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Total product lifecycle regulatory considerations and recommendations for generative AI-enabled medical devices
Antonis A Armoundas1,2, Jagmeet P Singh3
1Cardiovascular Research Center, Massachusetts General Hospital, 149 13th Street, Charlestown, MA 02129, USA.
Generative artificial intelligence (GenAI) in healthcare needs updated regulations. Adapting the Total Product Lifecycle (TPLC) approach is crucial for safe and effective GenAI medical device development and deployment.
Area of Science:
- Healthcare technology regulation
- Artificial intelligence in medicine
- Medical device development
Background:
- The rapid emergence of generative artificial intelligence (GenAI) presents unique challenges within the healthcare sector.
- Existing regulatory frameworks are often fragmented and ill-equipped to handle the complexities of rapidly evolving AI technologies.
- Ensuring patient safety and device efficacy requires a proactive approach to regulatory compliance.
Purpose of the Study:
- To highlight the need for adapting the Total Product Lifecycle (TPLC) paradigm for GenAI-enabled medical devices.
- To emphasize the importance of proactive engagement with regulatory compliance for all stakeholders.
- To provide recommendations for navigating the evolving regulatory landscape of GenAI in healthcare.
Main Methods:
- Analysis of the current regulatory environment for AI in healthcare.
- Elucidation of the challenges in applying traditional TPLC to non-deterministic software.
- Review of national and international regulatory considerations for GenAI medical devices.
Main Results:
- The current regulatory environment for GenAI in healthcare is fragmented.
- Adapting the TPLC is essential for pre-market evaluation, change control, and post-market monitoring of GenAI devices.
- Proactive stakeholder engagement is necessary to manage risks and ensure safety.
Conclusions:
- A modified TPLC approach is vital for managing GenAI medical device risks.
- Understanding diverse regulations is key for developers, providers, and clinicians.
- Effective risk management ensures improved patient outcomes and stakeholder alignment.
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