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Observed trends in mental health: A strategy to adjust for nonresponse bias and demographic changes in survey data

机译:观察到的心理健康趋势:一种针对调查数据中的无应答偏差和人口变化进行调整的策略

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摘要

Aims: To examine whether observed changes in self-reported psychological distress symptoms reflect true changes in psychological distress in the population, or more specifically, to present statistical methods to check for nonresponse bias and demographic changes. Methods: Lack of representativity, nonresponse bias and demographic changes were controlled for by weighing of data (sample-balancing or raking). Results: Controlling for age, gender and education, or holding the demographic structure constant over time, slightly weakened the decrease in psychological distress from 1998 to 2002, and left the changes in psychological distress from 2002 to 2008 almost unchanged. When the level of psychological distress was held constant across years in every subgroup defined by age, gender and education, in order to isolate the effects of changes in demography, the distress scores showed only minor variation across data collection occasions from 1998 to 2008. Conclusions: The observed modest decrease in psychological distress from 1998 to 2002 may partly be explained by selection and demographic changes, while this is not the case with the more pronounced changes from 2002 to 2008.
机译:目的:检查观察到的自我报告的心理困扰症状的变化是否反映了人口中心理困扰的真实变化,或更具体地说,提出一种统计方法来检查无应答偏差和人口统计学变化。方法:通过称量数据(样本平衡或倾斜)来控制缺乏代表性,无应答偏差和人口统计学变化。结果:控制年龄,性别和教育程度,或保持人口结构​​随时间的推移不变,从1998年到2002年略微减弱了心理困扰的减少,而使2002年至2008年心理困扰的变化几乎保持不变。当按年龄,性别和受教育程度定义的每个子组中的心理困扰水平多年来保持恒定时,为了隔离人口统计学变化的影响,在1998年至2008年的所有数据收集场合中,痛苦分数仅显示出较小的变化。 :从1998年至2002年观察到的心理困扰的适度下降,部分可以通过选择和人口变化来解释,而从2002年至2008年变化更为明显的情况则并非如此。

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