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Attention-deficit/hyperactivity disorder (ADHD) is a prevalent mental health condition affecting both children and adults, yet it remains severely underdiagnosed. Recent advances in artificial intelligence, particularly in Natural Language…

计算与语言 · 计算机科学 2024-11-26 D. Wiechmann , E. Kempa , E. Kerz , Y. Qiao

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…

计算与语言 · 计算机科学 2024-12-17 Kexin Chen , Noelle Lim , Claire Lee , Michael Guerzhoy

Mental well-being and social media have been closely related domains of study. In this research a novel model, AD prediction model, for anxious depression prediction in real-time tweets is proposed. This mixed anxiety-depressive disorder is…

社会与信息网络 · 计算机科学 2019-03-26 Akshi Kumar , Aditi Sharma , Anshika Arora

Individuals from sexual and gender minority groups experience disproportionately high rates of poor health outcomes and mental disorders compared to their heterosexual and cisgender counterparts, largely as a consequence of minority stress…

Anxiety affects hundreds of millions of individuals globally, yet large-scale screening remains limited. Social media language provides an opportunity for scalable detection, but current models often lack interpretability,…

计算与语言 · 计算机科学 2026-01-21 Arnab Das Utsa

The prevalence of chronic stress represents a significant public health concern, with social media platforms like Twitter serving as important venues for individuals to share their experiences. This paper introduces StressRoBERTa, a…

计算与语言 · 计算机科学 2026-01-01 Amal Alqahtani , Efsun Kayi , Mona Diab

In recent years, there has been a surge of interest in research on automatic mental health detection (MHD) from social media data leveraging advances in natural language processing and machine learning techniques. While significant progress…

计算与语言 · 计算机科学 2022-12-21 Sourabh Zanwar , Daniel Wiechmann , Yu Qiao , Elma Kerz

Given the current social distancing regulations across the world, social media has become the primary mode of communication for most people. This has resulted in the isolation of many people suffering from mental illnesses who are unable to…

机器学习 · 计算机科学 2020-11-24 Ankit Murarka , Balaji Radhakrishnan , Sushma Ravichandran

In this study, we introduce ANGST, a novel, first-of-its kind benchmark for depression-anxiety comorbidity classification from social media posts. Unlike contemporary datasets that often oversimplify the intricate interplay between…

Attention Deficit Hyperactive Disorder (ADHD) is a common behavioral problem affecting children. In this work, we investigate the automatic classification of ADHD subjects using the resting state Functional Magnetic Resonance Imaging (fMRI)…

神经元与认知 · 定量生物学 2023-06-16 Soumyabrata Dey , Ravishankar Rao , Mubarak Shah

Social media is a great source of data for users reporting information and regarding their health and how various things have had an effect on them. This paper presents various approaches using Transformers and Large Language Models and…

计算与语言 · 计算机科学 2024-10-22 Ram Mohan Rao Kadiyala , M. V. P. Chandra Sekhara Rao

Early diagnosis of mental disorders and intervention can facilitate the prevention of severe injuries and the improvement of treatment results. Using social media and pre-trained language models, this study explores how user-generated data…

信息检索 · 计算机科学 2024-03-01 Alireza Pourkeyvan , Ramin Safa , Ali Sorourkhah

Stress is a nigh-universal human experience, particularly in the online world. While stress can be a motivator, too much stress is associated with many negative health outcomes, making its identification useful across a range of domains.…

计算与语言 · 计算机科学 2019-11-04 Elsbeth Turcan , Kathleen McKeown

Individuals who identify as sexual and gender minorities, including lesbian, gay, bisexual, transgender, queer, and others (LGBTQ+) are more likely to experience poorer health than their heterosexual and cisgender counterparts. One primary…

This paper presents our system employed for the Social Media Mining for Health 2023 Shared Task 4: Binary classification of English Reddit posts self-reporting a social anxiety disorder diagnosis. We systematically investigate and contrast…

计算与语言 · 计算机科学 2023-12-18 Sourabh Zanwar , Daniel Wiechmann , Yu Qiao , Elma Kerz

Dark patterns are deceptive strategies that recent work in human-computer interaction (HCI) has captured throughout digital domains, including social networking sites (SNSs). While research has identified difficulties among people to…

人机交互 · 计算机科学 2025-03-10 Thomas Mildner , Daniel Fidel , Evropi Stefanidi , Pawel W. Wozniak , Rainer Malaka , Jasmin Niess

Comorbid anxiety disorders are common among patients with major depressive disorder (MDD), but their impact on outcomes of digital and smartphone-delivered interventions is not well understood. This study is a secondary analysis of a…

定量方法 · 定量生物学 2025-10-31 Morgan B. Talbot , Jessica M. Lipschitz , Omar Costilla-Reyes

Depression and Attention Deficit Hyperactivity Disorder (ADHD) stand out as the common mental health challenges today. In affective computing, speech signals serve as effective biomarkers for mental disorder assessment. Current research,…

音频与语音处理 · 电气工程与系统科学 2025-03-05 Shuanglin Li , Siyang Song , Rajesh Nair , Syed Mohsen Naqvi

In today's fast-paced world, the rates of stress and depression present a surge. Social media provide assistance for the early detection of mental health conditions. Existing methods mainly introduce feature extraction approaches and train…

计算与语言 · 计算机科学 2023-07-07 Loukas Ilias , Spiros Mouzakitis , Dimitris Askounis

Social media research on mental health has focused predominantly on detecting and diagnosing conditions at the individual level. In this work, we shift attention to \emph{intergroup} behavior, examining how two prominent neurodivergent…

计算与语言 · 计算机科学 2026-04-23 Saad Mankarious , Nour Zeid , Iyad Ait Hou , Rebecca Hwa , Aya Zirikly
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