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Knowledge graph-enhanced deep learning for pharmaceutical demand forecasting

Abstract Accurate pharmaceutical demand forecasting is essential to ensure timely drug availability, reduce inventory costs, and improve operational efficiency in healthcare supply chains. However, existing statistical, machine learning, and deep learning approaches often struggle to capture the non...

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Gorde:
Xehetasun bibliografikoak
Egile Nagusiak: Xiaofang Chen, Gang Lu, Hao Zhang, Junmin Wan
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Nature Portfolio 2026-01-01
Saila:Scientific Reports
Gaiak:
Sarrera elektronikoa:https://doi.org/10.1038/s41598-026-35113-4
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