CareD: Caregiver's Experience with Cognitive Decline in Reddit Posts

Muskan Garg, Sunghwan Sohn

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

With advancements in analysis of cognitive decline in electronic health records, the research community witnesses a recent surge in social media posting by caregivers and/or loved ones of people with cognitive decline. The major challenges in this area are availability of large and diverse datasets, ethics of data collection and sharing, diagnostic specificity and clinical acceptability. To this end, we construct a new dataset, CAREgivers experiences with cognitive Decline (CareD), of 1005 posts with more than 194K words and 9541 sentences, highlighting discussions on people with dementia and Alzheimer's disease on Reddit. We discuss the changing trends of discussions on cognitive decline in social media and open challenges for natural language processing and social computing. We first identify the Reddit posts reflecting substantial information as candidate posts. We further formulate the annotation guidelines, handle perplexities to investigate the existence of experiences, self-reported articles and potential caregiver in candidate posts, resulting in the discovery of latent symptoms, firsthand information, and prospective source of longitudinal information about the patient, respectively.

Original languageEnglish (US)
Title of host publicationProceedings - 2023 IEEE 11th International Conference on Healthcare Informatics, ICHI 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages581-587
Number of pages7
ISBN (Electronic)9798350302639
DOIs
StatePublished - 2023
Event11th IEEE International Conference on Healthcare Informatics, ICHI 2023 - Houston, United States
Duration: Jun 26 2023Jun 29 2023

Publication series

NameProceedings - 2023 IEEE 11th International Conference on Healthcare Informatics, ICHI 2023

Conference

Conference11th IEEE International Conference on Healthcare Informatics, ICHI 2023
Country/TerritoryUnited States
CityHouston
Period6/26/236/29/23

Keywords

  • Alzheimer's disease
  • cognitive impairment
  • dementia
  • experiences
  • social media analysis

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Science Applications
  • Health Informatics

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