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J. Torous

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

This work audited three free consumer products on twenty English mental health questions under two prompt conditions and releases the typology, classifier, and annotated corpus as reusable instruments for auditing generative health search.

Phuong Anh Nguyen, J. Noorily, M. Flathers et al. · 0 citations
Review Aug 2026

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

Evaluating 20 frontier and open models under a cross-vendor panel of three LLM judges, it is found that a statistically tied frontier cluster, measurable refusal behavior in two models, and near-identical rankings across judges are found.

M. Flathers, Phuong Anh Nguyen, J. Noorily et al. · 0 citations

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