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Research on hierarchical early warning of drug shortages based on probability prediction and interval estimation

Published on Frontiers in Pharmaceutical Sciences 2026,30(6):1001-1009.
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FENG Yuhan JIANG Tingyuan JING Fuhao TANG Pengzhan PANG Zhonghua

Drug shortage Demand forecasting Hybrid model Variational mode decomposition Newton-Raphson-based optimizer Least squares support vector machine DeepAR Long short-term memory network Tiered early warning
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