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Prehospital emergency records contain much information about prehospital emergency patients. Extracting important patient information from many records has become the focus of all prehospital emergency personnel. The key to solving this problem is to achieve the automatic classification of prehospital emergency records. This study considers a deep learning-based prehospital emergency record classification model (DL-PER). The model uses a weighted text convolutional neural network to classifydoi:10.1109/access.2022.3179685 fatcat:hu33pmimibaxdbraqj623gj35e