Author

Arav Agarwal

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Open access Sep 2026

A Human-Centered AI Coordination Layer for Healthcare Supply Chains During Crises: A Comparative Analysis and Pilot Framework

The paper argues that instead of replacing existing systems, the proposed AI solution should function as a human-monitored coordination layer built on LMIS data, using demand forecasting, shortage prediction, route optimization, and anomaly detection.

Arav Agarwal · Scholarly Review Journal · 0 citations