Mining Social Media Data to Study the Consequences of Dementia Diagnosis on Caregivers and Relatives.
Automated analysis
Impact dementia diagnosis
Reddit
Social media
Journal
Dementia and geriatric cognitive disorders
ISSN: 1421-9824
Titre abrégé: Dement Geriatr Cogn Disord
Pays: Switzerland
ID NLM: 9705200
Informations de publication
Date de publication:
2020
2020
Historique:
received:
17
04
2020
accepted:
03
06
2020
pubmed:
28
8
2020
medline:
16
6
2021
entrez:
28
8
2020
Statut:
ppublish
Résumé
Caregivers for people with dementia face a number of challenges such as changing family relationships, social isolation, or financial difficulties. Internet usage and social media are increasingly being recognised as resources to increase support and general public health. Using automated analysis, the aim of this study was to explore (i) the age and sex of people who post to the social media forum Reddit about dementia diagnoses, (ii) the affected person and their diagnosis, (iii) which subreddits authors are posting to, (iv) the types of messages posted, and (v) the content of these posts. We analysed Reddit posts concerning dementia diagnoses and used a previously developed text analysis pipeline to determine attributes of the posts and their authors. The posts were further examined through manual annotation of the diagnosis provided and the person affected. Lastly, we investigated the communities posters engage with and assessed the contents of the posts with an automated topic gathering/clustering technique. Five hundred and thirty-five Reddit posts were identified as relevant and further processed. The majority of posters in our dataset are females and predominantly close relatives, such as parents and grandparents, are mentioned. The communities frequented and topics gathered reflect not only the person's diagnosis but also potential outcomes, for example hardships experienced by the caregiver or the requirement for legal support. This work demonstrates the value of social media data as a resource for in-depth examination of caregivers' experience after a dementia diagnosis. It is important to study groups actively posting online, both in topic-specific and general communities, as they are most likely to benefit from novel internet-based support systems or interventions.
Identifiants
pubmed: 32854092
pii: 000509123
doi: 10.1159/000509123
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
295-302Subventions
Organisme : Alzheimer's Society
ID : 171
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_17214
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/K006584/1
Pays : United Kingdom
Informations de copyright
© 2020 S. Karger AG, Basel.