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Review Open access Aug 2026

Hospital trust network features inform machine learning for medicines demand forecasting and resilient supply chain decisions

Hospital pharmacies require short-horizon demand forecasts that remain useful across thousands of medicines with widely different issue volumes. This study evaluates an artificial intelligence (AI)-enabled feature-engineering framework for adaptive decision support using 72 corrected finalised Secondary Care Medicines...

R. Khan, Muhtasib Sarker Tahsin, A. al Mamun · 0 citations
Open access Sep 2026

Artificial intelligence decision support system for small business supply chain resilience under uncertainty

Small-business supply-chain studies often report forecast improvements without showing how calibrated demand and logistics uncertainty should change feasible replenishment decisions. This study evaluates an uncertainty-aware artificial intelligence decision support system implemented as an auditable benchmark architect...

R. Khan · 0 citations

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