Umamaheswari Shanmugam

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Artificial life and complex adaptive systems
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Publications (1)

|Mar 14, 2026
Clinical Trial Design and Regulatory Requirements for Artificial Intelligence as a Medical Device: A PRISMA-ScR-Guided Scoping Review of Global Guidance and Evidence (2017-2025).

Umamaheswari Shanmugam, Mohan Kumar Rajendran, Jawahar Natarajan

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