模拟重复来自多个线人的顺序报告

I. Plewis, F. Vitaro, R. Tremblay
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引用次数: 8

摘要

在某一时间点儿童行为的报告中,交叉信息提供者的关联往往较低。这篇论文利用加拿大魁北克一项著名的男孩纵向研究的数据,扩展了关于多个信息提供者的文献,以展示如何估计反复教师和自我报告的攻击行为之间的联系。这些关联,无论是水平还是变化,都是从重复测量变量的多层模型中得出的,这些变量最好被视为有序类别。排序由连续比集合表示,变化由年龄的线性和二次函数表示,多元模型使用惩罚拟似然估计。分析还纳入了一个风险变量:社会经济地位(SES)。两组报告的增长参数估计值之间的相关性往往相当小,小于水平的交叉信息提供者关联。社会经济地位与攻击性水平有关,在教师报告中比在自我报告中更明显,但与攻击性随着年龄的增长而下降无关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modelling repeated ordinal reports from multiple informants
Cross-informant associations tend to be low for reports of children’s behaviours at one point in time. The paper extends the literature on multiple informants using data from a well-known longitudinal study of Quebec, Canada, boys to show how to estimate associations between repeated teachers′ and self-reports of aggressive behaviour. These associations, for both level and change, are derived from multilevel models for repeated measures of variables best treated as ordered categories. The ordering is represented by sets of continuation ratios, change by linear and quadratic functions of age, and the multivariate models are estimated using penalized quasi-likelihood. The analyses also incorporate a risk variable: socio-economic status (SES). The correlations between estimates of the growth parameters for the two sets of reports tend to be rather small and smaller than the cross-informant associations for levels. SES is associated with levels of aggression, more so for teacher reports than for self-reports, but not with the decline in aggression with age.
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