Cargando…

Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations

This article presents a strategy for the initial step of data harmonization in Individual Participant Data syntheses, i.e., making decisions as to which measures operationalize the constructs of interest - and which do not. This step is vital in the process of data harmonization, because a study can...

Descripción completa

Detalles Bibliográficos
Autores principales: Verhage, Marije L., Schuengel, Carlo, Holopainen, Annaleena, Bakermans-Kranenburg, Marian J., Bernier, Annie, Brown, Geoffrey L., Madigan, Sheri, Roisman, Glenn I., Vaever, Mette S., Wong, Maria S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9637952/
https://www.ncbi.nlm.nih.gov/pubmed/36354308
http://dx.doi.org/10.1016/j.mex.2022.101889
_version_ 1784825296653910016
author Verhage, Marije L.
Schuengel, Carlo
Holopainen, Annaleena
Bakermans-Kranenburg, Marian J.
Bernier, Annie
Brown, Geoffrey L.
Madigan, Sheri
Roisman, Glenn I.
Vaever, Mette S.
Wong, Maria S.
author_facet Verhage, Marije L.
Schuengel, Carlo
Holopainen, Annaleena
Bakermans-Kranenburg, Marian J.
Bernier, Annie
Brown, Geoffrey L.
Madigan, Sheri
Roisman, Glenn I.
Vaever, Mette S.
Wong, Maria S.
author_sort Verhage, Marije L.
collection PubMed
description This article presents a strategy for the initial step of data harmonization in Individual Participant Data syntheses, i.e., making decisions as to which measures operationalize the constructs of interest - and which do not. This step is vital in the process of data harmonization, because a study can only be as good as its measures. If the construct validity of the measures is in question, study results are questionable as well. Our proposed strategy for data harmonization consists of three steps. First, a unitary construct is defined based on the existing literature, preferably on the theoretical framework surrounding the construct. Second, the various instruments used to measure the construct are evaluated as operationalizations of this construct, and retained or excluded based on this evaluation. Third, the scores of the included measures are recoded on the same metric. We illustrate the use of this method with three example constructs focal to the Collaboration on Attachment Transmission Synthesis (CATS) study: parental sensitivity, child temperament, and social support. This process description may aid researchers in their data pooling studies, filling a gap in the literature on the first step of data harmonization. • Data harmonization in studies using combined datasets is of vital importance for the validity of the study results. • We have developed and illustrated a strategy on how to define a unitary construct and evaluate whether instruments are operationalizations of this construct as the initial step in the harmonization process. • This strategy is a transferable and reproducible method to apply to the data harmonization process.
format Online
Article
Text
id pubmed-9637952
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-96379522022-11-08 Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations Verhage, Marije L. Schuengel, Carlo Holopainen, Annaleena Bakermans-Kranenburg, Marian J. Bernier, Annie Brown, Geoffrey L. Madigan, Sheri Roisman, Glenn I. Vaever, Mette S. Wong, Maria S. MethodsX Method Article This article presents a strategy for the initial step of data harmonization in Individual Participant Data syntheses, i.e., making decisions as to which measures operationalize the constructs of interest - and which do not. This step is vital in the process of data harmonization, because a study can only be as good as its measures. If the construct validity of the measures is in question, study results are questionable as well. Our proposed strategy for data harmonization consists of three steps. First, a unitary construct is defined based on the existing literature, preferably on the theoretical framework surrounding the construct. Second, the various instruments used to measure the construct are evaluated as operationalizations of this construct, and retained or excluded based on this evaluation. Third, the scores of the included measures are recoded on the same metric. We illustrate the use of this method with three example constructs focal to the Collaboration on Attachment Transmission Synthesis (CATS) study: parental sensitivity, child temperament, and social support. This process description may aid researchers in their data pooling studies, filling a gap in the literature on the first step of data harmonization. • Data harmonization in studies using combined datasets is of vital importance for the validity of the study results. • We have developed and illustrated a strategy on how to define a unitary construct and evaluate whether instruments are operationalizations of this construct as the initial step in the harmonization process. • This strategy is a transferable and reproducible method to apply to the data harmonization process. Elsevier 2022-10-26 /pmc/articles/PMC9637952/ /pubmed/36354308 http://dx.doi.org/10.1016/j.mex.2022.101889 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Method Article
Verhage, Marije L.
Schuengel, Carlo
Holopainen, Annaleena
Bakermans-Kranenburg, Marian J.
Bernier, Annie
Brown, Geoffrey L.
Madigan, Sheri
Roisman, Glenn I.
Vaever, Mette S.
Wong, Maria S.
Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations
title Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations
title_full Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations
title_fullStr Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations
title_full_unstemmed Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations
title_short Conceptual comparison of constructs as first step in data harmonization: Parental sensitivity, child temperament, and social support as illustrations
title_sort conceptual comparison of constructs as first step in data harmonization: parental sensitivity, child temperament, and social support as illustrations
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9637952/
https://www.ncbi.nlm.nih.gov/pubmed/36354308
http://dx.doi.org/10.1016/j.mex.2022.101889
work_keys_str_mv AT verhagemarijel conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT schuengelcarlo conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT holopainenannaleena conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT bakermanskranenburgmarianj conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT bernierannie conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT browngeoffreyl conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT madigansheri conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT roismanglenni conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT vaevermettes conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT wongmarias conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations
AT conceptualcomparisonofconstructsasfirststepindataharmonizationparentalsensitivitychildtemperamentandsocialsupportasillustrations