北卡罗莱纳州坎伯兰县年轻人非法物质和烟草使用的潜在增长曲线模型评价

Maurice Y. Mongkuo
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Methods: The data of illicit substance and tobacco use was collected using a survey of a random sample of minority young adults who participated in the CIHPP. for12-months. Change in illicit substance and tobacco use during 24 months of minority young adults' participation in CIHPP was recorded. The data was analyzed using the latent growth curve (LGC) model within the framework of the structural equation modeling procedure. The evaluation included the change in the intercept and slope of the Mean, Variance, covariance, and predictor variable in three waves for 24months. Result: The average score for illegal substance use of 5.411 decreased significantly over the 24months. Young adults exhibited a low rate of increase in their illicit use substance over the 24months. This finding indicates that the CIHPP was effective in decreasing the substance use of young adults under study. There were significant inter individual differences in the original score of illicit substance use between the young adults at the beginning of the implementation of the CIHPP and its change over time, as the as the minority young adult progressed from the beginning of the CIHPP intervention through the 24 months. Using gender as a predictor of change showed no difference between male and female young adults. For tobacco use, the average score for tobacco (16.631) decreased significantly over the three 24months. There was no meaningful difference between minority young adult males and minority young adult females in illicit substances use at the beginning of CIHPP. However, during CIHPP intervention, minority young adult’s males had an increase in the rate of change in tobacco use than minority young adult females. The mean estimate for tobacco use indicates that the average score for tobacco use increased significantly over the three 12-months periods. The covariance between the intercept and slope factor for tobacco use was statistically significant. Minority young adult males exhibited a higher rate of tobacco use than their female counterparts over the 24 months. This finding suggests that the Comprehensive, integrated HIV prevention program was not effective in decreasing the tobacco use of the minority young adults studied, The variance estimate related 2 Annals of Immunology & Immunotherapy Mongkuo MY, et al. Latent Growth Curve Model Evaluation of Illicit Substance and Tobacco Use among Young Adults in Cumberland County, North Carolina. Ann Immunol Immunother 2020, 2(2): 000124. 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摘要

目的:青年期是个人尝试非法药物和烟草等可能使他们易患性传播疾病的健康危险物质的时期。生活在艾滋病毒流行的城市社区的少数民族年轻人显然更有可能从事这些行为。在美国,少数族裔年轻人感染艾滋病毒的比例过高。为了解决这个问题,美国国会拨款1亿多美元。在美国,很少有研究调查这一弱势群体的非法药物和烟草使用情况。本研究旨在评估艾滋病毒综合预防计划(CIHPP)对生活在艾滋病毒感染率高的城市社区的少数民族年轻人非法药物和烟草使用的影响。方法:对参加CIHPP的少数民族青年进行随机抽样调查,收集非法物质和烟草使用的数据。for12-months。记录了少数民族青年参与CIHPP的24个月期间非法药物和烟草使用的变化。采用结构方程建模程序框架内的潜在生长曲线(LGC)模型对数据进行分析。评估包括均值、方差、协方差和预测变量的截距和斜率在三波中24个月的变化。结果:24个月来,非法药物使用平均分5.411分明显下降。在过去的24个月里,年轻人的非法使用药物的增长率很低。这一发现表明,CIHPP在减少研究中的年轻人的物质使用方面是有效的。在实施CIHPP之初,青年成人之间的非法药物使用原始分数及其随时间的变化存在显著的个体间差异,随着少数民族青年成人从CIHPP干预开始到24个月的进展。使用性别作为变化的预测因子,男性和女性年轻人之间没有差异。在烟草使用方面,烟草的平均得分(16.631)在三个24个月内显著下降。少数民族青年成年男性和少数民族青年成年女性在CIHPP开始时的非法药物使用情况无显著差异。然而,在CIHPP干预期间,少数民族青年成年男性的烟草使用变化率高于少数民族青年成年女性。烟草使用的平均估计值表明,烟草使用的平均得分在三个12个月期间显著增加。烟草使用的截距因子和斜率因子之间的协方差具有统计学意义。在过去的24个月里,少数民族年轻成年男性的吸烟率高于女性。这一发现表明,综合艾滋病毒预防计划在减少少数民族年轻人的烟草使用方面没有效果,方差估计与《免疫学与免疫治疗年鉴》(Annals of Immunology & Immunotherapy)相关。北卡罗莱纳州坎伯兰县年轻人非法物质和烟草使用的潜在增长曲线模型评价。中国生物医学工程学报,2016,32(2):564 - 564。版权所有©Mongkuo MY等,烟草使用的截断量和斜率具有统计学意义(p=.001),这表明在CIHPP开始时,少数民族青年成年人在实施CIHPP开始时的烟草使用变化率及其随时间的变化率存在巨大的个体间差异,随着青年成年人从CIHPP干预开始到24个月的进展。这些证据为进一步研究与生长轨迹相关的变异性或异质性提供了有力的支持。具体来说,在模型中加入时不变的变化可以解释年轻人烟草使用的变异性。这种结合包括用人口统计学或静态变量作为变化的时不变预测因子来测试潜在增长曲线模型。本研究将性别纳入LGC模型作为变化的预测因子。以性别为预测因子的预测模块发现,少数民族青年成年男性和女性在非法药物和烟草使用方面没有显著差异。
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Latent Growth Curve Model Evaluation of Illicit Substance and Tobacco Use among Young Adults in Cumberland County, North Carolina
