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Related papers: Deconstructing Depression Stigma: Integrating AI-d…

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Mental-health stigma remains a pervasive social problem that hampers treatment-seeking and recovery. Existing resources for training neural models to finely classify such stigma are limited, relying primarily on social-media or synthetic…

Computation and Language · Computer Science 2025-06-03 Han Meng , Yancan Chen , Yunan Li , Yitian Yang , Jungup Lee , Renwen Zhang , Yi-Chieh Lee

AI conversational agents have demonstrated efficacy in social contact interventions for stigma reduction at a low cost. However, the underlying mechanisms of how interaction designs contribute to these effects remain unclear. This study…

Human-Computer Interaction · Computer Science 2025-01-03 Tianqi Song , Jack Jamieson , Tianwen Zhu , Naomi Yamashita , Yi-Chieh Lee

Major Depressive Disorder is one of the leading causes of disability worldwide, yet its diagnosis still depends largely on subjective clinical assessments. Integrating Artificial Intelligence (AI) holds promise for developing objective,…

Artificial Intelligence · Computer Science 2026-05-01 Dorsa Macky Aleagha , Payam Zohari , Mostafa Haghir Chehreghani

With ubiquity of social media platforms, millions of people are sharing their online persona by expressing their thoughts, moods, emotions, feelings, and even their daily struggles with mental health issues voluntarily and publicly on…

Anxiety and depression are the most common mental health issues worldwide, affecting a non-negligible part of the population. Accordingly, stakeholders, including governments' health systems, are developing new strategies to promote early…

Artificial Intelligence · Computer Science 2024-12-24 Francisco de Arriba-Pérez , Silvia García-Méndez

Access to mental health support remains limited, particularly in marginalized communities where structural and cultural barriers hinder timely care. This paper explores the potential of AI-enabled chatbots as a scalable solution, focusing…

Computers and Society · Computer Science 2024-10-07 Rawan AlMakinah , Andrea Norcini-Pala , Lindsey Disney , M. Abdullah Canbaz

This study investigates the utility of speech signals for AI-based depression screening across varied interaction scenarios, including psychiatric interviews, chatbot conversations, and text readings. Participants include depressed patients…

Sound · Computer Science 2024-06-13 Yangbin Chen , Chenyang Xu , Chunfeng Liang , Yanbao Tao , Chuan Shi

Passively collected behavioral health data from ubiquitous sensors holds significant promise to provide mental health professionals insights from patient's daily lives; however, developing analysis tools to use this data in clinical…

As large language models (LLMs) have proliferated, disturbing anecdotal reports of negative psychological effects, such as delusions, self-harm, and ``AI psychosis,'' have emerged in global media and legal discourse. However, it remains…

Much attention and concern has been raised recently about bias and the use of machine learning algorithms in healthcare, especially as it relates to perpetuating racial discrimination and health disparities. Following an initial system…

Machine Learning · Computer Science 2023-05-24 Jill A. Kuhlberg , Irene Headen , Ellis A. Ballard , Donald Martin

AI-driven chatbots have become an emerging solution to address psychological distress. Due to the lack of psychotherapeutic data, researchers use dialogues scraped from online peer support forums to train them. But since the responses in…

Computation and Language · Computer Science 2023-05-18 Anuradha Welivita , Pearl Pu

The present study investigates the psychological and behavioral implications of integrating AI into debt collection practices using data from eleven European countries. Drawing on a large-scale experimental design (n = 3514) comparing human…

Computers and Society · Computer Science 2026-02-03 Minou Goetze , Sebastian Clajus , Stephan Stricker

This study investigates clinicians' perceptions and attitudes toward an assistive artificial intelligence (AI) system that employs a speech-based explainable ML algorithm for detecting depression. The AI system detects depression from…

Human-Computer Interaction · Computer Science 2024-10-25 Kexin Feng , Theodora Chaspari

Throughout history, a prevailing paradigm in mental healthcare has been one in which distressed people may receive treatment with little understanding around how their experience is perceived by their care provider, and in turn, the…

Human-Computer Interaction · Computer Science 2026-02-23 Sachin R. Pendse , Darren Gergle , Rachel Kornfield , Kaylee Kruzan , David Mohr , Jessica Schleider , Jina Suh , Annie Wescott , Jonah Meyerhoff

The COVID-19 pandemic has escalated mental health crises worldwide, with social isolation and economic instability contributing to a rise in suicidal behavior. Suicide can result from social factors such as shame, abuse, abandonment, and…

Computation and Language · Computer Science 2024-01-02 Van Minh Nguyen , Nasheen Nur , William Stern , Thomas Mercer , Chiradeep Sen , Siddhartha Bhattacharyya , Victor Tumbiolo , Seng Jhing Goh

Mental health disorders are rising worldwide. However, the availability of trained clinicians has not scaled proportionally, leaving many people without adequate or timely support. To bridge this gap, recent studies have shown the promise…

Computation and Language · Computer Science 2025-08-19 Aishik Mandal , Prottay Kumar Adhikary , Hiba Arnaout , Iryna Gurevych , Tanmoy Chakraborty

Qualitative coding is a demanding yet crucial research method in the field of Human-Computer Interaction (HCI). While recent studies have shown the capability of large language models (LLMs) to perform qualitative coding within theoretical…

Human-Computer Interaction · Computer Science 2025-12-01 Han Meng , Yitian Yang , Wayne Fu , Jungup Lee , Yunan Li , Yi-Chieh Lee

Mental health conversational agents have the potential to deliver valuable therapeutic impact, but low user engagement remains a critical barrier hindering their efficacy. Existing therapeutic approaches have leveraged clients' internal…

Human-Computer Interaction · Computer Science 2025-09-09 Mehrnoosh Sadat Shirvani , Jackie Liu , Thomas Chao , Suky Martinez , Laura Brandt , Ig-Jae Kim , Dongwook Yoon

Chatbots can serve as a viable tool for preliminary depression diagnosis via interactive conversations with potential patients. Nevertheless, the blend of task-oriented and chit-chat in diagnosis-related dialogues necessitates professional…

Artificial Intelligence · Computer Science 2024-04-09 Kunyao Lan , Cong Ming , Binwei Yao , Lu Chen , Mengyue Wu

Depression is a growing issue in society's mental health that affects all areas of life and can even lead to suicide. Fortunately, prevention programs can be effective in its treatment. In this context, this work proposes an automatic…

Computation and Language · Computer Science 2023-07-03 Andrea Laguna , Oscar Araque
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