Article

Toward Trustworthy Chatbots: A Protocol for Red Teaming for Health Related Conversations

2025-12-16

Abstract excerpt

<h4>Introduction</h4> Health-related chatbots are increasingly used to mediate conversations that carry clinical significance and emotional weight. Retrieval-augmented generation (RAG) can reduce factual errors (“hallucinations”), but the risks remain, with additional challenges coming from chatbots acting against behavioral safety and scope rules. Red teaming, an adversarial testing process that deliberately pro...

Topics

Open a Topic to create a Post that cites this publication.

Genomics and Rare Diseases

Identifiers and source

Literature Corpus work: c4d27a6c-e666-508a-8075-2bccdf7f0493
DOI: 10.64898/2025.12.15.25342297

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Toward Trustworthy Chatbots: A Protocol for Red Teaming for Health Related ConversationsDOI 10.64898/2025.12.15.25342297Read

Retrospective Quality Analysis of a Clinical RAG Chatbot: Observable Signals and Lessons LearnedSemantic proximity Read

Safe Deployment of a Generative AI Assistant for Traditional-Medicine Education: Defense-in-Depth Architecture, Domain-Calibrated Safety Evaluation, and a Proposed Minimum Safety StackSemantic proximity Read

Putting ChatGPT’s Medical Advice to the (Turing) TestSemantic proximity Read

Safety Mechanisms and Risk Mitigation in Generative AI Mental Health Chatbots: A Systematic Scoping ReviewSemantic proximity Read

Beyond Benchmarks: Dynamic, Automatic And Systematic Red-Teaming Agents For Trustworthy Medical Language ModelsSemantic proximity Read

An auditable, retrieval-grounded agent architecture improves medical accuracy and conversational safety in language modelsSemantic proximity Read

Risk Governance for Generative AI Mental Health Support: A Multi-Turn Safety ArchitectureSemantic proximity Read

Suicide- and crisis-risk detection using large language models in mental-health chatbotsSemantic proximity Read

Protocol For Human Evaluation of Artificial Intelligence Chatbots in Clinical ConsultationsSemantic proximity Read

Red-Teaming Medical AI: Systematic Adversarial Evaluation of LLM Safety Guardrails in Clinical ContextsSemantic proximity Read

AM-RAF: An Agentic, Retrieval-Augmented, Uncertainty-Gated Framework for Trustworthy Clinical Decision Support in Resource-Constrained Health SystemsSemantic proximity Read

From Concept to Clinic: Real World Evidence for Autonomous AI Deployment in Primary Care TelemedicineSemantic proximity Read