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Related Concept Videos

Review and Preview01:10

Review and Preview

In statistics, several tools are used to interpret the data. Measures of central tendency represent the characteristics of the data, such as mean, median, and mode. Additionally, measures of variance like standard deviation and range are used to find the spread of data from the mean. Relative standing measures the distance between data locations. Commonly used measures of relative standings are percentile, z score, and quartiles.
Percentiles are a type of fractile that partition data into...
z Scores and Area Under the Curve01:17

z Scores and Area Under the Curve

z scores are the standardized values obtained after converting a normal distribution into a standard normal distribution. A z score is measured in units of the standard deviation. The z score tells you how many standard deviations the value x is above (to the right of) or below (to the left of) the mean, μ. Values of x that are larger than the mean have positive z scores, and values of x that are smaller than the mean have negative z scores. If x equals the mean, then x has a z score of zero.
Percentile01:18

Percentile

A percentile indicates the relative standing of a data value when data are sorted into numerical order from smallest to largest. It represents the percentages of data values that are less than or equal to the pth percentile. For example, 15% of data values are less than or equal to the 15th percentile. Low percentiles always correspond to lower data values. High percentiles always correspond to higher data values.Percentiles divide ordered data into hundredths. To score in the...
z Scores and Unusual Values01:07

z Scores and Unusual Values

The z score is one of the three measures of relative standing. It describes the location of a value in a dataset relative to the mean. z scores are obtained after the standardization of the values in a dataset. The z score for the mean is 0.
 This score indicates how far a value is from the mean in terms of standard deviation. For example, if a data value has a z score of +1, the researcher can infer that the particular data value is one standard deviation above the mean. If another data value...
Multiple Bar Graph01:07

Multiple Bar Graph

As the name suggests, a multiple bar graph is the same as a bar graph but has multiple bars to depict relationships between different data values. One can include as many parameters as possible. However, each parameter must have the same unit of measurement.
Each bar or column in the multiple bar graph represents a data value. These graphs are used primarily in interrelating two or more sets of data. The categories of different kinds of data are listed along the horizontal or x-axis, whereas...
Ranks01:02

Ranks

Unlike parametric methods, nonparametric statistics are ideal for nominal and ordinal data, requiring fewer assumptions about the population's nature or distribution. This makes nonparametric methods easier to apply and interpret, as they do not depend on parameters like mean or standard deviation. One common approach in nonparametric analysis is to sort data according to a specific criterion. For instance, we might arrange weather data from hottest to coldest days in a month or rank cities...

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Computerized Adaptive Testing System of Functional Assessment of Stroke
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Computerized Adaptive Testing System of Functional Assessment of Stroke

Published on: January 7, 2019

Mapping utility scores from the Barthel index.

Billingsley Kaambwa1, Lucinda Billingham, Stirling Bryan

  • 1Health Economics Unit, University of Birmingham, Edgbaston, Birmingham, UK. b.c.kaambwa@bham.ac.uk

The European Journal of Health Economics : HEPAC : Health Economics in Prevention and Care
|November 3, 2011
PubMed
Summary

Researchers can predict EQ-5D scores from the Barthel index using regression methods. The censored least absolute deviations (CLAD) model offers the best accuracy for economic evaluations in older populations.

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Area of Science:

  • Health Economics
  • Outcome Measurement
  • Geriatric Care

Background:

  • Economic evaluations in older populations often require utility-based outcome data (e.g., EQ-5D).
  • Collecting such data can be challenging, necessitating alternative approaches when only non-utility measures are available.
  • The Barthel index is a commonly used non-utility outcome measure in healthcare settings.

Purpose of the Study:

  • To investigate the feasibility of mapping the EQ-5D from the Barthel index.
  • To assess the predictive accuracy of different regression models for this mapping.

Main Methods:

  • Utilized data from 1,189 UK intermediate care patients.
  • Employed Ordinary Least Squares (OLS), censored least absolute deviations (CLAD), and multinomial logistic (ML) models.
  • Evaluated predictive accuracy using Mean Absolute Error (MAE) and Root-Mean-Squared Error (RMSE), with validation on admission and discharge data.

Main Results:

  • Models using EQ-5D as a continuous dependent variable and Barthel dimensions as predictors performed best.
  • The CLAD model demonstrated superior performance based on MAE, while OLS was better for RMSE.
  • CLAD predictions more closely matched observed EQ-5D values compared to OLS.

Conclusions:

  • Predicting EQ-5D scores from the Barthel index is feasible using regression techniques.
  • The CLAD model is recommended for its accuracy in mapping EQ-5D from the Barthel index.
  • This approach can aid economic evaluations when direct EQ-5D data is unavailable.