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

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Providing timely support and intervention is crucial in mental health settings. As the need to engage youth comfortable with texting increases, mental health providers are exploring and adopting text-based media such as chatbots,…

Human-Computer Interaction · Computer Science 2024-06-18 Kellie Yu Hui Sim , Kohleen Tijing Fortuno , Kenny Tsu Wei Choo

Social media channels, such as Facebook, Twitter, and Instagram, have altered our world forever. People are now increasingly connected than ever and reveal a sort of digital persona. Although social media certainly has several remarkable…

Social and Information Networks · Computer Science 2020-08-26 Hatoon S. AlSagri , Mourad Ykhlef

Social media data has been used for detecting users with mental disorders, such as depression. Despite the global significance of cross-cultural representation and its potential impact on model performance, publicly available datasets often…

Computation and Language · Computer Science 2024-10-16 Nuredin Ali , Charles Chuankai Zhang , Ned Mayo , Stevie Chancellor

Depression remains widely underdiagnosed and undertreated because stigma and subjective symptom ratings hinder reliable screening. To address this challenge, we propose a coarse-to-fine, multi-stage framework that leverages large language…

Artificial Intelligence · Computer Science 2026-04-14 Shiyu Teng , Jiaqing Liu , Hao Sun , Yu Li , Shurong Chai , Ruibo Hou , Tomoko Tateyama , Lanfen Lin , Yen-Wei Chen

Large language models (LLMs) are becoming increasingly popular in the field of psychological counseling. However, when human therapists work with LLMs in therapy sessions, it is hard to understand how the model gives the answers. To address…

Computation and Language · Computer Science 2025-03-06 Keqi Chen , Zekai Sun , Huijun Lian , Yingming Gao , Ya Li

Social agents and robots are increasingly being used in wellbeing settings. However, a key challenge is that these agents and robots typically rely on machine learning (ML) algorithms to detect and analyse an individual's mental wellbeing.…

Machine Learning · Computer Science 2024-08-09 Joseph Cameron , Jiaee Cheong , Micol Spitale , Hatice Gunes

With the availability of voice-enabled devices such as smart phones, mental health disorders could be detected and treated earlier, particularly post-pandemic. The current methods involve extracting features directly from audio signals. In…

Machine Learning · Computer Science 2022-05-17 Nasser Ghadiri , Rasoul Samani , Fahime Shahrokh

In this work, we present the contribution of the BLUE team in the eRisk Lab task on searching for symptoms of depression. The task consists of retrieving and ranking Reddit social media sentences that convey symptoms of depression from the…

Computation and Language · Computer Science 2023-07-07 Ana-Maria Bucur

This research discusses the figurative tensions that arise when using portraits to represent individuals behind a dataset. In the broader effort to communicate European data related to depression, the Kiel Science Communication Network…

Computers and Society · Computer Science 2025-09-04 Julia C. Ahrend , Björn Döge , Tom M Duscher , Dario Rodighiero

Chatbots are increasingly integrated into people's lives and are widely used to help people. Recently, there has also been growing interest in the reverse direction-humans help chatbots-due to a wide range of benefits including better…

Human-Computer Interaction · Computer Science 2026-01-21 Jingshu Li , Zicheng Zhu , Renwen Zhang , Yi-Chieh Lee

Depression has been a leading cause of mental-health illnesses across the world. While the loss of lives due to unmanaged depression is a subject of attention, so is the lack of diagnostic tests and subjectivity involved. Using behavioural…

Artificial Intelligence · Computer Science 2020-10-07 Shivani Shimpi , Shyam Thombre , Snehal Reddy , Ritik Sharma , Srijan Singh

Leveraging the synergy between causal knowledge graphs and a large language model (LLM), our study introduces a groundbreaking approach for computational hypothesis generation in psychology. We analyzed 43,312 psychology articles using a…

Artificial Intelligence · Computer Science 2024-08-19 Song Tong , Kai Mao , Zhen Huang , Yukun Zhao , Kaiping Peng

Chatbots powered by artificial intelligence (AI) have rapidly become a significant part of everyday life, with over a quarter of American adults using them multiple times per week. While these tools offer potential benefits and risks, a…

Computation and Language · Computer Science 2025-04-04 Joseph Heffner , Chongyu Qin , Martin Chadwick , Chris Knutsen , Christopher Summerfield , Zeb Kurth-Nelson , Robb B. Rutledge

Mental health conversational agents (a.k.a. chatbots) are widely studied for their potential to offer accessible support to those experiencing mental health challenges. Previous surveys on the topic primarily consider papers published in…

Computation and Language · Computer Science 2023-12-01 Young Min Cho , Sunny Rai , Lyle Ungar , João Sedoc , Sharath Chandra Guntuku

In a depression-diagnosis-directed clinical session, doctors initiate a conversation with ample emotional support that guides the patients to expose their symptoms based on clinical diagnosis criteria. Such a dialogue system is…

Computation and Language · Computer Science 2022-10-25 Binwei Yao , Chao Shi , Likai Zou , Lingfeng Dai , Mengyue Wu , Lu Chen , Zhen Wang , Kai Yu

Major depressive disorder is a debilitating disease affecting 264 million people worldwide. While many antidepressant medications are available, few clinical guidelines support choosing among them. Decision support tools (DSTs) embodying…

Depression has proven to be a significant public health issue, profoundly affecting the psychological well-being of individuals. If it remains undiagnosed, depression can lead to severe health issues, which can manifest physically and even…

Human-Computer Interaction · Computer Science 2024-12-03 Chayan Tank , Sarthak Pol , Vinayak Katoch , Shaina Mehta , Avinash Anand , Rajiv Ratn Shah

Depression is a significant issue nowadays. As per the World Health Organization (WHO), in 2023, over 280 million individuals are grappling with depression. This is a huge number; if not taken seriously, these numbers will increase rapidly.…

Computation and Language · Computer Science 2024-04-23 Muhammad Osama Nusrat , Waseem Shahzad , Saad Ahmed Jamal

Preliminary detection of mild depression could immensely help in effective treatment of the common mental health disorder. Due to the lack of proper awareness and the ample mix of stigmas and misconceptions present within the society,…

Depression is a serious mental illness that impacts the way people communicate, especially through their emotions, and, allegedly, the way they interact with others. This work examines depression signals in dialogs, a less studied setting…

Computation and Language · Computer Science 2022-08-23 Chuyuan Li , Chloé Braud , Maxime Amblard