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- W2808024810 abstract "Mental health is a significant and growing public health concern. As language usage can be leveraged to obtain crucial insights into mental health conditions, there is a need for large-scale, labeled, mental health-related datasets of users who have been diagnosed with one or more of such conditions. In this paper, we investigate the creation of high-precision patterns to identify self-reported diagnoses of nine different mental health conditions, and obtain high-quality labeleddata without the need for manual labelling. We introduce the SMHD (Self-reported Mental Health Diagnoses) dataset and make it available. SMHD is a novel large dataset of social media posts from users with one or multiple mental health conditions along with matched control users. We examine distinctions in users’ language, as measured by linguistic and psychological variables. We further explore text classification methods to identify individuals with mental conditionsthrough their language." @default.
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- W2808024810 date "2018-06-01" @default.
- W2808024810 modified "2023-09-23" @default.
- W2808024810 title "SMHD: A Large-Scale Resource for Exploring Online Language Usage for Multiple Mental Health Conditions" @default.
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