4 artifacts matching
Preprint
Sycophancy and Pressure Resistance in Medical Large Language Models: Systematic Review, Taxonomy, and Minimum Evaluation Framework
Registered systematic review of 31 benchmark and simulation studies on how medical LLMs change clinically relevant outputs when patient or clinician users introduce false premises, misleading evidenc…
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…
Preprint
Adolescents' Use of AI Chatbots for Social, Emotional and Mental Health Support: A Cross-Sectional, School-Based Survey
STROBE-compliant cross-sectional survey of 2,458 adolescents aged 11 to 18 at eight sociodemographically diverse public charter school campuses in Texas, fielded in December 2025. It describes how ad…
Preprint
Between Help and Manipulation: Youth Recognition of Dark Patterns and Value Tensions in LLM-Assisted Mental Health Support - A Qualitative Think-Aloud Study
Exploratory qualitative study in which 19 participants aged 18 to 24 compared ten pairs of scenario-based chatbot responses about mental health in think-aloud interviews. Each pair set a neutral resp…