Papers with mental health disorders
Language and Mental Health: Measures of Emotion Dynamics from Text as Linguistic Biosocial Markers (2023.emnlp-main)
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| Challenge: | valence variability was significantly lower in the control group compared to ADHD, depression, bipolar disorder, MDD, PTSD, and OCD but not PPD. |
| Approach: | They study the relationship between tweet emotion dynamics and mental health disorders by using a user-disclosed diagnosis. |
| Outcome: | The results show that the measures varied by the user's self-disclosed diagnosis. |
CASE: Efficient Curricular Data Pre-training for Building Assistive Psychology Expert Models (2024.findings-emnlp)
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Sarthak Harne, Monjoy Choudhury, Madhav Rao, T Srikanth, Seema Mehrotra, Apoorva Vashisht, Aarushi Basu, Manjit Sodhi
| Challenge: | Existing methods to identify mental health disorders rely on limited availability of psychologists. |
| Approach: | They propose to use forum posts to analyze text data to identify mental health issues . they propose to utilize readily available curricular texts for pre-training pipelines . |
| Outcome: | The proposed pipelines achieve an f1 score of 0.91 for Depression and 0.88 for Anxiety compared to existing pipelines. |