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Dialogue systems for mental health care aim to provide appropriate support to individuals experiencing mental distress. While extensive research has been conducted to deliver adequate emotional support, existing studies cannot identify…

计算与语言 · 计算机科学 2024-08-13 Seungyeon Seo , Gary Geunbae Lee

With the advancement of chatbots and the growing demand for automatic depression detection, identifying depression in patient conversations has gained more attention. However, prior methods often assess depression in a binary way or only a…

计算与语言 · 计算机科学 2024-10-30 Chaebin Lee , Seungyeon Seo , Heejin Do , Gary Geunbae Lee

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…

计算与语言 · 计算机科学 2022-10-25 Binwei Yao , Chao Shi , Likai Zou , Lingfeng Dai , Mengyue Wu , Lu Chen , Zhen Wang , Kai Yu

Existing depression screening predominantly relies on standardized questionnaires (e.g., PHQ-9, BDI), which suffer from high misdiagnosis rates (18-34% in clinical studies) due to their static, symptom-counting nature and susceptibility to…

神经元与认知 · 定量生物学 2025-04-24 Zhenguang Zhong , Zhixuan Wang

Background: Depression is a major public health concern, affecting an estimated five percent of the global population. Early and accurate diagnosis is essential to initiate effective treatment, yet recognition remains challenging in many…

信号处理 · 电气工程与系统科学 2025-11-21 Jana Weber , Marcel Weber , Juan Miguel Lopez Alcaraz

Depression is a pervasive mental health condition that affects hundreds of millions of individuals worldwide, yet many cases remain undiagnosed due to barriers in traditional clinical access and pervasive stigma. Social media platforms, and…

计算与语言 · 计算机科学 2025-08-06 Eliseo Bao , Anxo Pérez , Javier Parapar

Depression is a common disease worldwide. It is difficult to diagnose and continues to be underdiagnosed. Because depressed patients constantly share their symptoms, major life events, and treatments on social media, researchers are turning…

计算与语言 · 计算机科学 2025-10-27 Wenli Zhang , Jiaheng Xie , Zhu Zhang , Xiang Liu

Depression is one of the leading causes of disability worldwide, posing a severe burden on individuals, healthcare systems, and society at large. Recent advancements in Large Language Models (LLMs) have shown promise in addressing mental…

计算与语言 · 计算机科学 2025-02-11 Shiyu Teng , Jiaqing Liu , Rahul Kumar Jain , Shurong Chai , Ruibo Hou , Tomoko Tateyama , Lanfen Lin , Yen-wei Chen

Major Depressive Disorder (MDD) is a severe illness that affects millions of people, and it is critical to diagnose this disorder as early as possible. Detecting depression from voice signals can be of great help to physicians and can be…

音频与语音处理 · 电气工程与系统科学 2022-06-28 Jinhan Wang , Vijay Ravi , Jonathan Flint , Abeer Alwan

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…

人机交互 · 计算机科学 2024-12-03 Chayan Tank , Sarthak Pol , Vinayak Katoch , Shaina Mehta , Avinash Anand , Rajiv Ratn Shah

This study investigates explainable machine learning algorithms for identifying depression from speech. Grounded in evidence from speech production that depression affects motor control and vowel generation, pre-trained vowel-based…

机器学习 · 计算机科学 2024-10-25 Kexin Feng , Theodora Chaspari

Depression is a common mental disorder worldwide which causes a range of serious outcomes. The diagnosis of depression relies on patient-reported scales and psychiatrist interview which may lead to subjective bias. In recent years, more and…

音频与语音处理 · 电气工程与系统科学 2020-03-02 Zhenyu Liu , Dongyu Wang , Lan Zhang , Bin Hu

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…

人工智能 · 计算机科学 2024-12-24 Francisco de Arriba-Pérez , Silvia García-Méndez

Depression, as a typical mental disorder, has become a prevalent issue significantly impacting public health. However, the prevention and treatment of depression still face multiple challenges, including complex diagnostic procedures,…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Yu Luo , Nan Huang , Sophie Yu , Hendry Xu , Jerry Wang , Colin Wang , Zhichao Liu , Chen Zeng

Depression-diagnosis-oriented chat aims to guide patients in self-expression to collect key symptoms for depression detection. Recent work focuses on combining task-oriented dialogue and chitchat to simulate the interview-based depression…

人机交互 · 计算机科学 2025-08-21 Yiyang Gu , Yougen Zhou , Qin Chen , Ningning Zhou , Jie Zhou , Aimin Zhou , Liang He

Stigma is a barrier to treatment for individuals struggling with substance use disorders (SUD), which leads to significantly lower treatment engagement rates. With only 7% of those affected receiving any form of help, societal stigma not…

计算与语言 · 计算机科学 2025-01-28 Layla Bouzoubaa , Elham Aghakhani , Rezvaneh Rezapour

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…

计算与语言 · 计算机科学 2023-05-10 Wei Qin , Zetong Chen , Lei Wang , Yunshi Lan , Weijieying Ren , Richang Hong

Current diagnostic practice in psychiatry is not relying on objective biophysical evidence. Recent pandemic emphasized the need to address the rising number of mood disorders (in particular, depression) cases in a more efficient way. We are…

神经元与认知 · 定量生物学 2021-10-26 Milena B. Čukić

Mental disorders such as depression and anxiety have been increasing at alarming rates in the worldwide population. Notably, the major depressive disorder has become a common problem among higher education students, aggravated, and maybe…

计算与语言 · 计算机科学 2020-03-31 Paulo Mann , Aline Paes , Elton H. Matsushima

Depression is the most common psychological disorder and is considered as a leading cause of disability and suicide worldwide. An automated system capable of detecting signs of depression in human speech can contribute to ensuring timely…

声音 · 计算机科学 2023-02-21 Mashrura Tasnim , Jekaterina Novikova
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