Cargando…

Analysis of Caregiver Burden Expressed in Social Media Discussions

Almost 40% of US adults provide informal caregiving, yet research gaps remain around what burdens affect informal caregivers. This study uses a novel social media site, Reddit, to mine and better understand what online communities focus on as their caregiving burdens. These forums were accessed usin...

Descripción completa

Detalles Bibliográficos
Autores principales: Shoults, Catherine C., Rutherford, Michael W., Kemp, Aaron S., Addicott, Merideth A., Brown, Aliza, Greene, Carolyn J., Hayes, Corey J., Gan, Jennifer M., Larson-Prior, Linda J., Bona, Jonathan P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9915402/
https://www.ncbi.nlm.nih.gov/pubmed/36767297
http://dx.doi.org/10.3390/ijerph20031933
_version_ 1784885895273381888
author Shoults, Catherine C.
Rutherford, Michael W.
Kemp, Aaron S.
Addicott, Merideth A.
Brown, Aliza
Greene, Carolyn J.
Hayes, Corey J.
Gan, Jennifer M.
Larson-Prior, Linda J.
Bona, Jonathan P.
author_facet Shoults, Catherine C.
Rutherford, Michael W.
Kemp, Aaron S.
Addicott, Merideth A.
Brown, Aliza
Greene, Carolyn J.
Hayes, Corey J.
Gan, Jennifer M.
Larson-Prior, Linda J.
Bona, Jonathan P.
author_sort Shoults, Catherine C.
collection PubMed
description Almost 40% of US adults provide informal caregiving, yet research gaps remain around what burdens affect informal caregivers. This study uses a novel social media site, Reddit, to mine and better understand what online communities focus on as their caregiving burdens. These forums were accessed using an application programming interface, a machine learning classifier was developed to remove low information posts, and topic modeling was applied to the corpus. An expert panel summarized the forums’ themes into ten categories. The largest theme extracted from Reddit’s forums discussed the personal emotional toll of being a caregiver. This was followed by logistic issues while caregiving and caring for parents who have cancer. Smaller themes included approaches to end-of-life care, physical equipment needs when caregiving, and the use of wearables or technology to help monitor care recipients. The platform often discusses caregiving for parents which may reflect the age of Reddit’s users. This study confirms that Reddit forums are used for caregivers to discuss the burdens associated with their role and the types of stress that can result from informal caregiving.
format Online
Article
Text
id pubmed-9915402
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-99154022023-02-11 Analysis of Caregiver Burden Expressed in Social Media Discussions Shoults, Catherine C. Rutherford, Michael W. Kemp, Aaron S. Addicott, Merideth A. Brown, Aliza Greene, Carolyn J. Hayes, Corey J. Gan, Jennifer M. Larson-Prior, Linda J. Bona, Jonathan P. Int J Environ Res Public Health Article Almost 40% of US adults provide informal caregiving, yet research gaps remain around what burdens affect informal caregivers. This study uses a novel social media site, Reddit, to mine and better understand what online communities focus on as their caregiving burdens. These forums were accessed using an application programming interface, a machine learning classifier was developed to remove low information posts, and topic modeling was applied to the corpus. An expert panel summarized the forums’ themes into ten categories. The largest theme extracted from Reddit’s forums discussed the personal emotional toll of being a caregiver. This was followed by logistic issues while caregiving and caring for parents who have cancer. Smaller themes included approaches to end-of-life care, physical equipment needs when caregiving, and the use of wearables or technology to help monitor care recipients. The platform often discusses caregiving for parents which may reflect the age of Reddit’s users. This study confirms that Reddit forums are used for caregivers to discuss the burdens associated with their role and the types of stress that can result from informal caregiving. MDPI 2023-01-20 /pmc/articles/PMC9915402/ /pubmed/36767297 http://dx.doi.org/10.3390/ijerph20031933 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
Shoults, Catherine C.
Rutherford, Michael W.
Kemp, Aaron S.
Addicott, Merideth A.
Brown, Aliza
Greene, Carolyn J.
Hayes, Corey J.
Gan, Jennifer M.
Larson-Prior, Linda J.
Bona, Jonathan P.
Analysis of Caregiver Burden Expressed in Social Media Discussions
title Analysis of Caregiver Burden Expressed in Social Media Discussions
title_full Analysis of Caregiver Burden Expressed in Social Media Discussions
title_fullStr Analysis of Caregiver Burden Expressed in Social Media Discussions
title_full_unstemmed Analysis of Caregiver Burden Expressed in Social Media Discussions
title_short Analysis of Caregiver Burden Expressed in Social Media Discussions
title_sort analysis of caregiver burden expressed in social media discussions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9915402/
https://www.ncbi.nlm.nih.gov/pubmed/36767297
http://dx.doi.org/10.3390/ijerph20031933
work_keys_str_mv AT shoultscatherinec analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT rutherfordmichaelw analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT kempaarons analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT addicottmeridetha analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT brownaliza analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT greenecarolynj analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT hayescoreyj analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT ganjenniferm analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT larsonpriorlindaj analysisofcaregiverburdenexpressedinsocialmediadiscussions
AT bonajonathanp analysisofcaregiverburdenexpressedinsocialmediadiscussions