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With the increased awareness of situations of mental crisis and their societal impact, online services providing emergency support are becoming commonplace in many countries. Computational models, trained on discussions between help-seekers…

计算与语言 · 计算机科学 2022-09-13 Amir Bialer , Daniel Izmaylov , Avi Segal , Oren Tsur , Yossi Levi-Belz , Kobi Gal

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…

The prevalence of suicide has been on the rise since the 20th century, causing severe emotional damage to individuals, families, and communities alike. Despite the severity of this suicide epidemic, there is so far no reliable and…

信号处理 · 电气工程与系统科学 2022-06-16 Siyu Liu , Catherine Lu , Sharifa Alghowinem , Lea Gotoh , Cynthia Breazeal , Hae Won Park

In emergency medicine, timely intervention for patients at risk of suicide is often hindered by delayed access to specialised psychiatric care. To bridge this gap, we introduce a speech-based approach for automatic suicide risk assessment.…

Cancer impacts the quality of life of those diagnosed as well as their spouse caregivers, in addition to potentially influencing their day-to-day behaviors. There is evidence that effective communication between spouses can improve…

计算与语言 · 计算机科学 2019-08-05 Sandeep Nallan Chakravarthula , Haoqi Li , Shao-Yen Tseng , Maija Reblin , Panayiotis Georgiou

Death by suicide is the seventh leading death cause worldwide. The recent advancement in Artificial Intelligence (AI), specifically AI applications in image and voice processing, has created a promising opportunity to revolutionize suicide…

人工智能 · 计算机科学 2022-11-04 Sahraoui Dhelim , Liming Chen , Huansheng Ning , Chris Nugent

Suicide remains a public health challenge, necessitating improved detection methods to facilitate timely intervention and treatment. This systematic review evaluates the role of Artificial Intelligence (AI) and Machine Learning (ML) in…

音频与语音处理 · 电气工程与系统科学 2025-10-29 Ambre Marie , Marine Garnier , Thomas Bertin , Laura Machart , Guillaume Dardenne , Gwenolé Quellec , Sofian Berrouiguet

Suicide is a global public health problem. Early detection of individual suicide risk plays a key role in suicide prevention. In this paper, we propose to look into individual suicide risk through time series analysis of personal linguistic…

社会与信息网络 · 计算机科学 2015-12-01 Aiqi Zhang , Ang Li , Tingshao Zhu

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…

Suicide risk among adolescents remains a critical public health concern, and speech provides a non-invasive and scalable approach for its detection. Existing approaches, however, typically focus on one single speech assessment task at a…

音频与语音处理 · 电气工程与系统科学 2025-09-29 Jialun Li , Weitao Jiang , Ziyun Cui , Yinan Duan , Diyang Qu , Chao Zhang , Runsen Chen , Chang Lei , Wen Wu

The early detection of suicide risk is important since it enables the intervention to prevent potential suicide attempts. This paper studies the automatic detection of suicide risk based on spontaneous speech from adolescents, and collects…

计算与语言 · 计算机科学 2024-09-25 Ziyun Cui , Chang Lei , Wen Wu , Yinan Duan , Diyang Qu , Ji Wu , Runsen Chen , Chao Zhang

Turn-taking is a fundamental aspect of human communication where speakers convey their intention to either hold, or yield, their turn through prosodic cues. Using the recently proposed Voice Activity Projection model, we propose an…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Erik Ekstedt , Siyang Wang , Éva Székely , Joakim Gustafson , Gabriel Skantze

Psychological support hotlines are an effective suicide prevention measure that typically relies on professionals using suicide risk assessment scales to predict individual risk scores. However, the accuracy of scale-based predictive…

机器学习 · 计算机科学 2024-08-30 Changwei Song , Qing Zhao , Jianqiang Li , Yining Chen , Yongsheng Tong , Guanghui Fu

We present a stochastic differential equation model of suicidal progression in U.S. veterans, simulating transitions across mental health states under dynamic stress and covariate influence. Transition rates are modulated by an…

其他定量生物学 · 定量生物学 2025-08-27 Anna Singley , Carrie Manore , Hannah Highlander , Ben McMahon

Prosodic cues in conversational speech aid listeners in discerning a message. We investigate whether acoustic cues in spoken dialogue can be used to identify the importance of individual words to the meaning of a conversation turn.…

计算与语言 · 计算机科学 2019-07-18 Sushant Kafle , Cecilia O. Alm , Matt Huenerfauth

Suicide is a critical global health issue that requires urgent attention. Even though prior work has revealed valuable insights into detecting current suicide risk on social media, little attention has been paid to developing models that…

计算与语言 · 计算机科学 2025-07-15 Jun Li , Xiangmeng Wang , Haoyang Li , Yifei Yan , Hong Va Leong , Ling Feng , Nancy Xiaonan Yu , Qing Li

This study investigates the effectiveness of Explainable Artificial Intelligence (XAI) techniques in predicting suicide risks and identifying the dominant causes for such behaviours. Data augmentation techniques and ML models are utilized…

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…

Preventing Veteran suicide is a national priority. The US Department of Veterans Affairs (VA) collects, analyzes, and publishes data to inform suicide prevention strategies. Current approaches for detecting suicidal ideation mostly rely on…

计算机与社会 · 计算机科学 2020-09-29 Vaibhav Sourirajan , Anas Belouali , Mary Ann Dutton , Matthew Reinhard , Jyotishman Pathak

The data created from virtual communication platforms presents the opportunity to explore automated measures for monitoring team performance. In this work, we explore one important characteristic of successful teams - Psychological Safety -…

人机交互 · 计算机科学 2024-04-02 Sharon Ferguson , Georgia Van de Zande , Alison Olechowski
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