基于K-Means聚类算法的Rapidminer应用分析RSUD年龄和治疗时间对结核病患者死亡率的影响

D. Upuy, C. F. Palembang
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引用次数: 0

摘要

结核病(TB)是一种由结核分枝杆菌引起的传染病,在世界范围内引起重大健康问题。当结核病患者咳嗽或打喷嚏时,它会通过空气传播。2016年,马鲁古在印度尼西亚结核病病例最多的地区中排名第十。安汶市开展了各种结核病控制方案和活动,从发现病例、治疗病人、健康宣传到痰液检查。在此之后,评估作为一种预防和控制的努力来进行,以衡量机构计划的成功程度和有效性,以实现组织目标。为了了解Maluku,特别是Ambon市的结核病病例发展情况,本次研究还使用了快速挖掘应用的k-means聚类算法来分析RSU Dr. M. Haulussy Ambon的结核病患者在年龄和治疗时间方面的死亡率。通过研究得出,死亡人数最多的是第1类,年龄范围为36-55岁,其次是第0类,年龄范围为6-33岁,最后是第2类,总人数最少。死亡年龄在59-84岁之间。病人在医院的住院时间从半天到21天不等,病人既可以康复,也可以死亡。患者死亡率最高的是生产年龄组,他们很少锻炼,经常从事积极活动,每天与许多人见面,吸烟习惯和缺乏健康知识是生产年龄组患结核病的原因
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analisys Mortality Rate of Tuberculosis Patients Seen From Age and Length of Treatment at RSUD Dr. M. Haulussy Ambon Using the K-Means Clustering Algorithm for the Rapidminer Application
Tuberculosis (TB) is an infectious disease that causes major health problems in the world by the bacterium Mycobacterium tuberculosis. It spreads through the air when people with TB cough or sneeze. Maluku was in the 10th position with the most TB cases in Indonesia in 2016. Various programs and activities to control TB in Ambon City are carried out, from the process of finding cases, treating patients, health promotions to sputum examination. After that, an evaluation is carried out as an effort to prevent and control to measure the level of success and effectiveness of institutional programs in order to achieve organizational goals. To find out the development of TB cases in Maluku, especially the city of Ambon, the research conducted this time also used the k-means clustering algorithm for the rapidminer application to analyze the death rate of TB patients in terms of age and length of treatment at RSU Dr. M. Haulussy Ambon. The research conducted obtained that the highest number of patients who died were in cluster 1 with an age range of 36-55 years, then followed by the second position in cluster 0 with an age range of 6-33 years, and the last in cluster 2 with a total number of patients. died in the age range of 59-84 years. The length of stay of patients in the hospital varies from half a day to day 21 and is experienced by patients who recover as well as die. The highest patient mortality rate is in the productive age group, rarely does exercise and often engages in active activities and meets many people every day, smoking habits and lack of knowledge about health are the causes of more productive age groups suffering from TB
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