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31-01-2024

Assessing the interchangeability of linked scores in multivariable statistical analyses

Auteurs: Maxwell Mansolf, Courtney K. Blackwell, David Cella, Jin-Shei Lai

Gepubliceerd in: Quality of Life Research | Uitgave 4/2024

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Abstract

Purpose

Using the lens of classical test theory, we examine a linkage’s generalizability with respect to use in multivariable analyses, including multiple regression and structural equation modeling, rather than comparison of established subpopulations as is most common in the literature.

Methods

To aid in this evaluation, we present a structural-equation-modeling based statistical method to examine the suitability of a given linkage for use cases involving continuous and categorical variables external to the linkage itself.

Results

Using the PROMIS® Parent Proxy and Early Childhood Global Health measures, we show that, although a high correlation between the scores (here, r = .829) may imply a general suitability for linking, a more detailed investigation of content, measurement structure, and results of the proposed methodology reveal important differences between the measures which can compromise interchangeability in certain use cases.

Conclusion

In addition to the statistical quality of a linkage, users of linking methodology should also assess the question of whether the linkage is appropriate to apply to particular use cases of interest.
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Voetnoten
1
The actual item parameters used for PROMIS scoring are proprietary and could not be included. To obtain these parameters, contact HealthMeasures.net. Perturbation was conducted to mask the actual values by adding noise generated, separately for each item, from a random uniform distribution with limits of − .25 and .25.
 
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Metagegevens
Titel
Assessing the interchangeability of linked scores in multivariable statistical analyses
Auteurs
Maxwell Mansolf
Courtney K. Blackwell
David Cella
Jin-Shei Lai
Publicatiedatum
31-01-2024
Uitgeverij
Springer International Publishing
Gepubliceerd in
Quality of Life Research / Uitgave 4/2024
Print ISSN: 0962-9343
Elektronisch ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-023-03592-x

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