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Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic

COVID-19 broke out in China in December 2019 and rapidly became a worldwide pandemic that demanded an extraordinary response from healthcare workers (HCWs). Studies conducted during the pandemic observed severe depression and PTSD in HCWs. Identifying early predictors of mental health disorders in t...

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Autores principales: Castiglioni, Marco, Caldiroli, Cristina Liviana, Negri, Attà, Manzoni, Gian Mauro, Procaccia, Rossella
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10002307/
https://www.ncbi.nlm.nih.gov/pubmed/36901490
http://dx.doi.org/10.3390/ijerph20054482
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author Castiglioni, Marco
Caldiroli, Cristina Liviana
Negri, Attà
Manzoni, Gian Mauro
Procaccia, Rossella
author_facet Castiglioni, Marco
Caldiroli, Cristina Liviana
Negri, Attà
Manzoni, Gian Mauro
Procaccia, Rossella
author_sort Castiglioni, Marco
collection PubMed
description COVID-19 broke out in China in December 2019 and rapidly became a worldwide pandemic that demanded an extraordinary response from healthcare workers (HCWs). Studies conducted during the pandemic observed severe depression and PTSD in HCWs. Identifying early predictors of mental health disorders in this population is key to informing effective treatment and prevention. The aim of this study was to investigate the power of language-based variables to predict PTSD and depression symptoms in HCWs. One hundred thirty-five HCWs (mean age = 46.34; SD = 10.96) were randomly assigned to one of two writing conditions: expressive writing (EW n = 73) or neutral writing (NW n = 62) and completed three writing sessions. PTSD and depression symptoms were assessed both pre- and post-writing. LIWC was used to analyze linguistic markers of four trauma-related variables (cognitive elaboration, emotional elaboration, perceived threat to life, and self-immersed processing). Changes in PTSD and depression were regressed onto the linguistic markers in hierarchical multiple regression models. The EW group displayed greater changes on the psychological measures and in terms of narrative categories deployed than the NW group. Changes in PTSD symptoms were predicted by cognitive elaboration, emotional elaboration, and perceived threat to life; changes in depression symptoms were predicted by self-immersed processing and cognitive elaboration. Linguistic markers can facilitate the early identification of vulnerability to mental disorders in HCWs involved in public health emergencies. We discuss the clinical implications of these findings.
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spelling pubmed-100023072023-03-11 Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic Castiglioni, Marco Caldiroli, Cristina Liviana Negri, Attà Manzoni, Gian Mauro Procaccia, Rossella Int J Environ Res Public Health Article COVID-19 broke out in China in December 2019 and rapidly became a worldwide pandemic that demanded an extraordinary response from healthcare workers (HCWs). Studies conducted during the pandemic observed severe depression and PTSD in HCWs. Identifying early predictors of mental health disorders in this population is key to informing effective treatment and prevention. The aim of this study was to investigate the power of language-based variables to predict PTSD and depression symptoms in HCWs. One hundred thirty-five HCWs (mean age = 46.34; SD = 10.96) were randomly assigned to one of two writing conditions: expressive writing (EW n = 73) or neutral writing (NW n = 62) and completed three writing sessions. PTSD and depression symptoms were assessed both pre- and post-writing. LIWC was used to analyze linguistic markers of four trauma-related variables (cognitive elaboration, emotional elaboration, perceived threat to life, and self-immersed processing). Changes in PTSD and depression were regressed onto the linguistic markers in hierarchical multiple regression models. The EW group displayed greater changes on the psychological measures and in terms of narrative categories deployed than the NW group. Changes in PTSD symptoms were predicted by cognitive elaboration, emotional elaboration, and perceived threat to life; changes in depression symptoms were predicted by self-immersed processing and cognitive elaboration. Linguistic markers can facilitate the early identification of vulnerability to mental disorders in HCWs involved in public health emergencies. We discuss the clinical implications of these findings. MDPI 2023-03-02 /pmc/articles/PMC10002307/ /pubmed/36901490 http://dx.doi.org/10.3390/ijerph20054482 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Castiglioni, Marco
Caldiroli, Cristina Liviana
Negri, Attà
Manzoni, Gian Mauro
Procaccia, Rossella
Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic
title Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic
title_full Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic
title_fullStr Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic
title_full_unstemmed Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic
title_short Linguistic Predictors of Psychological Adjustment in Healthcare Workers during the COVID-19 Pandemic
title_sort linguistic predictors of psychological adjustment in healthcare workers during the covid-19 pandemic
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10002307/
https://www.ncbi.nlm.nih.gov/pubmed/36901490
http://dx.doi.org/10.3390/ijerph20054482
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