A knowledge graph based intelligent auxiliary diagnosis and treatment system for primary tinnitus using traditional Chinese medicine

耳鸣 计算机科学 知识图 图形 中医药 医学 人工智能 替代医学 听力学 病理 理论计算机科学
作者
Ziming Yin,Lihua Wang,H. H. Zhang,Zhongling Kuang,Jing Wang,Ting Li,Ziwei Zhu,Yu Guo
出处
期刊:Egyptian Informatics Journal [Elsevier BV]
卷期号:27: 100525-100525
标识
DOI:10.1016/j.eij.2024.100525
摘要

Primary tinnitus is a disabling disease with an unknown pathogenesis and a high incidence rate in China. Its diagnosis and treatment are complex and difficult to control. Although many treatments are available for primary tinnitus, their efficacy is often unsatisfactory. This paper proposes a new diagnosis and treatment method using knowledge graphs, and an intelligent assistant decision system is developed. To support diagnosis, a knowledge graph is created as a decision support tool using traditional Chinese medicine (TCM). Based on the knowledge graph, a model for the syndrome differentiation of tinnitus in TCM is built. At tinnitus treatment, an intelligent recommandation model for pentatonic music using knowledge graph based heterogeneous label propagation is then used to provide patients with personalized treatment plans. According to evaluation results, the proposed method achieves an accuracy of 87.1 % in tinnitus diagnosis. Compared with the control group, the recommended pentatonic music had a more obvious effect, and the efficacy of the five types of tinnitus was increased by 33.34 %, 33.33 %, 20 %, 26.67 %, 33.34 %, respectively. The system developed in this paper will help clinicians improve the diagnosis and treatment of tinnitus while reducing unnecessary medical expenses and offering significant social and economic benefits.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
蜗牛123完成签到 ,获得积分10
1秒前
乃惜发布了新的文献求助10
1秒前
量子星尘发布了新的文献求助10
1秒前
666完成签到,获得积分20
1秒前
HMF发布了新的文献求助10
2秒前
heshu发布了新的文献求助30
3秒前
zhangsir发布了新的文献求助30
3秒前
积极睫毛发布了新的文献求助10
4秒前
4秒前
威武的夏彤完成签到,获得积分10
4秒前
落寞觅山发布了新的文献求助10
4秒前
HJK关闭了HJK文献求助
4秒前
xiatl发布了新的文献求助10
4秒前
万能图书馆应助liuwei采纳,获得10
5秒前
5秒前
5秒前
jgy完成签到 ,获得积分10
6秒前
三羧酸循环关注了科研通微信公众号
7秒前
8秒前
8秒前
北纬21完成签到,获得积分10
8秒前
沉沉发布了新的文献求助10
8秒前
香蕉觅云应助受伤翠容采纳,获得10
9秒前
Akim应助leekk采纳,获得10
9秒前
10秒前
10秒前
11秒前
12秒前
12秒前
12秒前
ywindm发布了新的文献求助10
13秒前
13秒前
周斌完成签到,获得积分10
13秒前
14秒前
盼盼完成签到,获得积分10
14秒前
15秒前
寒冷香完成签到,获得积分10
15秒前
heshu完成签到 ,获得积分20
15秒前
幽默的傲南完成签到,获得积分20
15秒前
蓝豆子发布了新的文献求助10
16秒前
高分求助中
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] 2000
Synthesis of 21-Thioalkanoic Acids of Corticosteroids 1000
Electron microscopy study of magnesium hydride (MgH2) for Hydrogen Storage 1000
Structural Equation Modeling of Multiple Rater Data 700
 Introduction to Comparative Public Administration Administrative Systems and Reforms in Europe, Third Edition 3rd edition 590
全球膝关节骨性关节炎市场研究报告 555
Exhibiting Chinese Art in Asia: Histories, Politics and Practices 540
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3887538
求助须知:如何正确求助?哪些是违规求助? 3429824
关于积分的说明 10767033
捐赠科研通 3154613
什么是DOI,文献DOI怎么找? 1742023
邀请新用户注册赠送积分活动 840844
科研通“疑难数据库(出版商)”最低求助积分说明 785624