Aim: Young adulthood is a period when individuals experiment health risk substances such as illicit substance and tobacco use that may predispose them to sexually transmitted diseases. Minority young adults living in HIV prevalent urban communities are notably more likely to engage in these behaviors. In the United States, minority young adults over-represented with HIV infection. To resolve this problem, the United States Congress has invested over $100million in grants. In the United States, few studies have examined illicit substance and tobacco use among this vulnerable population. This study aimed to evaluate the impact of a comprehensive HIV prevention program (CIHPP) on illicit substance and tobacco use among minority young adults living in a high prevalence of HIV infection urban community. Methods: The data of illicit substance and tobacco use was collected using a survey of a random sample of minority young adults who participated in the CIHPP. for12-months. Change in illicit substance and tobacco use during 24 months of minority young adults' participation in CIHPP was recorded. The data was analyzed using the latent growth curve (LGC) model within the framework of the structural equation modeling procedure. The evaluation included the change in the intercept and slope of the Mean, Variance, covariance, and predictor variable in three waves for 24months. Result: The average score for illegal substance use of 5.411 decreased significantly over the 24months. Young adults exhibited a low rate of increase in their illicit use substance over the 24months. This finding indicates that the CIHPP was effective in decreasing the substance use of young adults under study. There were significant inter individual differences in the original score of illicit substance use between the young adults at the beginning of the implementation of the CIHPP and its change over time, as the as the minority young adult progressed from the beginning of the CIHPP intervention through the 24 months. Using gender as a predictor of change showed no difference between male and female young adults. For tobacco use, the average score for tobacco (16.631) decreased significantly over the three 24months. There was no meaningful difference between minority young adult males and minority young adult females in illicit substances use at the beginning of CIHPP. However, during CIHPP intervention, minority young adult’s males had an increase in the rate of change in tobacco use than minority young adult females. The mean estimate for tobacco use indicates that the average score for tobacco use increased significantly over the three 12-months periods. The covariance between the intercept and slope factor for tobacco use was statistically significant. Minority young adult males exhibited a higher rate of tobacco use than their female counterparts over the 24 months. This finding suggests that the Comprehensive, integrated HIV prevention program was not effective in decreasing the tobacco use of the minority young adults studied, The variance estimate related 2 Annals of Immunology & Immunotherapy Mongkuo MY, et al. Latent Growth Curve Model Evaluation of Illicit Substance and Tobacco Use among Young Adults in Cumberland County, North Carolina. Ann Immunol Immunother 2020, 2(2): 000124. Copyright© Mongkuo MY, et al. to the intercept and slope for tobacco use is statistically significant (p=.001) suggesting that there were vast inter-individual differences both at the beginning of CIHPP and the rate of change of tobacco use between the minority young adults at the beginning of the implementation of the CIHPP and its rate of change over time, as the young adult progressed from the beginning of the CIHPP intervention through the 24months. Such evidence provides sturdy support for further investigation of variability or heterogeneity related to the growth trajectory. Specifically, the incorporation of time-invariant of change into the model can explain the young adults' tobacco use variability. This incorporation involves testing the latent growth curve model with the demographic or static variable as a time-invariant predictor of change. This study incorporated gender in the LGC model as a predictor of change. The prediction module with gender as predictor found that there was no meaningful difference in illicit substance and tobacco use between minority young adult males and females.
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