STATISTICAL ANALYSIS STUDYING THE FACTORS AFFECTING HEMOGLOBIN

IF 0.1 Q4 STATISTICS & PROBABILITY
Maysoon A. Sultan
{"title":"STATISTICAL ANALYSIS STUDYING THE FACTORS AFFECTING HEMOGLOBIN","authors":"Maysoon A. Sultan","doi":"10.17654/0973514324003","DOIUrl":null,"url":null,"abstract":"This is a descriptive, cross-sectional study to analyze the effect of alcohol and smoking in the hemoglobin present in blood and determining the other factors that affect it. The data was obtained from the national health insurance service in Korea. The multiple linear regression model was performed on the sample size of 65535 individuals, which contain adults aged between 20 to 85 years of both males and females in Korea. This sample covers people who smoke and drink during their lifetime. There is a statistically significant effect of the explanatory variables (Sex, Age, Height, Weight, Smoking state, Drinking state) on the dependent variable (Hemoglobin), with F-stat (10325.983) and P-value (0.000) at 5% level of significant. The variance inflation factor (VIF) ranged between (1.280 to 3.327); is less than 5; which means that there is no collinearity. Also, the R squared (0.486) is less than Durbin Watson statistic (2.006) which means this model is not spurious suggesting that there is no autocorrelation, or partial correlation in the data. The explanatory variables explain 48.6% of the total variation in hemoglobin levels in the blood. Received: September 7, 2023 Accepted: November 2, 2023","PeriodicalId":40703,"journal":{"name":"JP Journal of Biostatistics","volume":null,"pages":null},"PeriodicalIF":0.1000,"publicationDate":"2023-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"JP Journal of Biostatistics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.17654/0973514324003","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"STATISTICS & PROBABILITY","Score":null,"Total":0}
引用次数: 0

Abstract

This is a descriptive, cross-sectional study to analyze the effect of alcohol and smoking in the hemoglobin present in blood and determining the other factors that affect it. The data was obtained from the national health insurance service in Korea. The multiple linear regression model was performed on the sample size of 65535 individuals, which contain adults aged between 20 to 85 years of both males and females in Korea. This sample covers people who smoke and drink during their lifetime. There is a statistically significant effect of the explanatory variables (Sex, Age, Height, Weight, Smoking state, Drinking state) on the dependent variable (Hemoglobin), with F-stat (10325.983) and P-value (0.000) at 5% level of significant. The variance inflation factor (VIF) ranged between (1.280 to 3.327); is less than 5; which means that there is no collinearity. Also, the R squared (0.486) is less than Durbin Watson statistic (2.006) which means this model is not spurious suggesting that there is no autocorrelation, or partial correlation in the data. The explanatory variables explain 48.6% of the total variation in hemoglobin levels in the blood. Received: September 7, 2023 Accepted: November 2, 2023
研究影响血红蛋白因素的统计分析
这是一项描述性的横断面研究,旨在分析酒精和吸烟对血液中血红蛋白的影响,并确定影响它的其他因素。数据来自韩国的国民健康保险服务。多元线性回归模型对65535个人的样本量进行了分析,其中包括韩国年龄在20至85岁之间的男性和女性。这个样本涵盖了一生中吸烟和喝酒的人。解释变量(性别、年龄、身高、体重、吸烟状态、饮酒状态)对因变量(血红蛋白)的影响有统计学意义,f值(10325.983)和p值(0.000)在5%的显著水平上。方差膨胀系数(VIF)在1.280 ~ 3.327之间;小于5;也就是说没有共线性。此外,R平方(0.486)小于Durbin Watson统计量(2.006),这意味着该模型不是虚假的,这表明数据中没有自相关或部分相关。这些解释变量解释了血液中血红蛋白水平48.6%的总变化。收稿日期:2023年9月7日。收稿日期:2023年11月2日
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
JP Journal of Biostatistics
JP Journal of Biostatistics STATISTICS & PROBABILITY-
自引率
0.00%
发文量
23
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信