Problem
Research questions and friction points this paper is trying to address.
epilepsy
online social support
topic characterization
patient challenges
self-management
Epilepsy Online Social Support: Characterizing Topics and Challenges Shared in the r/Epilepsy Community
🤖 AI Summary
This study addresses a critical gap in understanding the discussion topics and support needs of individuals with epilepsy within dedicated online communities, which has hindered the development of effective digital health interventions. Analyzing 23,944 posts from the r/Epilepsy subreddit on Reddit, the research integrates topic modeling, qualitative thematic analysis, and psycholinguistic methods to systematically identify five core themes: symptoms and triggers, treatment experiences, daily functioning, seizure-related events, and social support. The study further delineates the specific concerns and linguistic patterns associated with each theme, offering novel empirical insights that inform the precise design of self-management technologies for epilepsy.
📝 Abstract
Epilepsy is one of the most common neurological conditions, and people living with epilepsy (PLWE) often use social media as a resource. However, a comprehensive understanding of the topics represented in epilepsy-specific communities where PLWE may be more honest is essential to designing better technologies to address epilepsy self-management. To understand the main topics and concerns of PLWE, we collected 23,944 r/Epilepsy subreddit posts and performed topic modeling, thematic, and psycho-linguistic analyses. We found five major themes for those topics: symptoms and triggers (e.g., mental health and memory, sleep/nocturnal, and photosensitivity), treatment and healthcare experience (e.g., medication, understanding epilepsy), daily functions ( e.g., perceived level of independence and finances), seizure activity (e.g., auras and ictal symptoms), and support for PLWE (assisting PLWE and support for PLWE). We highlight the top psycho-linguistic characteristics of posts across different topics. Our contributions include providing an understanding of the challenges of an online epilepsy community and their social support needs, and implications for designing technologies.
Innovation
Methods, ideas, or system contributions that make the work stand out.
topic modeling
psycholinguistic analysis
online social support
epilepsy self-management
Reddit community
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