Process Optimization Method for Day Ward Based on Bayesian Decision-Tree

IF 2 4区 计算机科学 Q2 Computer Science
Ting Chen, Kai Pu, Lanzheng Bian, M. Rao, Jing Hu, Rugang Lu, Jinyue Xia
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Abstract

The day surgery management mode is mainly decentralized management, with clinical departments as the unit, and with reference to the experience of inter project operation management in benchmark hospitals, the empirical management is implemented. With the development of day surgery, the extensive decentralized management mode has been unable to meet the needs of the current day surgery development situation. At first, the paper carefully analyzes the existing problems in the day surgery process in the day ward of the Children’s Hospital of Nanjing Medical University. And then, the concerns of doctors, nurses, anesthesiologists and other hospital staff in day ward, children and their parents are considered. Based on Bayesian decision-making theory, this paper optimizes the pre-admission evaluation of sick children and hospitalization process for day surgery in Nanjing Children’s Hospital. Moreover, the specific optimization process is designed. After the optimizations, it can be seen that the time consumption of each step of the hospitalization process in day surgery is reduced. Thus, the hospital stay of sick children are significantly reduced, and the operation cost is reduced. In addition, the first preoperative preparation time and the average time of receiving children were reduced in day ward. The satisfaction of children’s parents was significantly improved.
基于贝叶斯决策树的日间病房流程优化方法
日间手术管理模式以分散管理为主,以临床科室为单位,参照标杆医院项目间运营管理经验,实行经验性管理。随着日间外科的发展,粗放式的分散管理模式已经不能满足当前日间外科发展形势的需要。本文首先对南京医科大学儿童医院日间病房日间手术过程中存在的问题进行了细致的分析。然后,考虑医生,护士,麻醉师和其他医院工作人员在日间病房,儿童和他们的父母的担忧。基于贝叶斯决策理论,对南京市儿童医院日间手术患儿入院前评估及住院流程进行优化。并设计了具体的优化流程。优化后可以看到,日间手术住院过程的每一步时间消耗都减少了。从而大大减少了患儿的住院时间,降低了手术成本。日间病房首次术前准备时间和平均接诊时间均有所减少。儿童家长满意度明显提高。
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来源期刊
Intelligent Automation and Soft Computing
Intelligent Automation and Soft Computing 工程技术-计算机:人工智能
CiteScore
3.50
自引率
10.00%
发文量
429
审稿时长
10.8 months
期刊介绍: An International Journal seeks to provide a common forum for the dissemination of accurate results about the world of intelligent automation, artificial intelligence, computer science, control, intelligent data science, modeling and systems engineering. It is intended that the articles published in the journal will encompass both the short and the long term effects of soft computing and other related fields such as robotics, control, computer, vision, speech recognition, pattern recognition, data mining, big data, data analytics, machine intelligence, cyber security and deep learning. It further hopes it will address the existing and emerging relationships between automation, systems engineering, system of systems engineering and soft computing. The journal will publish original and survey papers on artificial intelligence, intelligent automation and computer engineering with an emphasis on current and potential applications of soft computing. It will have a broad interest in all engineering disciplines, computer science, and related technological fields such as medicine, biology operations research, technology management, agriculture and information technology.
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