Understanding who uses Reddit:Profiling individuals with a self-reported bipolar disorder diagnosis

Jagfeld, Glorianna and Lobban, Fiona and Rayson, Paul and Jones, Steven (2021) Understanding who uses Reddit:Profiling individuals with a self-reported bipolar disorder diagnosis. In: Computational Linguistics and Clinical Psychology: Improving Access. Association for Computational Linguistics (ACL Anthology), Stroudsberg, PA, pp. 1-14. ISBN 9781954085411

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Abstract

Recently, research on mental health conditions using public online data, including Reddit, has surged in NLP and health research but has not reported user characteristics, which are important to judge generalisability of findings. This paper shows how existing NLP methods can yield information on clinical, demographic, and identity characteristics of almost 20K Reddit users who self-report a bipolar disorder diagnosis. This population consists of slightly more feminine- than masculine-gendered mainly young or middle-aged US-based adults who often report additional mental health diagnoses, which is compared with general Reddit statistics and epidemiological studies. Additionally, this paper carefully evaluates all methods and discusses ethical issues.

Item Type:
Contribution in Book/Report/Proceedings
ID Code:
154356
Deposited By:
Deposited On:
28 Apr 2021 14:25
Refereed?:
Yes
Published?:
Published
Last Modified:
21 Nov 2022 17:33