研究影响血红蛋白因素的统计分析

IF 0.1 Q4 STATISTICS & PROBABILITY
Maysoon A. Sultan
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引用次数: 0

摘要

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。
STATISTICAL ANALYSIS STUDYING THE FACTORS AFFECTING HEMOGLOBIN
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
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来源期刊
JP Journal of Biostatistics
JP Journal of Biostatistics STATISTICS & PROBABILITY-
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