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Using social media Reddit data to examine foster families' concerns and needs during COVID-19()
BACKGROUND: COVID-19 is likely to have negatively impacted foster families but few data sources are available to confirm this. OBJECTIVE: The current study used Reddit social media data to examine how foster families are faring in the pandemic. Discussion topics were identified and examined for chan...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8440933/ https://www.ncbi.nlm.nih.gov/pubmed/34411874 http://dx.doi.org/10.1016/j.chiabu.2021.105262 |
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author | Lee, Joyce Y. Chang, Olivia D. Ammari, Tawfiq |
author_facet | Lee, Joyce Y. Chang, Olivia D. Ammari, Tawfiq |
author_sort | Lee, Joyce Y. |
collection | PubMed |
description | BACKGROUND: COVID-19 is likely to have negatively impacted foster families but few data sources are available to confirm this. OBJECTIVE: The current study used Reddit social media data to examine how foster families are faring in the pandemic. Discussion topics were identified and examined for changes before and after COVID-19. PARTICIPANTS AND SETTING: Comments were collected from three Reddit online discussion boards dedicated to foster families (N = 11,830). METHODS: We used machine learning techniques, including Latent Dirichlet Allocation, for topic modeling and textual analysis for qualitative coding of the Reddit comments. RESULTS: Results showed that three main topics had both significant quantitative and meaningful qualitative changes before and after COVID-19. There were significant increases in conversation about becoming a foster parent (F = 5.75, p = 0.02) and activities for foster children (F = 10.61, p = 0.001), whereas there was a significant decrease in discussing permanency (F = 9.46, p = 0.003) before and after the onset of COVID-19. Qualitative coding showed that regarding the topic of becoming a parent, excitement over approval of foster care license before COVID-19 shifted to foster families' increased anxieties about delays in their licensing cases after COVID-19. For permanency, content changed from the best interest of the child and reunifications before COVID-19 to concerns over family separations and permanency challenges after COVID-19. Regarding activities for foster children, content related to everyday activities before COVID-19 changed to specific activities foster children and families could do during lockdowns. Results suggest areas child welfare workers may focus on to better support foster families during and after the pandemic. |
format | Online Article Text |
id | pubmed-8440933 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84409332021-09-15 Using social media Reddit data to examine foster families' concerns and needs during COVID-19() Lee, Joyce Y. Chang, Olivia D. Ammari, Tawfiq Child Abuse Negl Article BACKGROUND: COVID-19 is likely to have negatively impacted foster families but few data sources are available to confirm this. OBJECTIVE: The current study used Reddit social media data to examine how foster families are faring in the pandemic. Discussion topics were identified and examined for changes before and after COVID-19. PARTICIPANTS AND SETTING: Comments were collected from three Reddit online discussion boards dedicated to foster families (N = 11,830). METHODS: We used machine learning techniques, including Latent Dirichlet Allocation, for topic modeling and textual analysis for qualitative coding of the Reddit comments. RESULTS: Results showed that three main topics had both significant quantitative and meaningful qualitative changes before and after COVID-19. There were significant increases in conversation about becoming a foster parent (F = 5.75, p = 0.02) and activities for foster children (F = 10.61, p = 0.001), whereas there was a significant decrease in discussing permanency (F = 9.46, p = 0.003) before and after the onset of COVID-19. Qualitative coding showed that regarding the topic of becoming a parent, excitement over approval of foster care license before COVID-19 shifted to foster families' increased anxieties about delays in their licensing cases after COVID-19. For permanency, content changed from the best interest of the child and reunifications before COVID-19 to concerns over family separations and permanency challenges after COVID-19. Regarding activities for foster children, content related to everyday activities before COVID-19 changed to specific activities foster children and families could do during lockdowns. Results suggest areas child welfare workers may focus on to better support foster families during and after the pandemic. Elsevier Ltd. 2021-11 2021-08-10 /pmc/articles/PMC8440933/ /pubmed/34411874 http://dx.doi.org/10.1016/j.chiabu.2021.105262 Text en © 2021 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Lee, Joyce Y. Chang, Olivia D. Ammari, Tawfiq Using social media Reddit data to examine foster families' concerns and needs during COVID-19() |
title | Using social media Reddit data to examine foster families' concerns and needs during COVID-19() |
title_full | Using social media Reddit data to examine foster families' concerns and needs during COVID-19() |
title_fullStr | Using social media Reddit data to examine foster families' concerns and needs during COVID-19() |
title_full_unstemmed | Using social media Reddit data to examine foster families' concerns and needs during COVID-19() |
title_short | Using social media Reddit data to examine foster families' concerns and needs during COVID-19() |
title_sort | using social media reddit data to examine foster families' concerns and needs during covid-19() |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8440933/ https://www.ncbi.nlm.nih.gov/pubmed/34411874 http://dx.doi.org/10.1016/j.chiabu.2021.105262 |
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