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Emerging shadow health systems: regulating health-focused generative AI chatbots from a European perspective
Hannah van Kolfschooten1, Tjaša Petročnik2
1Centre for Life Sciences Law, Faculty of Law, University of Basel, Basel, Switzerland.
Frontiers in Public Health
|July 9, 2026
Summary
Generative AI chatbots are creating "shadow health systems," bypassing traditional healthcare. This necessitates updated EU regulations to address their real-world public health impact and ensure patient safety.
Area of Science:
- Health Informatics
- Artificial Intelligence in Healthcare
- Public Health Policy
Background:
- Generative AI chatbots, like ChatGPT Health, are becoming primary contact points for health information.
- These AI systems can influence patient behavior, healthcare capacity, and trust in medical expertise.
- Their growing use signifies the rise of 'shadow health systems' operating outside traditional healthcare regulations.
Purpose of the Study:
- To examine the public health implications of health-focused generative AI chatbots in Europe.
- To analyze the current regulatory landscape for these AI tools within the EU.
- To propose reforms addressing governance gaps in AI healthcare regulation.
Main Methods:
- Policy analysis of existing EU legal frameworks.
- Examination of real-world effects versus declared medical purposes of AI chatbots.
- Review of public health impacts and equity considerations.
Main Results:
- Current EU law inadequately regulates AI health tools, focusing on declared purpose rather than actual impact.
- Shadow health systems, governed privately, lack healthcare-specific safeguards.
- Existing regulations create significant gaps in legal protection and oversight.
Conclusions:
- Health-focused generative AI chatbots necessitate a regulatory shift from declared purpose to real-world effects.
- Urgent reforms are needed to establish appropriate safeguards for these emerging shadow health systems.
- Addressing these governance gaps is crucial for public health and health equity in Europe.
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