care.

Digital Banking Services in Rural India

2019 ◽  
pp. 56-72
Author(s):  
Ashoka M. L. ◽  
Rakesh T. S. ◽  
Madhushree S.
Keyword(s):  
Urban Areas ◽  
Internet Banking ◽  
Rural India ◽  
Banking Services ◽  
Rural And Urban Areas ◽  
Banking Service ◽  
Rural And Urban ◽  
Private And Public ◽  
The Government ◽  
Complete Transformation

Digitization or digitalization of banking services has established a strong network which supports a quick disbursement of banking services across the world. Digital banking service has enabled India to be more operative in reducing the transaction gaps between rural and urban areas. The awareness about cashless transactions has led to the complete transformation in online-banking services. The government initiatives as well as banks (private and public) efforts in implementing digital services such as internet banking, mobile banking, payment of various utility bills, online-ticket booking, digi-lockers for investors (investment), etc. has created a sense of technical significance among rural population. Favorable network condition plays a major role in making digital banking services more triumphant in both rural and urban India. The chapter reveals the ideology of customer's satisfaction towards the digital banking services in Belthangady Taluk, Dakshina Kannada district.

scholarly journals Malaria in Haiti: A Descriptive and Temporal Study from 2009 to 2018.

2021 ◽  
Author(s):  
Jean Ricardo Jules ◽  
Jeronimo Alencar ◽  
Ernst Jn Baptiste ◽  
Martha Cecília Suárez-Mutis ◽  
Hermano Gomes Albuquerque ◽  
...  
Keyword(s):  
Urban Areas ◽  
Malaria Incidence ◽  
World Health ◽  
Epidemiological Surveillance ◽  
Data Sets ◽  
Rural And Urban Areas ◽  
Temporal Study ◽  
Rural And Urban ◽  
Epidemiological Profile ◽  
Health Organization

Abstract Background Haiti is one of the Caribbean countries where malaria still persists. Malaria occurs throughout the country at altitudes below 600 meters. More than 99% of the malaria cases are caused by Plasmodium falciparum and the main vector is Anopheles albimanus. This paper aims to describe the epidemiological profile of malaria in Haiti between 2009 and 2018. Methods We analyzed information on malaria cases reported by both the Health Ministry of Haiti (Ministère de la Santé Publique et de la Population-MSPP) and the World Health Organization (WHO) during the study period. Results Between 2009 and 2018, a total of 232,479 malaria cases were reported by the MSPP. There was an increase in the incidence of malaria in the country in 2010 followed by a decrease in 2011. Due to efforts made by Haiti over the past decade to reduce malaria by 2020, malaria incidence has declined from 60,130 cases in 2010 to 8,978 cases in 2018. We verified that the MSPP and the WHO data are conflicting in relation to the number of cases reported. However, the results from both data sets presented the same malaria trend in Haiti from 2009 to 2018. The results also show the endemicity of the disease throughout Haiti, both in rural and urban areas, especially along the coast. Conclusion This work emphasizes the need to promote official data collection and analyses and the application of epidemiological surveillance of malaria for a better knowledge about the real impact of malaria on the Haitian population aiming more appropriate interventions.

scholarly journals Demand for healthcare in India

2013 ◽  
Vol 1 (1) ◽  
pp. 7
Author(s):  
Brijesh C. Purohit
Keyword(s):  
Rural Areas ◽  
Urban Areas ◽  
Family Health ◽  
Private Provider ◽  
Public Healthcare ◽  
Clear Understanding ◽  
Indian States ◽  
Healthcare Facilities ◽  
Rural And Urban Areas ◽  
Rural And Urban

In a developing country like India, allocation of scarce fiscal resources has to be based on a clear understanding of how investments in the heath sector are going to affect demand. Three aspects like overall healthcare demand, consumer decisions to use public and/or private care and role of price/quality influencing poor/rich consumer’s decisions are critical to assessing the equity implications of alternative policies. Our paper addresses these aspects through examining the pattern of healthcare demand in India. Data from the National Family Health Survey are used to model the healthcare choices that individuals make. We consider what these behavioral characteristics imply for public policy. This analysis aims to study disparities between rural and urban areas from all throughout India to five Indian states representing three levels of per capita incomes (all-India average, rich and poor). Results evidence that healthcare demand both in rural and urban areas is a commodity emerging as an essential need. Choices between public or private provider are guided by income and quality variables mainly with regard to public healthcare denoting thus a situation of very limited alternatives in terms of availing private providers. These results emphasize that existing public healthcare facilities do not serve the objective of providing care to the poor in a satisfactory manner in rural areas. Thus, any financing strategy to improve health system and reduce disparities across rich-poor states and rural-urban areas should also take into account not only overcoming inadequacy but also inefficiency in allocation and utilization of healthcare inputs.

Management of minor ailments in primary schoolchildren in rural and urban areas

1996 ◽  
Vol 22 (3) ◽  
pp. 167-174
Author(s):  
J A Cantrill ◽  
B Johannesson ◽  
M Nicholson ◽  
P R Noyce
Keyword(s):  
Urban Areas ◽  
Rural And Urban Areas ◽  
Rural And Urban ◽  
Primary Schoolchildren ◽  
Minor Ailments

Classroom Management

2016 ◽  
Vol 1 (1) ◽  
pp. 201
Author(s):  
Elida Kurti
Keyword(s):  
Classroom Management ◽  
General Education ◽  
Urban Areas ◽  
Teaching And Learning ◽  
Educational Institutions ◽  
Important Place ◽  
Rural And Urban Areas ◽  
Rural And Urban ◽  
Intellectual Level

This paper aims to reflect an effort to identify the problems associated with the educational learning process, as well as its function to express some inherent considerations to the most effective forms of the classroom management. Mentioned in this discussion are ways of management for various categories of students, not only from an intellectual level, but also by their behavior. Also, in the elaboration of this theme I was considering that in addition to other development directions of the country, an important place is occupied by the education of the younger generation in our school environments and especially in adopting the methods of teaching and learning management with a view to enable this generation to be competitive in the European labor market. This, of course, can be achieved by giving this generation the best values of behavior, cultural level, professional level and ethics one of an European family which we belong to, not just geographically. On such foundations, we have tried to develop this study, always improving the reality of the prolonged transition in the field of children’s education. Likewise, we have considered the factors that have left their mark on the structure, cultural level and general education level of children, such as high demographic turnover associated with migration from rural and urban areas, in the capacity of our educational institutions to cope with new situations etc. In the conclusions of this study is shown that there is required a substantial reform even in the pro-university educational system to ensure a significant improvement in the behavior of children, relations between them and the sound quality of their preparation. Used literature for this purpose has not been lacking, due to the fact that such problems are usually treated by different scholars. Likewise, we found it appropriate to use the ideas and issues discussed by the foreign literature that deals directly with classroom management problems. All the following treatise is intended to reflect the way of an effective classroom management.

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