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The COVID-19 pandemic has caused substantial damage to global health. Even though three years have passed, the world continues to struggle with the virus. Concerns are growing about the impact of COVID-19 on the mental health of infected…

Computation and Language · Computer Science 2023-06-14 Jiageng Wu , Xian Wu , Yining Hua , Shixu Lin , Yefeng Zheng , Jie Yang

Depression has been the leading cause of mental-health illness worldwide. Major depressive disorder (MDD), is a common mental health disorder that affects both psychologically as well as physically which could lead to loss of lives. Due to…

Computer Vision and Pattern Recognition · Computer Science 2019-09-05 Anupama Ray , Siddharth Kumar , Rutvik Reddy , Prerana Mukherjee , Ritu Garg

There is no doubt that there has been a drastic increase in abusive and sexually explicit content in music, particularly in Billboard Music Charts. However, there is a lack of studies that validate the trend for effective policy…

Computation and Language · Computer Science 2025-10-09 Rohitash Chandra , Yathin Suresh , Divyansh Raj Sinha , Sanchit Jindal

Mental disorders such as depression and suicidal ideation are hazardous, affecting more than 300 million people over the world. However, on social media, mental disorder symptoms can be observed, and automated approaches are increasingly…

Information Retrieval · Computer Science 2023-01-26 Ramin Safa , S. A. Edalatpanah , Ali Sorourkhah

Stressors are related to depression, but this relationship is complex. We investigate the relationship between open-ended text responses about stressors and depressive symptoms across gender and racial/ethnic groups. First, we use topic…

Computation and Language · Computer Science 2022-11-16 Carlos Aguirre , Mark Dredze , Philip Resnik

News consumption on social media has become ubiquitous, yet how different forms of engagement shape psychosocial outcomes remains unclear. To address this gap, we leveraged a large-scale dataset of ~26M posts and ~45M comments on the…

Social and Information Networks · Computer Science 2026-01-21 Olivia Pal , Agam Goyal , Eshwar Chandrasekharan , Koustuv Saha

Emotions are integral to human social interactions, with diverse responses elicited by various situational contexts. Particularly, the prevalence of negative emotional states has been correlated with negative outcomes for mental health,…

Computation and Language · Computer Science 2024-01-10 Abu Bakar Siddiqur Rahman , Hoang-Thang Ta , Lotfollah Najjar , Azad Azadmanesh , Ali Saffet Gönül

In recent years, online communities have formed around suicide and self-harm prevention. While these communities offer support in moment of crisis, they can also normalize harmful behavior, discourage professional treatment, and instigate…

Computation and Language · Computer Science 2018-04-20 Luca Soldaini , Timothy Walsh , Arman Cohan , Julien Han , Nazli Goharian

This paper proposes a new depression detection system based on LLMs that is both interpretable and interactive. It not only provides a diagnosis, but also diagnostic evidence and personalized recommendations based on natural language…

Computation and Language · Computer Science 2023-05-10 Wei Qin , Zetong Chen , Lei Wang , Yunshi Lan , Weijieying Ren , Richang Hong

Recommender systems shape music listening worldwide due to their widespread adoption on online platforms. Growing concerns about representational harms that these systems may cause are increasingly part of the scientific and public debate,…

Human-Computer Interaction · Computer Science 2026-03-12 Lorenzo Porcaro , Chiara Monaldi

Prior clinical psychology research shows that Western individuals with depression tend to report psychological symptoms, while Eastern individuals report somatic ones. We test whether Large Language Models (LLMs), which are increasingly…

Computation and Language · Computer Science 2025-08-06 Shintaro Sakai , Jisun An , Migyeong Kang , Haewoon Kwak

The impact of culture on how people express distress in online support communities is increasingly a topic of interest within Computer Supported Cooperative Work (CSCW) and Human-Computer Interaction (HCI). In the United States, distinct…

Human-Computer Interaction · Computer Science 2025-06-26 Sachin R. Pendse , Ben Rochford , Neha Kumar , Munmun De Choudhury

Most current affect scales and sentiment analysis on written text focus on quantifying valence (sentiment) -- the most primary dimension of emotion. However, emotions are broader and more complex than valence. Distinguishing negative…

Computers and Society · Computer Science 2021-10-27 Asra Fatima , Li Ying , Thomas Hills , Massimo Stella

The annual consumption of web-based resources is increasing at a very fast rate, mainly due to an increase in affordability and accessibility of the internet. Many are relying on the web to get diverse perspectives, but at the same time, it…

Computers and Society · Computer Science 2021-06-21 Noble Saji Mathews , Sridhar Chimalakonda

Nowadays, listening music has been and will always be an indispensable part of our daily life. In recent years, sentiment analysis of music has been widely used in the information retrieval systems, personalized recommendation systems and…

Computation and Language · Computer Science 2019-06-18 Jie Wang , Yilin Yang

Mental health is a critical issue in modern society, and mental disorders could sometimes turn to suicidal ideation without effective treatment. Early detection of mental disorders and suicidal ideation from social content provides a…

Computation and Language · Computer Science 2021-09-27 Shaoxiong Ji , Xue Li , Zi Huang , Erik Cambria

Analysis of stress, depression and engagement is less common and more complex than that of frequently discussed emotions such as happiness, sadness, fear and anger. The importance of these psychological states has been increasingly…

Human-Computer Interaction · Computer Science 2025-03-26 Puneet Kumar , Alexander Vedernikov , Yuwei Chen , Wenming Zheng , Xiaobai Li

Music has the power to evoke intense emotional experiences and regulate the mood of an individual. With the advent of online streaming services, research in music recommendation services has seen tremendous progress. Modern methods…

Multimedia · Computer Science 2021-10-05 Kunal Vaswani , Yudhik Agrawal , Vinoo Alluri

Online political hostility is pervasive, yet it remains unclear how toxicity varies across campaign issues and political ideology, and what psychosocial signals and framing accompany toxic expression online. In this work, we present a…

Social and Information Networks · Computer Science 2026-04-21 Lei Cao , Wen Zeng , Xinyue Wu , Eun Cheol Choi , Emilio Ferrara

The outbreak of coronavirus disease 2019 (COVID-19) recently has affected human life to a great extent. Besides direct physical and economic threats, the pandemic also indirectly impact people's mental health conditions, which can be…

Computation and Language · Computer Science 2020-06-11 Irene Li , Yixin Li , Tianxiao Li , Sergio Alvarez-Napagao , Dario Garcia-Gasulla , Toyotaro Suzumura
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