中心研究成果:中国器官捐献和移植的现状——机器学习的应用

2022-10-06 管理员

成果在SCI期刊Transplantation Proceedings线上刊出

题目:Current Situation With Organ Donation and Transplantation in China: Application of Machine Learning

作者:Wu Xiaolong; Wang Weiwei; Li Qiyuan; Peng Zhihai; Zhu Jianping*

发表期刊:Transplantation Proceedings,2022

近日,厦门大学医学院、健康医疗大数据国家研究院、管理学院、数据挖掘研究中心、附属翔安医院联合组织团队,开展交叉学科研究,在健康医疗大数据研究领域中,其研究成果“Current Situation With Organ Donation and Transplantation in China: Application of Machine Learning”在SCI期刊Transplantation Proceedings线上刊出。该研究以器官捐献与移植为主线,基于十大热点话题,利用网络爬虫技术和文本挖掘技术,通过加权相关网络分析和LDA模型分析对我国近三年的器官捐献与移植网络舆情语料做深入分析。探讨了近三年来我国器官捐献与移植事业发展现状和规律性,确定了现阶段我国器官捐献与移植事业发展存在的主要问题和未来需要思考的问题。该研究工作得到了国家社科基金重点项目(20ATJ005)的大力支持。原文链接请点击:http://dx.doi.org/10.1016/j.transproceed.2022.03.067


▲ Transplantation Proceedings期刊封面

原文摘要

BACKGROUND: China ranks currently as one of the top countries for organ transplantation according to types, capacity, related research, quality, and quantity of procedures. However, the management systems struggle to support these practices. This study aims to review the current situation with organ donation and transplantation in China recently.

METHODS: Data about organ donation and transplantation was collected by using web crawler technology from several news sections of representative portal websites in China. A total of 3475 documents about organ donation and transplantation were analyzed after data preprocessing. The documents were analyzed using machine learning to find out the relationship among the hot topics and their social popularity as well as to explore the dominant subtopics of the hot topics.

RESULTS: The results of weighted correlation network analysis and documents clustering analysis identified 9 topics about organ donation and transplantation in China with a wide discussion: transplantation ethics, donor compensation, use of the remains, transportation guarantee of living organs, organ allocation, relevant national standards of organ donation and transplantation, legislation on organ donation, penalties for violation, and the Red Cross Society of China.

CONCLUSIONS: This study found out the main problems and proposed them for future discussion with organ donation and transplantation system in China: the lack of publicity and education and the difficulty of standardizing legislation about ethical issues arousing ethical problems; the need to understand the relationship and the standardization among costs, expenses, and compensation; and the lack of more support from the government and public to ensure regular organ donation and transplantation.



责任编辑| 郑陈璐
图文编辑| 吴小龙
排版编辑| 马茂淇

厦门大学数据挖掘研究中心
2022年10月6日


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