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- Delahunty, Fionn, et al.
(författare)
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Passive Diagnosis incorporating the PHQ-4 for Depression and Anxiety
- 2019
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Ingår i: Proceedings of the 4th Social Media Mining for Health Applications (#SMM4H). - : Association for Computational Linguistics. ; , s. 40-46, s. 40-46
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Konferensbidrag (övrigt vetenskapligt/konstnärligt)abstract
- Depression and anxiety are the two most prevalent mental health disorders worldwide, impacting the lives of millions of people each year. In this work, we develop and evaluate a multilabel, multidimensional deep neural network designed to predict PHQ-4 scores based on individuals written text. Our system outperforms random baseline metrics and provides a novel approach to how we can predict psychometric scores from written text. Additionally, we explore how this architecture can be applied to analyse social media data.
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