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In this paper, we study the application of AI/ML based predictive maintenance in IoT devices in healthcare sector in regulated environments.They discuss the operational advantages, the impact to model effectiveness, and regulatory issues using both literature and data analysis.Results show that AI-based systems can make the substantial reduction of downtime and cost while keeping compliance and safety of patients, and can have its scalability potential in modern healthcare systems.
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Gangadhar Vasanthapuram (2025) studied this question.