Related Experiment Videos
Clustering countries to evaluate health outcomes globally
Sue Thomas Hegyvary1, Devon M Berry, Alejandro Murua
1School of Nursing and Department of Global Health, University of Washington, Seattle, WA 98195, USA. hegyvary@u.washington.edu
Journal of Public Health Policy
|August 15, 2008
Summary
Global health disparities are complex, with child mortality and healthy life expectancy data revealing nonlinear patterns. Clustering countries highlights diverse health trajectories, not a single progression path.
Area of Science:
- Global Health
- Health Disparities
- Child Mortality
Background:
- Assessing global health disparities requires clustering countries by health outcomes.
- Inconsistent health outcome data across sources (World Bank, WHO, UNICEF) pose challenges.
- New Institute for Health Metrics and Evaluation (IHME) under-five mortality data offers improved country-level estimates and confidence intervals.
Purpose of the Study:
- To identify country clusters using under-five child mortality and WHO's Healthy Life Expectancy (HALE) data.
- To analyze global health outcome distributions and identify nonlinear patterns.
- To propose country clusters for studying societal factors influencing health outcomes.
Main Methods:
- Utilized IHME under-five child mortality data and WHO HALE data for 160 countries.
- Employed model-based clustering techniques to identify country groupings.
- Accounted for uncertainty within the data and clustering results.
Main Results:
- Identified four distinct country clusters in 2000 and six in 2003.
- Demonstrated nonlinear distributions of health outcomes globally.
- Indicated no single, uniform trajectory for health outcome progression across countries.
Conclusions:
- Country clustering reveals complex, nonlinear global health outcome distributions.
- The identified clusters provide a framework for further investigation into determinants of health.
- Future research should leverage these clusters to explore societal conditions impacting health over time.
Related Concept Videos
Methods Of Healthcare Delivery System
At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is limited...
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is limited...
International Nursing Organizations II
The World Health Organization (WHO) is a specialized agency of the United Nations based in Geneva. The WHO has many initiatives that center around health. Primarily, they lead global efforts to expand universal health coverage using science-based policies and programs. They are also responsible for shaping health research agendas and developing norms and standards.
The WHO provides expert team support, including funding, vaccines, testing, and treatment tools at the country level to fight...
The WHO provides expert team support, including funding, vaccines, testing, and treatment tools at the country level to fight...
Pareto Chart
A Pareto chart is a bar graph or a combination of both line and bar graphs. The bar lengths represent the individual values or the frequency, while the lines represent the cumulative total values. In this chart, the longest bars are arranged on the left and the shortest bars on the right, which makes it easier to read and interpret the data. It can also be called a Pareto diagram or Pareto analysis.
The Pareto chart is named after the Italian economist Vilfredo Pareto, who described the Pareto...
The Pareto chart is named after the Italian economist Vilfredo Pareto, who described the Pareto...
Sampling Plans
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Cluster Sampling Method
Appropriate sampling methods ensure that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
Primary Healthcare Services
Primary care promotes wellness and prevents disease. This care includes health promotion, education, protection (such as immunizations), early disease screening, and environmental considerations. Settings providing this type of healthcare include physician offices, public health clinics, school nursing, and community health nursing.
In 1978, international leaders convened in Alma-Ata, Kazakhstan, for what would be a pivotal event in global health. The Alma-Ata Declaration was the first to call...
In 1978, international leaders convened in Alma-Ata, Kazakhstan, for what would be a pivotal event in global health. The Alma-Ata Declaration was the first to call...