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    Regarding Treatment of Painful Diabetic Neuropathy With 10 kHz Spinal Cord Stimulation: Long-Term Improvements in Hemoglobin A1c, Weight, and Sleep Accompany Pain Relief for People... by Zhou PB, Bao M, Sun HT

    Published 2025-01-01
    “…Peng-Bo Zhou,1,2 Min Bao,3 Hong-Tao Sun1,2 1The First School of Clinical Medical, Lanzhou University, Lanzhou, Gansu, 730000, People’s Republic of China; 2Tianjin Key Laboratory of Neurotrauma Repair, Characteristic Medical Center of People’s Armed Police Forces, Tianjin, 300162, People’s Republic of China; 3Department of Neurosurgery, People’s Hospital of Liaoning Province, Shenyang, Liaoning, People’s Republic of ChinaCorrespondence: Hong-Tao Sun, Email sunhtlab@163.com; Min Bao, Email 13699250880@163.com…”
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    Public service resource allocation evaluation and site selection optimization decision making method using PCA-SOM based on autoencoder by Jun WEI, Hua WANG, Fanglin GUO, Wenbo ZHANG, Rong YANG

    Published 2024-02-01
    “…The distribution of urban planning and allocation of public service resources currently lacks consistency and suffers from inefficient siting.Electricity consumption data for public service resources was combined with resource quantity and regional population size to evaluate the allocation of public service resources in each region using principal component analysis (PCA).Additionally, the self-organizing mapping (SOM) algorithm was utilized to optimize the siting of educational resources in Lanzhou City as a case.The power data demonstrated the inadequacy of resource allocation and offered accurate guidance for optimal allocation, especially in Lanzhou City.By utilizing the SOM algorithm, the efficiency of educational resource siting was enhanced, and resource allocation was fairly promoted.This study offers a well-researched justification for public service resource allocation in Gansu Province, and serves as a significant reference point for similar research in other regions.…”
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