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Working paper proposes a framework for hospitals to convert IoT signals into clinical actions, enhancing operational efficiency.
This working paper proposes a practical framework for designing AI-ready hospital infrastructure. It explains how hospitals can convert IoT signals into clinical workflow action through six connected layers: signal capture, clinical context, prioritisation, routing, human action, and auditability. The paper focuses on healthcare technology, hospital AI, interoperability, governance, cybersecurity, alarm management, bedside communication, and operational workflow design.
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Ashish Kumar Singh (2026) studied this question.
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