collaborators

5 papers

cs.CY2026

Sources of Truth: A Multi-Platform, Multilingual Audit of Citations in AI Mental Health Information Queries

Phuong Anh Nguyen, Jill Noorily, Matthew Flathers +7

Online health information seeking is shifting from keyword search, where users consider a ranked list of links, to conversational systems that compose a single answer and curate it…

cs.CL2026

HealthBench-Psych: A Mental Health Subset of OpenAI's HealthBench

Matthew Flathers, Phuong Anh Nguyen, Jill Noorily +7

General-purpose health benchmarks increasingly anchor claims about LLM medical performance, but they are not always resolved by clinical specialty, making domain-specific performan…

cs.HC2026

Cloze: An Open Research Platform for Studying Human-AI Conversations in Mental Health Contexts

Matthew Flathers, Francesco Cipriani, John Torous

Cloze is an open-source web platform for conducting controlled, monitored studies of human-AI conversation in mental health research contexts. Consumer large language model (LLM) p…

cs.CY2026

Depictions of Depression in Generative AI Video Models: A Preliminary Study of OpenAI's Sora 2

Matthew Flathers, Griffin Smith, Julian Herpertz +2

Generative video models are increasingly capable of producing complex depictions of mental health experiences, yet little is known about how these systems represent conditions like…

cs.HC2025

MindBenchAI: An Actionable Platform to Evaluate the Profile and Performance of Large Language Models in a Mental Healthcare Context

Bridget Dwyer, Matthew Flathers, Akane Sano +28

Individuals are increasingly utilizing large language model (LLM)based tools for mental health guidance and crisis support in place of human experts. While AI technology has great…