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The aim of this paper is to present methods to systematically analyze individual and group behavioral patterns observed in community driven discussion platforms like Reddit where users exchange information and views on various topics of…

Social and Information Networks · Computer Science 2018-09-20 Sachin Thukral , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Arnab Chatterjee , Lipika Dey

Suicide is a prominent issue in society. Unfortunately, many people at risk for suicide do not receive the support required. Barriers to people receiving support include social stigma and lack of access to mental health care. With the…

Machine Learning · Computer Science 2024-05-10 Matthew Squires , Xiaohui Tao , Soman Elangovan , U Rajendra Acharya , Raj Gururajan , Haoran Xie , Xujuan Zhou

The growing availability of online support groups has opened up new windows to study mental health through natural language processing (NLP). However, it is hindered by a lack of high-quality, well-validated datasets. Existing studies have…

Computation and Language · Computer Science 2026-04-28 Khalid Hasan , Jamil Saquer

Users of spoken dialogue systems (SDS) expect high quality interactions across a wide range of diverse topics. However, the implementation of SDS capable of responding to every conceivable user utterance in an informative way is a…

Computation and Language · Computer Science 2021-01-28 A. Augustin , A. Papangelis , M. Kotti , P. Vougiouklis , J. Hare , N. Braunschweiler

The increase in the prevalence of mental health problems has coincided with a growing popularity of health related social networking sites. Regardless of their therapeutic potential, On-line Support Groups (OSGs) can also have negative…

Human-Computer Interaction · Computer Science 2019-11-05 Giuliano Tortoreto , Evgeny A. Stepanov , Alessandra Cervone , Mateusz Dubiel , Giuseppe Riccardi

Many children in foster care experience trauma that is rooted in unstable family relationships. Other members of the foster care system like foster parents and social workers face secondary trauma. Drawing on 10 years of Reddit data, we…

Human-Computer Interaction · Computer Science 2024-12-11 Tawfiq Ammari , Eunhye Ahn , Astha Lakhankar , Joyce Lee

Physicians learn primarily about illicit drugs from clinical overdose cases, limiting their understanding of real-world usage. Meanwhile, drug users share first-hand experiences online, offering insights into dosage and effects of drugs. To…

Computation and Language · Computer Science 2026-05-27 Zewei Wang , Zihan Xu , Yishu Wei , Michael Chary , Yifan Peng

While much attention has been devoted to the causes of opinion change, little is known about its consequences. Our study sheds a light on the relationship between one user's opinion change episode and subsequent behavioral change on an…

Social and Information Networks · Computer Science 2022-07-26 Flavio Petruzzellis , Corrado Monti , Gianmarco De Francisci Morales , Francesco Bonchi

The objective of this study is to understand the online Ask the Doctor services medical advice on internet platforms via AskDoc, a Reddit community that serves as a public AtD platform and study if platforms mirror existing hurdles and…

Information Retrieval · Computer Science 2025-09-12 Shashank Gupta

Generative AI systems are increasingly embedded in everyday life, yet empirical understanding of how psychological risk associated with AI use emerges, is experienced, and is regulated by users remains limited. We present a large-scale…

Computation and Language · Computer Science 2026-02-11 Jianfeng Zhu , Karin G. Coifman , Ruoming Jin

We present the first large-scale comparative analysis of Truth Social and the most popular conservative Reddit communities, r/Conservative, r/conservatives, and r/Republican. Using topic modeling with FASTopic and LLM-assisted refinement,…

Social and Information Networks · Computer Science 2026-03-19 Yining Wang , Alhasan Abdellatif , Artemis Deligianni , Hannah Hok , Yusuf Mucahit Cetinkaya , Tugrulcan Elmas

The criminal nature of narcotics complicates the direct assessment of a drug community, while having a good understanding of the type of people drawn or currently using drugs is vital for finding effective intervening strategies. Especially…

Social and Information Networks · Computer Science 2013-05-14 L. J. Dijkstra , A. V. Yakushev , P. A. C. Duijn , A. V. Boukhanovsky , P. M. A. Sloot

The COVID-19 pandemic has affected lives of people from different countries for almost two years. The changes on lifestyles due to the pandemic may cause psychosocial stressors for individuals, and have a potential to lead to mental health…

Computation and Language · Computer Science 2022-02-02 Yue Tong Leung , Farzad Khalvati

Mental illness is a global health problem, but access to mental healthcare resources remain poor worldwide. Online peer-to-peer support platforms attempt to alleviate this fundamental gap by enabling those who struggle with mental illness…

Social and Information Networks · Computer Science 2020-04-13 Ashish Sharma , Monojit Choudhury , Tim Althoff , Amit Sharma

Opioid overdose has emerged as a full blown epidemic in the United States. In the last few years, there has been an alarming increase in Opioid related deaths, resulting in the loss of 63,600 lives in 2016 alone. The epidemic which is…

Computers and Society · Computer Science 2018-05-16 Kaustav Basu , Sandipan Choudhuri , Arunabha Sen , Aniket Majumdar

Substance use, substance use disorder, and overdoses related to substance use are major public health problems globally and in the United States. A key aspect of addressing these problems from a public health standpoint is improved…

Computation and Language · Computer Science 2023-09-06 Abeed Sarker

Given the current state of the world, because of existing situations around the world, millions of people suffering from mental illnesses feel isolated and unable to receive help in person. Psychological studies have shown that our state of…

Computation and Language · Computer Science 2023-04-11 Pratinav Seth , Mihir Agarwal

Low self-esteem and interpersonal needs (i.e., thwarted belongingness (TB) and perceived burdensomeness (PB)) have a major impact on depression and suicide attempts. Individuals seek social connectedness on social media to boost and…

Computation and Language · Computer Science 2023-06-12 Muskan Garg , Manas Gaur , Raxit Goswami , Sunghwan Sohn

Deep learning models have demonstrated promising results in estimating treatment effects (TEE). However, most of them overlook the variations in treatment outcomes among subgroups with distinct characteristics. This limitation hinders their…

Machine Learning · Computer Science 2024-01-31 Seungyeon Lee , Ruoqi Liu , Wenyu Song , Ping Zhang

In this study, we analyze texts of Reddit posts written by students of four major Canadian universities. We gauge the emotional tone and uncover prevailing themes and discussions through longitudinal topic modeling of posts textual data.…

Social and Information Networks · Computer Science 2024-01-26 Fabian Nwaoha , Ziyad Gaffar , Ho Joon Chun , Marina Sokolova