Regulation of clinical Artificial Intelligence (AI) in the Age of Agents: Unconfined Non-Deterministic Clinical Software (UNDCS) systems for healthcare
Регулирование клинического искусственного интеллекта (ИИ) в эпоху агентных систем: неограниченное недетерминированное клиническое программное обеспечение (UNDCS) для здравоохранения
2026-02-23
SCID: 54.1/2eqtrfgp
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clinical artificial intelligenceclinical decision support systemslarge language modelsmedical device regulationunconfined non-deterministic clinical software
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Abstract (AI)
In a recent article, Weissman et al. 1 examined the extent to which artificial intelligence (AI)-based large language models (LLMs) generate clinical decision support (CDS) outputs that meet the criteria of regulated medical devices 1 and called for new regulations for LLM-based CDS systems. In this manuscript, we respond to the proposed considerations highlighting those that have been addressed by existing guidelines and would not need new frameworks, as well as the need for new regulations of “generalized” CDSS that are not anchored to specific clinical indications. We contextualise this regulatory gap with an overview of the literature distinguishing between confined and unconfined AI systems. We also outline specific areas in which new regulations may be required, along with risk mitigation strategies that could be incorporated in new guidelines.
Key Findings
1
Existing guidelines already address some regulatory considerations for LLM-based clinical decision support and may not require entirely new frameworks.
2
New regulations may be needed for unconfined non-deterministic clinical software, alongside risk-mitigation strategies incorporated into future guidelines.
3
The emergence of generalized clinical decision support systems not anchored to specific clinical indications creates a regulatory gap.
4
The manuscript distinguishes confined from unconfined, non-deterministic clinical AI systems to contextualize regulatory challenges in healthcare.
Research Object
Unconfined Non-Deterministic Clinical Software (UNDCS) systems for healthcare, including generalized AI-based clinical decision support systems
Research Subject
Regulatory requirements, gaps, and risk-mitigation strategies for generalized unconfined AI clinical decision support systems
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2026-02-23
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