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Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review

Adolescence is a developmentally sensitive period for emotion regulation with potentially lifelong implications for mental health and well-being. Although substantial empirical research has addressed this topic, the literature is fragmented across subdisciplines, and an overarching theoretical frame...

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Autor principal: van Lissa, Caspar J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8138847/
https://www.ncbi.nlm.nih.gov/pubmed/34036150
http://dx.doi.org/10.1007/s40894-021-00160-7
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author van Lissa, Caspar J.
author_facet van Lissa, Caspar J.
author_sort van Lissa, Caspar J.
collection PubMed
description Adolescence is a developmentally sensitive period for emotion regulation with potentially lifelong implications for mental health and well-being. Although substantial empirical research has addressed this topic, the literature is fragmented across subdisciplines, and an overarching theoretical framework is lacking. The first step toward constructing a unifying framework is identifying relevant phenomena. This systematic review of 6305 articles used text mining to identify phenomena relevant to adolescents’ emotion regulation. First, a baseline was established of relevant phenomena discussed in theory and recent narrative reviews. Then, article keywords and abstracts were analyzed using text mining, examining term frequency as an indicator of relevance and term co-occurrence as an indicator of association. The results reflected themes commonly featured in theory and narrative reviews, such as socialization and neurocognitive development, but also identified undertheorized themes, such as developmental disorders, physical health, external stressors, structural disadvantage, substance use, identity and moral development, and sexual development. The findings illustrate how text mining systematic reviews, a novel approach, may complement narrative reviews. Future theoretical work might integrate these undertheorized themes into an overarching framework, and empirical research might consider them as promising areas for future research, or as potential confounders in research on adolescents’ emotion regulation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s40894-021-00160-7.
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spelling pubmed-81388472021-05-21 Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review van Lissa, Caspar J. Adolesc Res Rev Quantitative Review Adolescence is a developmentally sensitive period for emotion regulation with potentially lifelong implications for mental health and well-being. Although substantial empirical research has addressed this topic, the literature is fragmented across subdisciplines, and an overarching theoretical framework is lacking. The first step toward constructing a unifying framework is identifying relevant phenomena. This systematic review of 6305 articles used text mining to identify phenomena relevant to adolescents’ emotion regulation. First, a baseline was established of relevant phenomena discussed in theory and recent narrative reviews. Then, article keywords and abstracts were analyzed using text mining, examining term frequency as an indicator of relevance and term co-occurrence as an indicator of association. The results reflected themes commonly featured in theory and narrative reviews, such as socialization and neurocognitive development, but also identified undertheorized themes, such as developmental disorders, physical health, external stressors, structural disadvantage, substance use, identity and moral development, and sexual development. The findings illustrate how text mining systematic reviews, a novel approach, may complement narrative reviews. Future theoretical work might integrate these undertheorized themes into an overarching framework, and empirical research might consider them as promising areas for future research, or as potential confounders in research on adolescents’ emotion regulation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s40894-021-00160-7. Springer International Publishing 2021-05-21 2022 /pmc/articles/PMC8138847/ /pubmed/34036150 http://dx.doi.org/10.1007/s40894-021-00160-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Quantitative Review
van Lissa, Caspar J.
Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review
title Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review
title_full Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review
title_fullStr Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review
title_full_unstemmed Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review
title_short Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review
title_sort mapping phenomena relevant to adolescent emotion regulation: a text-mining systematic review
topic Quantitative Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8138847/
https://www.ncbi.nlm.nih.gov/pubmed/34036150
http://dx.doi.org/10.1007/s40894-021-00160-7
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