A marginal structural model for estimation of the effect of HIV positivity awareness on risky sexual behavior

H. Twabi, Samuel O. M. Manda, D. Small, H. Kohler
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Abstract

In this paper, a Marginal Structural Model (MSM) with inverse probability of treatment weights was used to estimate the causal effect of HIV positivity awareness on condom use and multiple sexual partners using data from the Malawi Longitudinal Study of Families and Health (MLSFH). Cumulative awareness of HIV positivity was measured as the number of times an individual was aware of their positive HIV status. Awareness of HIV positivity was associated with increased condom use (OR=2.22, 95%: (1.79, 2.75)). Only among women was it associated with multiple sexual partners (OR=1.76, 95%: (1.36, 2.28)). The use of MSM (over standard regression models for repeated measures) should be encouraged as it is more suited for assessing the cumulative treatment effects while controlling for time-varying confounders in longitudinal studies. There is a need to up-scale interventions that promote HIV testing, awareness of HIV status, and prevention of HIV transmission.
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估计HIV阳性意识对危险性行为影响的边际结构模型
在本文中,使用马拉维家庭与健康纵向研究(MLSFH)的数据,使用具有治疗权重逆概率的边际结构模型(MSM)来估计HIV阳性意识对避孕套使用和多个性伴侣的因果影响。对艾滋病毒阳性的累计认识是指一个人意识到自己的艾滋病毒阳性状况的次数。对HIV阳性的认识与避孕套使用的增加有关(OR=2.22,95%:(1.79,2.75))。只有在女性中,它与多个性伴侣有关(OR=1.76,95%:(1.36,2.28))。应鼓励使用MSM(重复测量的超标准回归模型),因为它更适合评估累积治疗效果,同时控制时变纵向研究中的混杂因素。有必要加大干预力度,促进艾滋病毒检测、对艾滋病毒状况的认识和预防艾滋病毒传播。
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来源期刊
Biostatistics and Epidemiology
Biostatistics and Epidemiology Medicine-Health Informatics
CiteScore
1.80
自引率
0.00%
发文量
23
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