Chronic Disease Model

Words: 823
Pages: 4
Open Document
Abstract – In these days, chronic diseases are the imperative reason for death in the world. Therefore, there is a noteworthy increment in consideration being paid to individual wellness as a preventative methodology in healthcare. However, creating and building a prediction model for chronic diseases is an extraordinary change to healthcare technology on the premise of data-analysis and decision-making level. In this paper, effective mechanisms have been used for chronic disease prediction by mining the data containing historical health records. Here, we used Naïve Bayes, Decision tree, Support Vector Machine (SVM) and Artificial Neural Networks (ANN) classifiers for the diagnosis of diabetes and heart disease. In this study, we also present …show more content…
Of those three parts, data collection and data

sharing have been successfully achieved by implementing various technologies suitable for collecting and sharing health care records.

One of the prominent dimensions in health care is to design services and manage resources by understanding patient conditions. Such situations may include not only chronic conditions a patient might be suffering from, but also external factors such as mode of admission into the health care facility, length of stay in the hospital, patient age, gender, ethnicity, and so on [2].

Further foray into analytics has provided tremendous advantages that assist in designing follow-up services specifically catering to chronic illnesses, thereby reducing costs significantly and improving health care services [2].

There are a few major data mining methods have been developed and utilized as a part of data mining. Data mining strategies are utilized as a part of healthcare administration for, Diagnosis and Treatment, Healthcare Resource Administration, Customer Relationship Administration and Fraud and Anomaly Detection. Data mining methods can help Physicians recognize successful medications and best practices, and Patients get better and more moderate healthcare administrations …show more content…
As per the American Diabetes Association, 29.1 million individuals in the United States (9.3% of the population), had diabetes in 2012. Among this population, there were 8.1 million individuals who were undiscovered. The occurrence of diabetes continues expanding, with 1.7 million new analyses made in 2012. What's more, 86 million people more than 20 years of age had prediabetes, and could be thought to be in a state in the middle of health and chronic disease. Diabetes remains the seventh driving reason for death in the United States in 2010, with 69,071 deaths connected straightforwardly to it, and some more (an aggregate of 234,05) having it as the basic or contributing cause [5]. So the compelling administration of health, pre-diabetes, and diabetes are critical
Show More

Related Documents: Chronic Disease Model

Chronic Disorders Case Study Essay

There are numerous degenerative conditions and chronic diseases that older individuals face, specifically, elders over the age of 65. The elderly are facing chronic illnesses, such as diabetes, heart disease, arthritis, asthma, and dementia. Between 2000 and 2020 the number of people with chronic diseases is going to increase to a staggering forty-five percent of the population. Also, elderly Americans with multiple chronic diseases is going to rise to twenty-five percent of the population of individuals…

Words 682 - Pages 3

Cause and Effect of Chronic Disease and Its Impact in the United States Essay

Cause and effect of chronic disease and its impact in the United States ********* **** Techniques 1 – Week 3 ****** ****** – Student ID: ******* Instructor: ******* ***** April 18, 2010 The United States is experiencing an unsustainable disease burden; 130 million people today suffer from chronic diseases, taking a tremendous toll on individuals, families, and communities. In addition to lives lost and quality of life lost, we are also a nation in crisis, an economic crisis. We spend over…

Words 1176 - Pages 5

Diabetes: The Chronic Care Mode (CCM)

years, the number of adults with diagnosed diabetes in the United States nearly quadrupled, from 5.5 million to 21.3 million (Center for Disease Control and Prevention, 2014). If the current trend continues, as many as 1 out of every 3 adults in the United States could have diabetes by 2050 (Center for Disease Control and Prevention, 2014). Diabetes is a complex, chronic illness requiring intensive medical care with multifactorial risk-reduction strategies beyond glycemic control, blood pressure and lipids…

Words 767 - Pages 4

Reflection: Renal Failure and Reflective Practice Essay

of self , and which results in changed conceptual perspective.’ (BOYDS AND FALES, 1983) There are many models of reflective practices like Kolb’s learning cycle, Gibbs reflective model, Sheckley and Keatons leaning cycle. Here I am using Gibbs reflective model (1988) , to reflect a situation which was happened to a client with renal failure during my professional practice . This model consists of 6 steps. these are description (what happened ), feeling-what were you going to thinking and feelings…

Words 2398 - Pages 10

Alcoholism As A Disease: A Case Study

Classifying and accepting alcoholism as a disease has the potential to change the approach to treatment. Often, patients experience alcohol use disorder as a chronic, reoccurring condition. This condition involves multiple cycles of treatment, abstinence, and relapse. The most common means to disrupt this cycle includes continuing care that involves a combination of self-help groups, 12-step group counseling, and individual therapy (McKay & Hiller-Sturmhofel, 2011). Unfortunately, these programs…

Words 368 - Pages 2

Motor Neuron Model

Motor Neurone Disease is a progressive neurodegenerative disorder of the anterior horn cells (lower motor neurons) and upper motor neurons of the cerebral cortex (Reeves & Swenson 2008). This gradually affects muscle strength, tone and muscle mass (Huether & McCance 2008). There are a number of different forms of the disease, including Amyotrophic Lateral Sclerosis, Primary Lateral Sclerosis, Progressive Muscular Atrophy and Progressive Bulbar Palsy (Bromberg 2015). These conditions have characteristics…

Words 674 - Pages 3

The Health Belief Model: Creolization Of Louisiana

of coronary artery disease, type II diabetes mellitus, and obesity. As mentioned before, traditional Creole foods like gumbo, jambalaya, fried fish and seafood, etouffee, and bread pudding are extremely high in fat, sodium, and cholesterol content, which also describes the nutritional value of foods typically eaten by people of low socio-economic status. Thus by using the Health Belief Model, Creole food patterns and behaviors can be measured by the aggressive increase of chronic illness in Louisiana…

Words 2267 - Pages 10

Abstinence-Only Model Of Social Justice

political, gender, health access, power, etc. The abstinence-only model, also referred as the disease model, for substance abuse has been around for multiple decades. This treatment model has influenced the lives of millions yet does not work for everyone. Substance abusers and misusers are each at different levels of their recovery when they enter treatment. Some are mandated to seek treatment and others made the choice to overcome this disease on their own. Regardless, understanding each individual’s motivation…

Words 312 - Pages 2

Addiction Essay

FOUR MODELS/THEORIES OF ADDICTION AND COMPARISON OF TWO MODEL/THEORIES This essay will explain four models/theories of addiction that we have studied this semester. The first model I will discuss is the Addictive Disease Model. This model is also known as the Medical Model. This model ascertains that the disease of addiction is chronic, progressive, incurable, and potentially fatal. There are numerous facets to this model which include the…

Words 687 - Pages 3

Clinical Care Pathways (CPW)

2012). An accepted design to guide the reorganization of healthcare delivery systems from acute and reactive care to proactive, planned, and community-based care, is the Chronic Care Model (CCM). To better integrate aspects of prevention and health promotion into the CCM, an improved version called the Expanded Chronic Care Model was developed. The CCM has been used widely, however, implementation has been shown to be fragmented and limited to one or two components, mostly multidisciplinary teamwork…

Words 1686 - Pages 7