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Propensity score matching did not support the unidimensionality needed for linking rehabilitation instruments. The method failed to create a common-person assumption, suggesting it

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SF-36activities of daily livingfactor analysisoutcome measurepropensity score matchingunidimensionality

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Area of Science:

  • Health outcomes research
  • Psychometrics
  • Rehabilitation science

Background:

  • The Rasch model's unidimensionality assumption is crucial for linking similar rehabilitation instruments.
  • Propensity score (PS) matching is a statistical technique used to control for confounding variables.
  • Equating methods aim to make scores from different tests comparable.

Purpose of the Study:

  • To evaluate if propensity score (PS) matching supports the unidimensionality assumption of the Rasch model.
  • To determine the suitability of PS matching for equating rehabilitation instruments across different groups.

Main Methods:

  • Utilized data from 1,013 respondents of the 2009 Hispanic Established Populations for Epidemiologic Studies of the Elderly Frailty study.
  • Employed a unidimensional item pool comprising 10 SF-36 physical function and nine activities of daily living items.
  • Applied PS matching based on respondent functionality (high and low) and conducted exploratory factor analysis to assess unidimensionality in the matched sample.

Main Results:

  • The matched sample exhibited two distinct measurement structures, indicating a failure to meet the unidimensionality assumption.
  • Exploratory factor analysis revealed excellent model fit for these two structures, not a single dimension.
  • Propensity score matching did not successfully mimic the common-person assumption required for equating.

Conclusions:

  • Propensity score matching alone does not ensure the unidimensionality required for the Rasch model when linking rehabilitation instruments.
  • The combination of PS matching and common-person equating may be inappropriate for comparing scores from different groups using rehabilitation instruments.
  • Further research is needed to explore alternative methods for equating rehabilitation instruments across diverse populations.