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中国艾滋病病毒感染者自杀行为的尖点突变模型

Cusp Catastrophe Modeling of Suicide Behaviors among People Living with HIV in China.

作者信息

Wang Wei, Chen Xinguang, Li Shiyue, Yan Hong, Yu Bin, Xu Yunan

机构信息

Wuhan University, Wuhan, China and University of Florida, Gainesville, FL.

University of Florida, Gainesville, FL, and Wuhan University, Wuhan,China.

出版信息

Nonlinear Dynamics Psychol Life Sci. 2019 Oct;23(4):491-515.

Abstract

The number of people living with HIV (PLWH) increases rapidly with advancement in antiretroviral therapy. Suicide prevention is challenging, particularly for PLWH because of the negative impact of HIV-related stigma and social capital reduction. However, only a small proportion of the variance in suicide risk can be explained by these variables if a linear paradigm is used as guidance. In this study, we tested a nonlinear cusp catastrophe modeling. Participants (N = 523) were PLWH selected through a risk venue-based method in Wuhan, a provincial capital city in China. Suicidal ideation post HIV+ diagnosis and in the past 30 days and suicide plan and attempt were assessed. Data were collected using self-report questionnaire and were analyzed using both the direct and multivariate stochastic cusp catastrophe modeling methods with social capital as asymmetry variable and HIV-related stigma as bifurcation variable. The analysis was executed using R, including nls() function for the direct method and 'cusp' package for the stochastic modeling. Results from stochastic cusp modeling analysis indicated that social capital was significantly associated with risk of suicide after controlling for key covariates; the association was significantly bifurcated by HIV-related stigma. The data fit the cusp model better than the alternative linear model (R2 =.483 vs. .127). Findings of this study indicate suicide behaviors among Chinese PLWH follow a nonlinear dynamic system. In addition to enhancing our understanding of suicide risk, findings of this study underscore the significance in social capital enhancement and stigma reduction for suicide prevention among PLWH in China.

摘要

随着抗逆转录病毒疗法的进步,感染艾滋病毒的人数(PLWH)迅速增加。预防自杀具有挑战性,尤其是对于感染艾滋病毒的人来说,因为与艾滋病毒相关的耻辱感和社会资本减少会产生负面影响。然而,如果以线性范式为指导,这些变量只能解释自杀风险中很小一部分的差异。在本研究中,我们测试了一种非线性尖点突变模型。参与者(N = 523)是通过在中国省会城市武汉基于风险场所的方法挑选出来的感染艾滋病毒的人。评估了艾滋病毒确诊后以及过去30天内的自杀意念以及自杀计划和未遂情况。使用自我报告问卷收集数据,并使用直接和多元随机尖点突变建模方法进行分析,将社会资本作为不对称变量,将与艾滋病毒相关的耻辱感作为分岔变量。分析使用R语言执行,包括直接方法的nls()函数和随机建模的“cusp”包。随机尖点建模分析的结果表明,在控制关键协变量后,社会资本与自杀风险显著相关;这种关联因与艾滋病毒相关的耻辱感而显著分岔。数据与尖点模型的拟合度优于替代线性模型(R2 =.483对.127)。本研究结果表明,中国感染艾滋病毒的人的自杀行为遵循非线性动态系统。除了加深我们对自杀风险的理解之外,本研究结果还强调了增强社会资本和减少耻辱感对中国感染艾滋病毒的人预防自杀的重要性。

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