Abstract:
:Users of social media often share their feelings or emotional states through their posts. In this study, we developed a deep learning model to identify a user's mental state based on his/her posting information. To this end, we collected posts from mental health communities in Reddit. By analyzing and learning posting information written by users, our proposed model could accurately identify whether a user's post belongs to a specific mental disorder, including depression, anxiety, bipolar, borderline personality disorder, schizophrenia, and autism. We believe our model can help identify potential sufferers with mental illness based on their posts. This study further discusses the implication of our proposed model, which can serve as a supplementary tool for monitoring mental health states of individuals who frequently use social media.
journal_name
Sci Repjournal_title
Scientific reportsauthors
Kim J,Lee J,Park E,Han Jdoi
10.1038/s41598-020-68764-ysubject
Has Abstractpub_date
2020-07-16 00:00:00pages
11846issue
1issn
2045-2322pii
10.1038/s41598-020-68764-yjournal_volume
10pub_type
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