177 artifacts matching
Industry survey
One in ten AI pension answers found to be potentially harmful (PensionBee AI Pensions Stress Test 2026)
PensionBee, a UK pension provider, published a hand-run test of the consumer free-tier versions of Copilot, ChatGPT, Gemini and Claude on 45 UK pension questions across nine topics, each asked three…
Government report
AI and complaints: removing barriers, reinforcing divides? How AI is influencing who complains, how they complain, and what could come next
Research briefing from the Legal Ombudsman for England and Wales on how consumers use generative AI when deciding whether and how to complain about regulated services. It combines an Ipsos survey of…
Peer-reviewed
Artificial Intelligence–Associated Psychosis
A psychiatric case report from the mental health division of Northern Hospital, Melbourne, describes a 27-year-old woman with a year of psychotic symptoms whose presentation centred on ChatGPT. She u…
Industry survey
Generatieve AI en illegaal online gokaanbod: Hoe AI-tools Nederlandse consumenten bij niet-vergunde casino's brengen
Dutch-language test of ten consumer generative AI tools on whether simple, realistic questions lead users to online casinos without a Dutch licence. Each tool received nine prompts in three series: n…
NGO report
Generative AI Use and Mind Health Outcomes
Sapien Labs rapid report analysing generative AI chatbot use among 264,085 adults in the Global Mind Project's online survey across 85+ countries, relating frequency and purpose of use to the Mind He…
Peer-reviewed
AI or Human Support for Suicide Prevention? Examining Help-Seeking Intention in Suicidal Crisis
A cross-sectional web survey of 1,024 Japanese adults aged 18-69 with severe psychological distress (Kessler-6 score of 13 or more) asks whether they would use chat-based crisis support delivered by…
Peer-reviewed
AI-Mediated Mental Health Support: The Role of Attachment Orientation and Psychological Distress
A preregistered cross-sectional survey of 584 Israeli adults who use general-purpose generative AI asks whether attachment orientation (ECR-RS) and psychological distress (DASS-21) are associated wit…
Peer-reviewed
Beyond Replacement: Episode-Based Pathways Between Generative AI and School Counselor Help-Seeking Among Indonesian Adolescents
Explanatory sequential mixed-methods study of 432 Indonesian students aged 15 to 18. It maps how GenAI and human support, including school counselors, are used within the same personal or emotional p…
Benchmark / dataset
VERA-MH Harm-From-Others (HFO) Rubric and Personas (VERA-MH 2.0, public-comment draft)
An open-source rubric and persona set that extends the VERA-MH chatbot safety evaluation from suicidal ideation to a second clinical area: adults who describe risk of physical or sexual violence from…
Peer-reviewed
One Question, Four Voices: How Advice for Alzheimer's Caregiving Differs Between Caregivers, Clinicians, and Large Language Models
A side-by-side comparison of responses to 85 real caregiver questions from the ALZConnected forum across peer caregivers, physicians, ChatGPT and CareGPT, a retrieval-augmented variant grounded in pe…
Peer-reviewed
Parental Attachment Anxiety and Adolescents' Authentic Self-Disclosure to Generative AI: The Roles of Rumination, Depression, and Gender
Offline survey of 685 Chinese adolescents (324 girls; mean age 13.17) testing how parent-adolescent attachment anxiety relates to adolescents' authentic self-disclosure to generative AI, drawing on c…
Preprint
A Taxonomy of AI Chatbot Harms in Substance Use Disorder Recovery: Content Analysis of Online Recovery Communities
Qualitative content analysis of user-reported interactions with general-purpose AI chatbots posted in 20 public Reddit substance-use-disorder recovery communities between the public release of ChatGP…
Peer-reviewed
Prevalence and predictors of artificial intelligence chatbots use for caregiving: Evidence from the Understanding America Study
Cross-sectional mixed-methods analysis of one wave of the Understanding America Study's caregiving module (UAS-CLEAR), a probability-based US panel, collected August to October 2025 from 1,300 family…
Preprint
Ending an AI Companionship: Consumer Exit, Relational Vulnerability and Duties of Transition
A legal analysis of what happens when an AI companionship service ends, whether through the user's cancellation, the provider's commercial withdrawal, an urgent safety suspension, or insolvency. The…
Peer-reviewed
Comparing AI chatbot users and non-users in Germany: Reasons for use, addictive AI chatbot use, mental health, and loneliness
Online survey of 7,312 German adults comparing people who use AI chatbots (n=3,729) with people who do not (n=3,583) on loneliness, depressive, anxiety and stress symptoms and life satisfaction, and…
Framework
Preparing AI chatbots to respond to patient distress and suicidality in high-risk healthcare settings
Comment describing the suicide-risk and distress safety architecture built for 'Suzy', a generative AI chatbot offering recovery, wellness and local-resource support to adults receiving medication tr…
Preprint
Everyday use of AI for emotion regulation depends on the person and the situation
Thirteen-day ecological momentary assessment study in which 3,048 Chinese university students aged 18 to 29 reported emotional situations, emotion-regulation strategies and affect four times a day, y…
Benchmark / dataset
Who Judges the Judges? Stakeholder-defined evaluation of candidate base models for a student wellbeing signposting chatbot
A summer 2026 research internship asked whether a small organisation can meaningfully check an LLM it is about to deploy as a university student wellbeing signposting chatbot. Thirty-one LLM evaluati…
Preprint
Aligning with Lived Experience: Heterogeneous Benefits of Fine Tuning in Mental Health Support Generation
Introduces COPES (Community-centered Peer Engaged Support), a dataset of mental-health support-seeking Reddit queries with community-endorsed responses (5,536 posts after filtering, across five commu…
Preprint
Misgendering as Breakdown in Human-Machine Communication: How AI Companion Chatbot Users Experience and Repair Misgendering
Qualitative analysis of 326 posts mentioning misgendering shared in AI companion and role-play subreddits, examining how large-language-model companion chatbots misgender users during emotional-suppo…