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基于深度学习模型的不同医院管理模式的指标评估。

Index Evaluation of Different Hospital Management Modes Based on Deep Learning Model.

机构信息

Jilin Medicine University Affiliated Hospital, Jilin 132013, China.

The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, Zhejiang, China.

出版信息

Comput Intell Neurosci. 2022 Apr 27;2022:8507288. doi: 10.1155/2022/8507288. eCollection 2022.

Abstract

In order to effectively improve the efficiency of hospital public management, we designed a hospital management index system based on deep learning model and analysed the application effect of reverse broadcast neural network model in hospital. The results show that in the performance analysis of the model, compared with other classical algorithms, the constructed model has the highest accuracy and the shortest delay. The weight analysis of each index in the model shows that the weight of rational utilization rate of beds in tertiary public hospitals is the highest, and the weight of rational utilization rate of beds in secondary public hospitals is the highest. The further analysis of the model training effect shows that the actual value of most output indexes is consistent with the predicted value, and the residual error of the predicted value is close to 0.

摘要

为了有效提高医院公共管理效率,我们设计了一种基于深度学习模型的医院管理指标体系,并分析了反向传播神经网络模型在医院中的应用效果。结果表明,在模型的性能分析中,与其他经典算法相比,构建的模型具有最高的准确性和最短的延迟。模型中各指标的权重分析表明,三级公立医院床位合理利用率的权重最高,二级公立医院床位合理利用率的权重最高。对模型训练效果的进一步分析表明,大多数输出指标的实际值与预测值一致,预测值的残差接近 0。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/663c/9068311/ba93b92eba29/CIN2022-8507288.001.jpg

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