Cargando…
The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context
In March 2020, residents of the Bronx, New York experienced one of the first significant community COVID-19 outbreaks in the United States. Focusing on intensive longitudinal data from 78 Bronx-based older adults, we used a multi-method approach to (1) examine 2019 to early pandemic (February-June 2...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8865674/ https://www.ncbi.nlm.nih.gov/pubmed/35196353 http://dx.doi.org/10.1371/journal.pone.0264280 |
_version_ | 1784655677608689664 |
---|---|
author | Pasquini, Giancarlo Ferguson, Giselle Bouklas, Isabella Vu, Huy Zamani, Mohammadzaman Zhaoyang, Ruixue Harrington, Karra D. Roque, Nelson A. Mogle, Jacqueline Schwartz, H. Andrew Scott, Stacey B. |
author_facet | Pasquini, Giancarlo Ferguson, Giselle Bouklas, Isabella Vu, Huy Zamani, Mohammadzaman Zhaoyang, Ruixue Harrington, Karra D. Roque, Nelson A. Mogle, Jacqueline Schwartz, H. Andrew Scott, Stacey B. |
author_sort | Pasquini, Giancarlo |
collection | PubMed |
description | In March 2020, residents of the Bronx, New York experienced one of the first significant community COVID-19 outbreaks in the United States. Focusing on intensive longitudinal data from 78 Bronx-based older adults, we used a multi-method approach to (1) examine 2019 to early pandemic (February-June 2020) changes in momentary psychological well-being of Einstein Aging Study (EAS) participants and (2) to contextualize these changes with community distress scores collected from public Twitter posts posted in Bronx County. We found increases in mean loneliness from 2019 to 2020; and participants that were higher in neuroticism had greater increases in thought unpleasantness and feeling depressed. Twitter-based Bronx community scores of anxiety, depressivity, and negatively-valenced affect showed elevated levels in 2020 weeks relative to 2019. Integration of EAS participant data and community data showed week-to-week fluctuations across 2019 and 2020. Results highlight how community-level data can characterize a rapidly changing environment to supplement individual-level data at no additional burden to individual participants. |
format | Online Article Text |
id | pubmed-8865674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-88656742022-02-24 The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context Pasquini, Giancarlo Ferguson, Giselle Bouklas, Isabella Vu, Huy Zamani, Mohammadzaman Zhaoyang, Ruixue Harrington, Karra D. Roque, Nelson A. Mogle, Jacqueline Schwartz, H. Andrew Scott, Stacey B. PLoS One Research Article In March 2020, residents of the Bronx, New York experienced one of the first significant community COVID-19 outbreaks in the United States. Focusing on intensive longitudinal data from 78 Bronx-based older adults, we used a multi-method approach to (1) examine 2019 to early pandemic (February-June 2020) changes in momentary psychological well-being of Einstein Aging Study (EAS) participants and (2) to contextualize these changes with community distress scores collected from public Twitter posts posted in Bronx County. We found increases in mean loneliness from 2019 to 2020; and participants that were higher in neuroticism had greater increases in thought unpleasantness and feeling depressed. Twitter-based Bronx community scores of anxiety, depressivity, and negatively-valenced affect showed elevated levels in 2020 weeks relative to 2019. Integration of EAS participant data and community data showed week-to-week fluctuations across 2019 and 2020. Results highlight how community-level data can characterize a rapidly changing environment to supplement individual-level data at no additional burden to individual participants. Public Library of Science 2022-02-23 /pmc/articles/PMC8865674/ /pubmed/35196353 http://dx.doi.org/10.1371/journal.pone.0264280 Text en © 2022 Pasquini et al 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 author and source are credited. |
spellingShingle | Research Article Pasquini, Giancarlo Ferguson, Giselle Bouklas, Isabella Vu, Huy Zamani, Mohammadzaman Zhaoyang, Ruixue Harrington, Karra D. Roque, Nelson A. Mogle, Jacqueline Schwartz, H. Andrew Scott, Stacey B. The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context |
title | The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context |
title_full | The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context |
title_fullStr | The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context |
title_full_unstemmed | The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context |
title_short | The where and when of COVID-19: Using ecological and Twitter-based assessments to examine impacts in a temporal and community context |
title_sort | where and when of covid-19: using ecological and twitter-based assessments to examine impacts in a temporal and community context |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8865674/ https://www.ncbi.nlm.nih.gov/pubmed/35196353 http://dx.doi.org/10.1371/journal.pone.0264280 |
work_keys_str_mv | AT pasquinigiancarlo thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT fergusongiselle thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT bouklasisabella thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT vuhuy thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT zamanimohammadzaman thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT zhaoyangruixue thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT harringtonkarrad thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT roquenelsona thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT moglejacqueline thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT schwartzhandrew thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT scottstaceyb thewhereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT pasquinigiancarlo whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT fergusongiselle whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT bouklasisabella whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT vuhuy whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT zamanimohammadzaman whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT zhaoyangruixue whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT harringtonkarrad whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT roquenelsona whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT moglejacqueline whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT schwartzhandrew whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext AT scottstaceyb whereandwhenofcovid19usingecologicalandtwitterbasedassessmentstoexamineimpactsinatemporalandcommunitycontext |