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Explaining and Controlling Regression to the Mean in Longitudinal Research Designs

Overview of attention for article published in Journal of Speech, Language & Hearing Research, December 2003
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Article details
Title
Explaining and Controlling Regression to the Mean in Longitudinal Research Designs
Published in
Journal of Speech, Language & Hearing Research, December 2003
DOI 10.1044/1092-4388(2003/104)
Pubmed ID
Authors
Abstract

This tutorial is concerned with examining how regression to the mean influences research findings in longitudinal studies of clinical populations. In such studies participants are often obtained because of performance that deviates systematically from the population mean and are then subsequently studied with respect to change in the trait used for this selection. It is shown that in such research there is a potential for the estimates of change to be erroneous due to the effect of regression to the mean. The source of the regression effect is shown to arise from measurement error and a sampling bias of this measurement error in the process of selecting on extreme scores. It is also shown that regression effects are greater with measures that are less reliable and with samples that are selected with more extreme scores. Furthermore, it is shown that regression effects are particularly prominent when measures of change are based on changes in dichotomous states formed from quantitative, normally distributed traits. In addition to a formal analysis of the regression to the mean, the features of regression to the mean are demonstrated via a simulation.

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X Demographics

X Demographics

The data shown below were collected from the profiles of 6 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley demographics

Mendeley demographics

The data shown below were compiled from readership statistics for 38 Mendeley readers of this research output. Click here to see the associated Mendeley record.
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Geographical breakdown

Geographical breakdown
Country Count As %
United States 3 8%
Netherlands 1 3%
Hong Kong 1 3%
Germany 1 3%
Unknown 32 84%

Demographic breakdown

Readers by professional status
Readers by professional status Count As %
Researcher 10 26%
Student > Ph. D. Student 5 13%
Professor 4 11%
Other 3 8%
Student > Doctoral Student 3 8%
Other 6 16%
Unknown 7 18%
Readers by discipline
Readers by discipline Count As %
Psychology 8 21%
Social Sciences 8 21%
Medicine and Dentistry 5 13%
Nursing and Health Professions 3 8%
Linguistics 2 5%
Other 5 13%
Unknown 7 18%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 3. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 28 April 2017.
All research outputs
#21,401,977
of 34,361,833 outputs
Outputs from Journal of Speech, Language & Hearing Research
#2,467
of 4,509 outputs
Outputs of similar age
#175,122
of 199,261 outputs
Outputs of similar age from Journal of Speech, Language & Hearing Research
#5
of 6 outputs
Altmetric has tracked 34,361,833 research outputs across all sources so far. This one is in the 37th percentile – i.e., 37% of other outputs scored the same or lower than it.
So far Altmetric has tracked 4,509 research outputs from this source. They typically receive a little more attention than average, with a mean Attention Score of 7.1. This one is in the 44th percentile – i.e., 44% of its peers scored the same or lower than it.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 199,261 tracked outputs that were published within six weeks on either side of this one in any source. This one is in the 12th percentile – i.e., 12% of its contemporaries scored the same or lower than it.
We're also able to compare this research output to 6 others from the same source and published within six weeks on either side of this one.