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Mental health challenges among Indian adolescents are shaped by unique cultural and systemic barriers, including high social stigma and limited professional support. Through a mixed-methods study involving a survey of 278 adolescents and…

Computers and Society · Computer Science 2025-03-12 Neil K. R. Sehgal , Hita Kambhamettu , Sai Preethi Matam , Lyle Ungar , Sharath Chandra Guntuku

Human-AI interaction researchers face an overwhelming challenge: synthesizing insights from thousands of empirical studies to understand how AI impacts people and inform effective design. Existing approach for literature reviews cluster…

Human-Computer Interaction · Computer Science 2025-10-01 Chayapatr Archiwaranguprok , Awu Chen , Sheer Karny , Hiroshi Ishii , Pattie Maes , Pat Pataranutaporn

In the digital era, the prevalence of depressive symptoms expressed on social media has raised serious concerns, necessitating advanced methodologies for timely detection. This paper addresses the challenge of interpretable depression…

Computation and Language · Computer Science 2025-07-10 Loris Belcastro , Riccardo Cantini , Fabrizio Marozzo , Domenico Talia , Paolo Trunfio

Mental health challenges among Indian adolescents are shaped by unique cultural and systemic barriers, including high social stigma and limited professional support. We report a mixed-methods study of Indian adolescents (survey n=362;…

Human-Computer Interaction · Computer Science 2025-11-12 Neil K. R. Sehgal , Hita Kambhamettu , Sai Preethi Matam , Lyle Ungar , Sharath Chandra Guntuku

Social media platforms have rapidly adopted algorithmic curation with little consideration for the potential harm to users' mental well-being. We present findings from design workshops with 21 participants diagnosed with mental illness…

Human-Computer Interaction · Computer Science 2026-02-18 Ashlee Milton , Dan Runningen , Loren Terveen , Harmanpreet Kaur , Stevie Chancellor

There has been a proliferation of media reports about so-called AI psychosis in the last year. Not surprisingly, this has prompted growing academic work on the ways in which AI chatbots such as ChatGPT, Claude, and Replika might aggravate…

Human-Computer Interaction · Computer Science 2026-05-27 Kasper Møller Nielsen , Lucy Osler

The high prevalence of depression in society has given rise to the need for new digital tools to assist in its early detection. To this end, existing research has mainly focused on detecting depression in the domain of social media, where…

Computation and Language · Computer Science 2022-04-25 Petr Lorenc , Ana-Sabina Uban , Paolo Rosso , Jan Šedivý

Early diagnosis of mental disorders and intervention can facilitate the prevention of severe injuries and the improvement of treatment results. Using social media and pre-trained language models, this study explores how user-generated data…

Information Retrieval · Computer Science 2024-03-01 Alireza Pourkeyvan , Ramin Safa , Ali Sorourkhah

Empathy is a cognitive and emotional reaction to an observed situation of others. Empathy has recently attracted interest because it has numerous applications in psychology and AI, but it is unclear how different forms of empathy (e.g.,…

Computation and Language · Computer Science 2022-05-26 Damilola Omitaomu , Shabnam Tafreshi , Tingting Liu , Sven Buechel , Chris Callison-Burch , Johannes Eichstaedt , Lyle Ungar , João Sedoc

Group segregation or cohesion can emerge from micro-level communication, and AI-assisted messaging may shape this process. Here, we report a preregistered online experiment (N = 557 across 60 sessions) in which participants discussed…

Social and Information Networks · Computer Science 2025-11-26 Faria Huq , Elijah L. Claggett , Hirokazu Shirado

Large language models (LLMs) are increasingly used to assist computational social science research. While prior efforts have focused on text, the potential of leveraging multimodal LLMs (MLLMs) for online video studies remains…

Human-Computer Interaction · Computer Science 2025-03-10 Jiaying "Lizzy" Liu , Yiheng Su , Praneel Seth

The detection of depression through non-verbal cues has gained significant attention. Previous research predominantly centred on identifying depression within the confines of controlled laboratory environments, often with the supervision of…

Computation and Language · Computer Science 2024-06-18 Palash Moon , Pushpak Bhattacharyya

The promising research on Artificial Intelligence usages in suicide prevention has principal gaps, including black box methodologies, inadequate outcome measures, and scarce research on non-verbal inputs, such as social media images…

Artificial Intelligence · Computer Science 2023-02-21 Yael Badian , Yaakov Ophir , Refael Tikochinski , Nitay Calderon , Anat Brunstein Klomek , Roi Reichart

In this work, we provide an extensive part-of-speech analysis of the discourse of social media users with depression. Research in psychology revealed that depressed users tend to be self-focused, more preoccupied with themselves and…

Computation and Language · Computer Science 2021-08-03 Ana-Maria Bucur , Ioana R. Podină , Liviu P. Dinu

Companion chatbots offer a potential solution to the growing epidemic of loneliness, but their impact on users' psychosocial well-being remains poorly understood, raising critical ethical questions about their deployment and design. This…

Human-Computer Interaction · Computer Science 2025-08-12 Auren R. Liu , Pat Pataranutaporn , Pattie Maes

In this work we propose a machine learning model for depression detection from transcribed clinical interviews. Depression is a mental disorder that impacts not only the subject's mood but also the use of language. To this end we use a…

Computation and Language · Computer Science 2020-06-16 D. Xezonaki , G. Paraskevopoulos , A. Potamianos , S. Narayanan

Mental health disorders remain among the leading cause of disability worldwide, yet conditions such as depression, anxiety, and Post-Traumatic Stress Disorder (PTSD) are frequently underdiagnosed or misdiagnosed due to subjective…

Computation and Language · Computer Science 2025-10-17 Jianfeng Zhu , Julina Maharjan , Xinyu Li , Karin G. Coifman , Ruoming Jin

Student commitment towards a learning recommendation is not separable from their understanding of the reasons it was recommended to them; and their ability to modify it based on that understanding. Among explainability approaches, chatbots…

Artificial Intelligence · Computer Science 2024-01-25 Hasan Abu-Rasheed , Mohamad Hussam Abdulsalam , Christian Weber , Madjid Fathi

Depression disorder is a serious health condition that has affected the lives of millions of people around the world. Diagnosis of depression is a challenging practice that relies heavily on subjective studies and, in most cases, suffers…

Signal Processing · Electrical Eng. & Systems 2025-03-26 Amir Nassibi , Christos Papavassiliou , Ildar Rakhmatulin , Danilo Mandic , S. Farokh Atashzar

The widespread adoption of social media has heightened interest in its psychological effects, particularly on mental health indicators such as anxiety, depression, loneliness, and sleep quality, as these platforms increasingly influence…

Machine Learning · Computer Science 2026-04-28 Md All Shahria , Sanjeda Dewan Mithila , Touhid Alam , Mohammad Sakib Mahmood , Mahfuza Khatun
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