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Effective communication is central to achieving positive healthcare outcomes in mental health contexts, yet international students often face linguistic and cultural barriers that hinder their communication of mental distress. In this…

Neurons and Cognition · Quantitative Biology 2025-12-05 Sui He , Shenbin Qian

Open data refers to data that is freely available for reuse. Although there has been rapid increase in availability of open data to public in the last decade, this has not translated into better decision-support tools for them. We propose…

Artificial Intelligence · Computer Science 2019-01-14 Biplav Srivastava

Mental health remains a major public health concern, while access to timely psychological support is often limited. AI-based dialogue systems have emerged as promising tools to address these barriers, and recent advances in large language…

Computers and Society · Computer Science 2026-03-16 Daeun Lee , Dongje Yoo , Migyeong Yang , Jihyun An , Christine B. Cha , Jinyoung Han

Automatic depression detection from conversational interactions holds significant promise for scalable screening but remains hindered by severe data scarcity and a lack of clinical interpretability. Existing approaches typically rely on…

Computation and Language · Computer Science 2026-04-28 Rishitej Reddy Vyalla , Kritarth Prasad , Avinash Anand , Erik Cambria , Shaoxiong Ji , Faten S. Alamri , Zhengkui Wang

We propose a pipeline for gaining insights into complex diseases by training LLMs on challenging social media text data classification tasks, obtaining explanations for the classification outputs, and performing qualitative and quantitative…

Computation and Language · Computer Science 2024-12-17 Kexin Chen , Noelle Lim , Claire Lee , Michael Guerzhoy

The COVID-19 pandemic has forced many people to limit their social activities, which has resulted in a rise in mental illnesses, particularly depression. To diagnose these illnesses with accuracy and speed, and prevent severe outcomes such…

Machine Learning · Computer Science 2023-11-14 Hossein Simchi , Samira Tajik

Empathy is critical to successful mental health support. Empathy measurement has predominantly occurred in synchronous, face-to-face settings, and may not translate to asynchronous, text-based contexts. Because millions of people use…

Computation and Language · Computer Science 2020-09-18 Ashish Sharma , Adam S. Miner , David C. Atkins , Tim Althoff

Telehealth is a valuable tool for primary health care (PHC), where depression is a common condition. PHC is the first point of contact for most people with depression, but about 25% of diagnoses made by PHC physicians are inaccurate. Many…

Depression is ranked as the largest contributor to global disability and is also a major reason for suicide. Still, many individuals suffering from forms of depression are not treated for various reasons. Previous studies have shown that…

Computation and Language · Computer Science 2024-10-30 Marcel Trotzek , Sven Koitka , Christoph M. Friedrich

Cognitive Behavioral Therapy (CBT) is an effective technique for addressing the irrational thoughts stemming from mental illnesses, but it necessitates precise identification of cognitive pathways to be successfully implemented in patient…

Computation and Language · Computer Science 2024-04-18 Meng Jiang , Yi Jing Yu , Qing Zhao , Jianqiang Li , Changwei Song , Hongzhi Qi , Wei Zhai , Dan Luo , Xiaoqin Wang , Guanghui Fu , Bing Xiang Yang

Social network plays an important role in propagating people's viewpoints, emotions, thoughts, and fears. Notably, following lockdown periods during the COVID-19 pandemic, the issue of depression has garnered increasing attention, with a…

Computation and Language · Computer Science 2023-06-28 Yan Shi , Yao Tian , Chengwei Tong , Chunyan Zhu , Qianqian Li , Mengzhu Zhang , Wei Zhao , Yong Liao , Pengyuan Zhou

Massive social media data can reflect people's authentic thoughts, emotions, communication, etc., and therefore can be analyzed for early detection of mental health problems such as depression. Existing works about early depression…

Social and Information Networks · Computer Science 2025-03-04 Chen Chen , Mingwei Li , Fenghuan Li , Haopeng Chen , Yuankun Lin

Users of social platforms often perceive these sites as supportive spaces to post about their mental health issues. Those conversations contain important traces about individuals' health risks. Recently, researchers have exploited this…

Computation and Language · Computer Science 2024-08-21 Eliseo Bao , Anxo Pérez , Javier Parapar

In this study, we design a low-complexity and generalized AI model that can capture common knowledge to improve data reconstruction of the channel decoder for semantic communication. Specifically, we propose a generative adversarial network…

Machine Learning · Computer Science 2025-07-25 Minh-Duong Nguyen , Quoc-Viet Pham , Nguyen H. Tran , Hoang-Khoi Do , Duy T. Ngo , Won-Joo Hwang

This study investigates the potential of multimodal data integration, which combines electroencephalogram (EEG) data with sociodemographic characteristics like age, sex, education, and intelligence quotient (IQ), to diagnose mental diseases…

Machine Learning · Computer Science 2025-02-07 Himanshi Singh , Sadhana Tiwari , Sonali Agarwal , Ritesh Chandra , Sanjay Kumar Sonbhadra , Vrijendra Singh

Depression is a common mental illness that has to be detected and treated at an early stage to avoid serious consequences. There are many methods and modalities for detecting depression that involves physical examination of the individual.…

Artificial Intelligence · Computer Science 2022-02-08 Kayalvizhi S , Thenmozhi D

Large language models (LLMs) have shown promising capabilities in healthcare analysis but face several challenges like hallucinations, parroting, and bias manifestation. These challenges are exacerbated in complex, sensitive, and…

Computation and Language · Computer Science 2024-12-18 Vivek Kumar , Eirini Ntoutsi , Pushpraj Singh Rajawat , Giacomo Medda , Diego Reforgiato Recupero

Objective: Domestic abuse cases have risen significantly over the last four years, in part due to the COVID-19 pandemic and the challenges for victims and survivors in accessing support. In this study, we investigate the role that chatbots…

Computers and Society · Computer Science 2024-02-28 Rahime Belen Saglam , Jason R. C. Nurse , Lisa Sugiura

Large language models (LLMs) chatbots like ChatGPT are increasingly used for mental health support. They offer accessible, therapeutic support but also raise concerns about misinformation, over-reliance, and risks in high-stakes contexts of…

Computers and Society · Computer Science 2025-12-09 Lingyao Li , Xiaoshan Huang , Renkai Ma , Ben Zefeng Zhang , Haolun Wu , Fan Yang , Chen Chen

Accurate and interpretable detection of depressive language in social media is useful for early interventions of mental health conditions, and has important implications for both clinical practice and broader public health efforts. In this…

Computation and Language · Computer Science 2025-06-10 Samuel Kim , Oghenemaro Imieye , Yunting Yin
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