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◆ Frontiers in Public Health2026-06-24· Generative grammar

Emerging shadow health systems: regulating health-focused generative AI chatbots from a European perspective

Hannah van Kolfschooten, Tjaša Petročnik

原始摘要(英文原文)· Original abstract
ChatGPT Health and other health-focused generative AI chatbots increasingly function as alternative first points of contact that may mediate-and in some cases substitute-engagement with regulated healthcare systems. At scale, these systems can shape care-seeking behavior, system capacity, trust in clinical expertise, and health equity. We describe this development as the emergence of shadow health systems: privately governed infrastructures that perform health-system functions without being subject to healthcare-specific safeguards. EU law currently regulates such tools based on declared medical purpose rather than their real-world effects, creating gaps in legal protection. This Policy Brief examines the public health implications and regulatory positioning of health-focused generative AI chatbots in Europe and proposes targeted reforms to address emerging governance gaps.
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Emerging shadow health systems: regulating health-focused generative AI chatbots from a European perspective — 科研速览 Science Skim