首页|空间滞后模型在新疆地区HIV/AIDS报告率影响因素生态学研究中的应用

空间滞后模型在新疆地区HIV/AIDS报告率影响因素生态学研究中的应用

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目的 应用空间滞后模型分析影响新疆地区人类免疫缺陷病毒(HIV)/艾滋病(AIDS)报告率的社会人口学因素,探讨该模型在AIDS流行病学中的应用价值.方法 利用Geoda软件对新疆85个区县2007年-2015年HIV/AIDS报告率与社会人口学因素进行空间回归模型分析.结果 多重线性回归(OLS)模型显示回归残差存在空间自相关性(Moran's I=0.286 7,P<0.001),参照拉格朗日乘数(LM)检验,最后选用空间滞后模型(SLM)进行数据分析.SLM中空间滞后项差异具有统计学意义(P<0.001),即HIV/AIDS报告率存在正的空间自相关性.HIV/AIDS报告率与人口数呈正相关,与农业人口比例呈负相关.与传统OLS模型相比,SLM的调整R2上升,对数似然比的绝对值和赤池信息量准则(AIC)值下降,提示拟合效果更好.结论 人口多和城镇化比例高的地区HIV/AIDS报告率较高.SLM在AIDS影响因素的生态学研究中有推广价值.
Application of spatial lag model in ecological study on influencing factors of human immunodeficiency virus/acquired immune deficiency syndrome reporting rate in Xinjiang
Objective To analyze the sociodemographic factors affecting the human immunodeficiency virus/acquired immunedeficiency syndrome(HIV/AIDS)reporting rate with spatial lag model,and to explore the application value of this model in HIV/AIDS epidemiology.Methods Geoda software was used for the spatial regression analysis of HIV/AIDS report rate and social demographic factors in 85 counties in Xinjiang during 2007 to 2015.Results Ordinary least square(OLS)showed the spatial autocorrelation of regression residuals(Moran's I=0.286 7,P<0.001),and the spatial lag model(SLM)was selected based on lagrange multiplier(LM)tests.The SLM showed that the spatial lag terms were statistically significant(P<0.001),which means there was a positive spatial autocorrelation of HIV/AIDS reporting rate."Population"was positively correlated to the HIV/AIDS reporting rate,while"proportion of agricultural population"was negatively correlated.Compared to traditional OLS model,the SLM had better fitting effect with increased adjusted R2 and decreased logarithmic likelihood ratio and Akaike information criterion(AIC)value.Conclusions HIV/AIDS reporting rate was higher in areas with large population and high proportion of urbanization.The SLM is valuable to popularize in ecological study on influencing factors of HIV/AIDS.

Human immunodeficiency virusAcquired immunodeficiency syndromeSpatial lag modelXinjiang

阿提开木·吾布力、王倩、姚雪梅、戴江红

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新疆医科大学公共卫生学院,乌鲁木齐 830054

人类免疫缺陷病毒 艾滋病 空间滞后模型 新疆

新疆维吾尔自治区自然科学基金联合基金

2016D01C189

2024

中国性科学
中国性学会

中国性科学

CSTPCD
影响因子:1.394
ISSN:1672-1993
年,卷(期):2024.33(5)
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