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Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17

One-in-two people suffering from mental health problems develop such distress before or during adolescence. Research has shown that distress can predict itself well over time. Yet, little is known about how well resilience factors (RFs), i.e. those factors that decrease mental health problems, predi...

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Autores principales: Fritz, J., Stochl, J., Goodyer, I. M., van Harmelen, A.-L., Wilkinson, P. O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7406495/
https://www.ncbi.nlm.nih.gov/pubmed/32759937
http://dx.doi.org/10.1038/s41398-020-00944-w
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author Fritz, J.
Stochl, J.
Goodyer, I. M.
van Harmelen, A.-L.
Wilkinson, P. O.
author_facet Fritz, J.
Stochl, J.
Goodyer, I. M.
van Harmelen, A.-L.
Wilkinson, P. O.
author_sort Fritz, J.
collection PubMed
description One-in-two people suffering from mental health problems develop such distress before or during adolescence. Research has shown that distress can predict itself well over time. Yet, little is known about how well resilience factors (RFs), i.e. those factors that decrease mental health problems, predict subsequent distress. Therefore, we investigated which RFs are the best indicators for subsequent distress and with what accuracy RFs predict subsequent distress. We examined three interpersonal (e.g. friendships) and seven intrapersonal RFs (e.g. self-esteem) and distress in 1130 adolescents, at age 14 and 17. We estimated the RFs and a continuous distress-index using factor analyses, and ordinal distress-classes using factor mixture models. We then examined how well age-14 RFs and age-14 distress predict age-17 distress, using stepwise linear regressions, relative importance analyses, as well as ordinal and linear prediction models. Low brooding, low negative and high positive self-esteem RFs were the most important indicators for age-17 distress. RFs and age-14 distress predicted age-17 distress similarly. The accuracy was acceptable for ordinal (low/moderate/high age-17 distress-classes: 62–64%), but low for linear models (37–41%). Crucially, the accuracy remained similar when only self-esteem and brooding RFs were used instead of all ten RFs (ordinal = 62%; linear = 37%); correctly predicting for about two-in-three adolescents whether they have low, moderate or high distress 3 years later. RFs, and particularly brooding and self-esteem, seem to predict subsequent distress similarly well as distress can predict itself. As assessing brooding and self-esteem can be strength-focussed and is time-efficient, those RFs may be promising for risk-detection and translational intervention research.
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spelling pubmed-74064952020-08-13 Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17 Fritz, J. Stochl, J. Goodyer, I. M. van Harmelen, A.-L. Wilkinson, P. O. Transl Psychiatry Article One-in-two people suffering from mental health problems develop such distress before or during adolescence. Research has shown that distress can predict itself well over time. Yet, little is known about how well resilience factors (RFs), i.e. those factors that decrease mental health problems, predict subsequent distress. Therefore, we investigated which RFs are the best indicators for subsequent distress and with what accuracy RFs predict subsequent distress. We examined three interpersonal (e.g. friendships) and seven intrapersonal RFs (e.g. self-esteem) and distress in 1130 adolescents, at age 14 and 17. We estimated the RFs and a continuous distress-index using factor analyses, and ordinal distress-classes using factor mixture models. We then examined how well age-14 RFs and age-14 distress predict age-17 distress, using stepwise linear regressions, relative importance analyses, as well as ordinal and linear prediction models. Low brooding, low negative and high positive self-esteem RFs were the most important indicators for age-17 distress. RFs and age-14 distress predicted age-17 distress similarly. The accuracy was acceptable for ordinal (low/moderate/high age-17 distress-classes: 62–64%), but low for linear models (37–41%). Crucially, the accuracy remained similar when only self-esteem and brooding RFs were used instead of all ten RFs (ordinal = 62%; linear = 37%); correctly predicting for about two-in-three adolescents whether they have low, moderate or high distress 3 years later. RFs, and particularly brooding and self-esteem, seem to predict subsequent distress similarly well as distress can predict itself. As assessing brooding and self-esteem can be strength-focussed and is time-efficient, those RFs may be promising for risk-detection and translational intervention research. Nature Publishing Group UK 2020-08-05 /pmc/articles/PMC7406495/ /pubmed/32759937 http://dx.doi.org/10.1038/s41398-020-00944-w Text en © The Author(s) 2020 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Fritz, J.
Stochl, J.
Goodyer, I. M.
van Harmelen, A.-L.
Wilkinson, P. O.
Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
title Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
title_full Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
title_fullStr Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
title_full_unstemmed Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
title_short Embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
title_sort embracing the positive: an examination of how well resilience factors at age 14 can predict distress at age 17
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7406495/
https://www.ncbi.nlm.nih.gov/pubmed/32759937
http://dx.doi.org/10.1038/s41398-020-00944-w
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