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相关论文: PsyGUARD: An Automated System for Suicide Detectio…

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Background: Formulation, associated with suicide risk assessment, is an individualised process that seeks to understand the idiosyncratic nature and development of an individual's problems. Auditing clinical documentation on an electronic…

计算与语言 · 计算机科学 2024-12-23 Rajib Rana , Niall Higgins , Kazi N. Haque , John Reilly , Kylie Burke , Kathryn Turner , Anthony R. Pisani , Terry Stedman

Suicide remains one of the main preventable causes of death among active service members and veterans. Early detection and prediction are crucial in suicide prevention. Machine learning techniques have yielded promising results in this area…

Mental health issues significantly impact individuals' daily lives, yet many do not receive the help they need even with available online resources. This study aims to provide accessible, stigma-free, personalized, and real-time mental…

人机交互 · 计算机科学 2025-09-23 Qiming Guo , Jinwen Tang , Wenbo Sun , Haoteng Tang , Yi Shang , Wenlu Wang

Suicide remains a pressing global public health concern. While social media platforms offer opportunities for early risk detection through online conversation trees, existing approaches face two major limitations: (1) They rely on…

计算与语言 · 计算机科学 2026-03-02 Jun Li , Xiangmeng Wang , Haoyang Li , Yifei Yan , Shijie Zhang , Hong Va Leong , Ling Feng , Nancy Xiaonan Yu , Qing Li

Dialogue systems are increasingly integrated into mental health support to help clients facilitate exploration, gain insight, take action, and ultimately heal themselves. A practical and user-friendly dialogue system should be…

计算与语言 · 计算机科学 2024-03-21 Huachuan Qiu , Anqi Li , Lizhi Ma , Zhenzhong Lan

Currently, the process of evaluating suicides is highly subjective, which limits the efficacy and accuracy of prevention efforts. Artificial intelligence (AI) has emerged as a means of investigating large datasets to identify patterns…

社会与信息网络 · 计算机科学 2021-03-08 Hugo J. Bello , Nora Palomar-Ciria , Enrique Baca-García , Celia Lozano

Suicide is a major public health crisis. With more than 20,000,000 suicide attempts each year, the early detection of suicidal intent has the potential to save hundreds of thousands of lives. Traditional mental health screening methods are…

计算与语言 · 计算机科学 2022-09-14 Daniel DiPietro , Vivek Hazari , Soroush Vosoughi

With social media communities increasingly becoming places where suicidal individuals post and congregate, natural language processing presents an exciting avenue for the development of automated suicide risk assessment systems. However,…

计算与语言 · 计算机科学 2024-12-17 Max Lovitt , Haotian Ma , Song Wang , Yifan Peng

Depression is a prominent health challenge to the world, and early risk detection (ERD) of depression from online posts can be a promising technique for combating the threat. Early depression detection faces the challenge of efficiently…

计算与语言 · 计算机科学 2022-05-20 Zhiling Zhang , Siyuan Chen , Mengyue Wu , Kenny Q. Zhu

Psychological support hotlines serve as critical lifelines for crisis intervention but encounter significant challenges due to rising demand and limited resources. Large language models (LLMs) offer potential support in crisis assessments,…

计算与语言 · 计算机科学 2025-12-19 Guifeng Deng , Shuyin Rao , Tianyu Lin , Anlu Dai , Pan Wang , Junyi Xie , Haidong Song , Ke Zhao , Dongwu Xu , Zhengdong Cheng , Tao Li , Haiteng Jiang

The delayed access to specialized psychiatric assessments and care for patients at risk of suicidal tendencies in emergency departments creates a notable gap in timely intervention, hindering the provision of adequate mental health support…

Background: Recent advancements in Artificial Intelligence (AI) contributed significantly to suicide assessment, however, our theoretical understanding of this complex behavior is still limited. Objective: This study aimed to harness AI…

计算与语言 · 计算机科学 2024-04-29 Shir Lissak , Yaakov Ophir , Refael Tikochinski , Anat Brunstein Klomek , Itay Sisso , Eyal Fruchter , Roi Reichart

Automated real-time evaluation of counselor-client interaction is important for ensuring quality counseling but the rules are difficult to articulate. Recent advancements in machine learning methods show the possibility of learning such…

计算与语言 · 计算机科学 2022-03-08 Anqi Li , Jingsong Ma , Lizhi Ma , Pengfei Fang , Hongliang He , Zhenzhong Lan

Suicidal ideation detection is critical for real-time suicide prevention, yet its progress faces two under-explored challenges: limited language coverage and unreliable annotation practices. Most available datasets are in English, but even…

计算与语言 · 计算机科学 2025-07-22 Amina Dzafic , Merve Kavut , Ulya Bayram

Online social media platforms have recently become integral to our society and daily routines. Every day, users worldwide spend a couple of hours on such platforms, expressing their sentiments and emotional state and contacting each other.…

机器学习 · 计算机科学 2024-04-22 Mohamed A. Allayla , Serkan Ayvaz

Suicidal ideation detection from social media is an evolving research with great challenges. Many of the people who have the tendency to suicide share their thoughts and opinions through social media platforms. As part of many researches it…

信息检索 · 计算机科学 2021-12-21 Shini Renjith , Annie Abraham , Surya B. Jyothi , Lekshmi Chandran , Jincy Thomson

Suicidal ideation detection is a vital research area that holds great potential for improving mental health support systems. However, the sensitivity surrounding suicide-related data poses challenges in accessing large-scale, annotated…

计算与语言 · 计算机科学 2024-02-06 Hamideh Ghanadian , Isar Nejadgholi , Hussein Al Osman

AI chatbots already function as de facto mental health support tools for millions of people, including people in crisis. Yet, they lack the clinical validation, shared standards, and coordinated oversight that their societal role demands.…

计算机与社会 · 计算机科学 2026-05-11 Emily Saltz , Claire R. Leibowicz

The World Health Organization (WHO) estimated that approximately 1.4 million individuals worldwide died by suicide in 2022. This figure indicates that one person died by suicide every 20 s during the year. Globally, suicide is the…

计算机与社会 · 计算机科学 2024-02-13 Yasin Dus , Georgiy Nefedov

In the social media, users frequently express personal emotions, a subset of which may indicate potential suicidal tendencies. The implicit and varied forms of expression in internet language complicate accurate and rapid identification of…

计算与语言 · 计算机科学 2024-04-22 Hongzhi Qi , Hanfei Liu , Jianqiang Li , Qing Zhao , Wei Zhai , Dan Luo , Tian Yu He , Shuo Liu , Bing Xiang Yang , Guanghui Fu