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Aggregate stockout rate for the window: 13.2% , meaning roughly one in eight vendor-day observations across the dataset showed a product as unavailable
At the formulation level, developing novel drug delivery systems through structural optimization and nanotechnology represents a key priority, with glycyrrhizin-based nanocarriers already demonstrating improved oral bioavailability and hepatic targeting in preclinical studies (Xu et al., 2025)
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