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Challenges in engagement with digital mental health (DMH) tools are commonly addressed through technical enhancements and algorithmic interventions. This paper shifts the focus towards the role of users' broader social context as a…

For online health communities, community trust is paramount. Yet, advances in Large Language Models (LLMs) generating advice may erode this trust, especially if users cannot identify whether LLMs have been used. We investigate the…

Human-Computer Interaction · Computer Science 2026-04-22 Yefim Shulman , Agnieszka Kitkowska , Mark Warner

Effective communication during health crises is critical, with social media serving as a key platform for public health experts (PHEs) to engage with the public. However, it also amplifies pseudo-experts promoting contrarian views. Despite…

Computation and Language · Computer Science 2024-06-12 Ashwin Rao , Nazanin Sabri , Siyi Guo , Louiqa Raschid , Kristina Lerman

The increasing prevalence of mental disorders globally highlights the urgent need for effective digital screening methods that can be used in multilingual contexts. Most existing studies, however, focus on English data, overlooking critical…

Computation and Language · Computer Science 2026-01-27 Ana-Maria Bucur , Marcos Zampieri , Tharindu Ranasinghe , Fabio Crestani

Precision medicine has received attention both in and outside the clinic. We focus on the latter, by exploiting the relationship between individuals' social interactions and their mental health to develop a predictive model of one's…

Social and Information Networks · Computer Science 2019-08-08 Shikang Liu , David Hachen , Omar Lizardo , Christian Poellabauer , Aaron Striegel , Tijana Milenkovic

Platforms like Reddit and Twitter offer internet users an opportunity to talk about diverse issues, including those pertaining to physical and mental health. Some of these forums also function as a safe space for severely distressed mental…

Social and Information Networks · Computer Science 2020-07-21 Sagar Joglekar , Sumithra Velupillai , Rina Dutta , Nishanth Sastry

Group segregation or cohesion can emerge from micro-level communication, and AI-assisted messaging may shape this process. Here, we report a preregistered online experiment (N = 557 across 60 sessions) in which participants discussed…

Social and Information Networks · Computer Science 2025-11-26 Faria Huq , Elijah L. Claggett , Hirokazu Shirado

Searching for medical information is both a common and important activity since it influences decisions people make about their healthcare. Using search engine optimization (SEO), content producers seek to increase the visibility of their…

Information Retrieval · Computer Science 2023-01-25 Sebastian Schultheiß , Helena Häußler , Dirk Lewandowski

Our paper investigates the use of discourse embedding techniques to develop a community recommendation system that focuses on mental health support groups on social media. Social media platforms provide a means for users to anonymously…

Information Retrieval · Computer Science 2023-07-11 Hy Dang , Bang Nguyen , Noah Ziems , Meng Jiang

Large language models (LLMs) increasingly operate in environments where they encounter social information such as other agents' answers, tool outputs, or human recommendations. In humans, such inputs influence judgments in ways that depend…

Artificial Intelligence · Computer Science 2026-02-17 Anooshka Bajaj , Zoran Tiganj

Online, people often recount their experiences turning to conversational AI agents (e.g., ChatGPT, Claude, Copilot) for mental health support -- going so far as to replace their therapists. These anecdotes suggest that AI agents have great…

We investigate relationships between online self-disclosure and received social feedback during the COVID-19 crisis. We crawl a total of 2,399 posts and 29,851 associated comments from the r/COVID19_support subreddit and manually extract…

Social and Information Networks · Computer Science 2023-09-22 Jooyoung Lee , Sarah Rajtmajer , Eesha Srivatsavaya , Shomir Wilson

Peer-run organizations (PROs) provide critical, recovery-based behavioral health support rooted in lived experience. As large language models (LLMs) enter this domain, their scale, conversationality, and opacity introduce new challenges for…

Human-Computer Interaction · Computer Science 2026-02-10 Cindy Peng , Megan Chai , Gao Mo , Naveen Raman , Ningjing Tang , Shannon Pagdon , Margaret Swarbrick , Nev Jones , Fei Fang , Hong Shen

Social media platforms have become pivotal as self-help forums, enabling individuals to share personal experiences and seek support. However, on topics as sensitive as depression, what are the consequences of online self-disclosure? Here,…

Social and Information Networks · Computer Science 2025-04-25 Virginia Morini , Salvatore Citraro , Elena Sajno , Maria Sansoni , Giuseppe Riva , Massimo Stella , Giulio Rossetti

Humans make decisions based on the information they obtain from several major sources, among which the comments of others in Internet forums play an increasing role. Such forums cover a wide spectrum of topics and represent an essential…

Physics and Society · Physics 2019-09-24 Maryam Zamani , Fereshteh Rabbani , Attila Horicsányi , Anna Zafeiris , Tamas Vicsek

Information about peers' performance is pervasive in workplaces, yet its effects on worker behavior are mixed. We show that a key reason is that workers differ in how they value such information. In a real-effort experiment with 793…

General Economics · Economics 2026-04-06 Zhi Hao Lim

In Part 1 of this paper, I introduce the idea of interactional expertise while in Part 2, I focus on its implications for philosophical theories of the importance of the body in forming our conceptual world. I argue that the way…

History and Philosophy of Physics · Physics 2016-07-28 Harry Collins

Since 2016, the amount of academic research with the keyword "misinformation" has more than doubled [2]. This research often focuses on article headlines shown in artificial testing environments, yet misinformation largely spreads through…

Human-Computer Interaction · Computer Science 2020-12-16 Emily Saltz , Claire Leibowicz , Claire Wardle

We analyze the effectiveness of working in pairs on the Conceptual Survey of Electricity and Magnetism test in a calculus-based introductory physics course. Students who collaborated with a peer showed significantly larger normalized gain…

Physics Education · Physics 2016-02-25 Chandralekha Singh

Psychosocial online counselling frequently encounters generic subject lines that impede efficient case prioritisation. This study evaluates eleven large language models generating six-word subject lines for German counselling emails through…

Human-Computer Interaction · Computer Science 2026-02-24 Philipp Steigerwald , Jens Albrecht