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COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE
A life course perspective on social relationships highlights the salience of specific relationships at specific times in life, but analyses that account for life course trajectories in social relationships are rare. The present study explores the properties of two analytic approaches to classifying...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767163/ http://dx.doi.org/10.1093/geroni/igac059.2623 |
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author | Friedman, Elliot Teas, Elizabeth Marceau, Kristine |
author_facet | Friedman, Elliot Teas, Elizabeth Marceau, Kristine |
author_sort | Friedman, Elliot |
collection | PubMed |
description | A life course perspective on social relationships highlights the salience of specific relationships at specific times in life, but analyses that account for life course trajectories in social relationships are rare. The present study explores the properties of two analytic approaches to classifying life course relationships: 1) a priori, or theoretical, classification strategies, and 2) latent profile analysis (LPA). Including multiple dimensions of social relationships at different time points across the life course, we determined whether theoretical or LPA profiles better predict later-life functional limitations, given that functional impairment is prevalent among middle-aged and older adults. We also assessed whether the two approaches are differentially associated with a broad set of covariates. Data were from three waves of the Midlife in the United States (MIDUS) study (n = 6,909). Relationship variables (parental affection, parental discipline, social support, social strain, and positive relations with others) were from wave 1. Functional limitations were measured at wave 3. Both the LPA and theoretical approach resulted in 4 profiles (although there were qualitative differences), and both approaches differentiated covariate values in similar ways. Loglikelihood comparisons in Mplus showed that the LPA, compared to the theoretical approach, was more sensitive to detecting differences in functional limitations. Overall, the data-driven profiles differed from theory-based profiles, which may be substantively meaningful for understanding associations between life-course relationships and health. Practical implications include development of a measure for future research to apply these novel life-course social relationship groups, particularly with smaller samples not suitable for LPA. |
format | Online Article Text |
id | pubmed-9767163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-97671632022-12-21 COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE Friedman, Elliot Teas, Elizabeth Marceau, Kristine Innov Aging Abstracts A life course perspective on social relationships highlights the salience of specific relationships at specific times in life, but analyses that account for life course trajectories in social relationships are rare. The present study explores the properties of two analytic approaches to classifying life course relationships: 1) a priori, or theoretical, classification strategies, and 2) latent profile analysis (LPA). Including multiple dimensions of social relationships at different time points across the life course, we determined whether theoretical or LPA profiles better predict later-life functional limitations, given that functional impairment is prevalent among middle-aged and older adults. We also assessed whether the two approaches are differentially associated with a broad set of covariates. Data were from three waves of the Midlife in the United States (MIDUS) study (n = 6,909). Relationship variables (parental affection, parental discipline, social support, social strain, and positive relations with others) were from wave 1. Functional limitations were measured at wave 3. Both the LPA and theoretical approach resulted in 4 profiles (although there were qualitative differences), and both approaches differentiated covariate values in similar ways. Loglikelihood comparisons in Mplus showed that the LPA, compared to the theoretical approach, was more sensitive to detecting differences in functional limitations. Overall, the data-driven profiles differed from theory-based profiles, which may be substantively meaningful for understanding associations between life-course relationships and health. Practical implications include development of a measure for future research to apply these novel life-course social relationship groups, particularly with smaller samples not suitable for LPA. Oxford University Press 2022-12-20 /pmc/articles/PMC9767163/ http://dx.doi.org/10.1093/geroni/igac059.2623 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of The Gerontological Society of America. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Abstracts Friedman, Elliot Teas, Elizabeth Marceau, Kristine COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE |
title | COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE |
title_full | COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE |
title_fullStr | COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE |
title_full_unstemmed | COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE |
title_short | COMPARING DATA-DRIVEN AND THEORY-DRIVEN APPROACHES TO CLASSIFY SOCIAL RELATIONSHIPS ACROSS THE LIFE COURSE |
title_sort | comparing data-driven and theory-driven approaches to classify social relationships across the life course |
topic | Abstracts |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767163/ http://dx.doi.org/10.1093/geroni/igac059.2623 |
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