Cargando…

Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study

BACKGROUND: The COVID-19 pandemic is a traumatic individual and collective chronic experience, with tremendous consequences on mental and psychological health that can also be reflected in people’s use of words. Psycholinguistic analysis of tweets from Twitter allows obtaining information about peop...

Descripción completa

Detalles Bibliográficos
Autores principales: Monzani, Dario, Vergani, Laura, Pizzoli, Silvia Francesca Maria, Marton, Giulia, Pravettoni, Gabriella
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8552964/
https://www.ncbi.nlm.nih.gov/pubmed/34516386
http://dx.doi.org/10.2196/29820
_version_ 1784591486925406208
author Monzani, Dario
Vergani, Laura
Pizzoli, Silvia Francesca Maria
Marton, Giulia
Pravettoni, Gabriella
author_facet Monzani, Dario
Vergani, Laura
Pizzoli, Silvia Francesca Maria
Marton, Giulia
Pravettoni, Gabriella
author_sort Monzani, Dario
collection PubMed
description BACKGROUND: The COVID-19 pandemic is a traumatic individual and collective chronic experience, with tremendous consequences on mental and psychological health that can also be reflected in people’s use of words. Psycholinguistic analysis of tweets from Twitter allows obtaining information about people’s emotional expression, analytical thinking, and somatosensory processes, which are particularly important in traumatic events contexts. OBJECTIVE: We aimed to analyze the influence of official Italian COVID-19 daily data (new cases, deaths, and hospital discharges) and the phase of managing the pandemic on how people expressed emotions and their analytical thinking and somatosensory processes in Italian tweets written during the first phases of the COVID-19 pandemic in Italy. METHODS: We retrieved 1,697,490 Italian COVID-19–related tweets written from February 24, 2020 to June 14, 2020 and analyzed them using LIWC2015 to calculate 3 summary psycholinguistic variables: emotional tone, analytical thinking, and somatosensory processes. Official daily data about new COVID-19 cases, deaths, and hospital discharges were retrieved from the Italian Prime Minister's Office and Civil Protection Department GitHub page. We considered 3 phases of managing the COVID-19 pandemic in Italy. We performed 3 general models, 1 for each summary variable as the dependent variable and with daily data and phase of managing the pandemic as independent variables. RESULTS: General linear models to assess differences in daily scores of emotional tone, analytical thinking, and somatosensory processes were significant (F(6,104)=21.53, P<.001, R(2)= .55; F(5,105)=9.20, P<.001, R(2)= .30; F(6,104)=6.15, P<.001, R(2)=.26, respectively). CONCLUSIONS: The COVID-19 pandemic affects how people express emotions, analytical thinking, and somatosensory processes in tweets. Our study contributes to the investigation of pandemic psychological consequences through psycholinguistic analysis of social media textual data.
format Online
Article
Text
id pubmed-8552964
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher JMIR Publications
record_format MEDLINE/PubMed
spelling pubmed-85529642021-11-10 Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study Monzani, Dario Vergani, Laura Pizzoli, Silvia Francesca Maria Marton, Giulia Pravettoni, Gabriella J Med Internet Res Original Paper BACKGROUND: The COVID-19 pandemic is a traumatic individual and collective chronic experience, with tremendous consequences on mental and psychological health that can also be reflected in people’s use of words. Psycholinguistic analysis of tweets from Twitter allows obtaining information about people’s emotional expression, analytical thinking, and somatosensory processes, which are particularly important in traumatic events contexts. OBJECTIVE: We aimed to analyze the influence of official Italian COVID-19 daily data (new cases, deaths, and hospital discharges) and the phase of managing the pandemic on how people expressed emotions and their analytical thinking and somatosensory processes in Italian tweets written during the first phases of the COVID-19 pandemic in Italy. METHODS: We retrieved 1,697,490 Italian COVID-19–related tweets written from February 24, 2020 to June 14, 2020 and analyzed them using LIWC2015 to calculate 3 summary psycholinguistic variables: emotional tone, analytical thinking, and somatosensory processes. Official daily data about new COVID-19 cases, deaths, and hospital discharges were retrieved from the Italian Prime Minister's Office and Civil Protection Department GitHub page. We considered 3 phases of managing the COVID-19 pandemic in Italy. We performed 3 general models, 1 for each summary variable as the dependent variable and with daily data and phase of managing the pandemic as independent variables. RESULTS: General linear models to assess differences in daily scores of emotional tone, analytical thinking, and somatosensory processes were significant (F(6,104)=21.53, P<.001, R(2)= .55; F(5,105)=9.20, P<.001, R(2)= .30; F(6,104)=6.15, P<.001, R(2)=.26, respectively). CONCLUSIONS: The COVID-19 pandemic affects how people express emotions, analytical thinking, and somatosensory processes in tweets. Our study contributes to the investigation of pandemic psychological consequences through psycholinguistic analysis of social media textual data. JMIR Publications 2021-10-27 /pmc/articles/PMC8552964/ /pubmed/34516386 http://dx.doi.org/10.2196/29820 Text en ©Dario Monzani, Laura Vergani, Silvia Francesca Maria Pizzoli, Giulia Marton, Gabriella Pravettoni. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 27.10.2021. 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 use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Monzani, Dario
Vergani, Laura
Pizzoli, Silvia Francesca Maria
Marton, Giulia
Pravettoni, Gabriella
Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study
title Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study
title_full Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study
title_fullStr Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study
title_full_unstemmed Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study
title_short Emotional Tone, Analytical Thinking, and Somatosensory Processes of a Sample of Italian Tweets During the First Phases of the COVID-19 Pandemic: Observational Study
title_sort emotional tone, analytical thinking, and somatosensory processes of a sample of italian tweets during the first phases of the covid-19 pandemic: observational study
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8552964/
https://www.ncbi.nlm.nih.gov/pubmed/34516386
http://dx.doi.org/10.2196/29820
work_keys_str_mv AT monzanidario emotionaltoneanalyticalthinkingandsomatosensoryprocessesofasampleofitaliantweetsduringthefirstphasesofthecovid19pandemicobservationalstudy
AT verganilaura emotionaltoneanalyticalthinkingandsomatosensoryprocessesofasampleofitaliantweetsduringthefirstphasesofthecovid19pandemicobservationalstudy
AT pizzolisilviafrancescamaria emotionaltoneanalyticalthinkingandsomatosensoryprocessesofasampleofitaliantweetsduringthefirstphasesofthecovid19pandemicobservationalstudy
AT martongiulia emotionaltoneanalyticalthinkingandsomatosensoryprocessesofasampleofitaliantweetsduringthefirstphasesofthecovid19pandemicobservationalstudy
AT pravettonigabriella emotionaltoneanalyticalthinkingandsomatosensoryprocessesofasampleofitaliantweetsduringthefirstphasesofthecovid19pandemicobservationalstudy