在一个20年的队列中描述从童年到成年的损耗特征:哪些基线因素是有影响的,偏见可以纠正吗?

IF 1.2 4区 社会学 Q4 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Longitudinal and Life Course Studies Pub Date : 2020-01-01 DOI:10.1332/175795920x16000977636901
P. Otáhal, L. Blizzard, D. Hosmer, J. Stankovich, A. Venn
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引用次数: 2

摘要

损耗在纵向研究中很常见,当缺失模式影响分析变量的分布时,会导致偏差。表征预测磨损的因素对纵向研究至关重要。很少有研究调查了预测儿童队列大规模损失的因素。消除潜在偏倚的方法是可用的,并且已经在接触和随访之间的短时间间隔的情况下进行了很好的研究。在经过一段很长时间的干预后,当参与者最初大量流失时,人们对这些技术的表现知之甚少。澳大利亚学校健康和健身调查(ASHFS)于1985年进行,参与者是7-15岁的学龄儿童。第一次随访发生在20年后,参与者大量流失:80%的人被追踪,61%的人登记并提供简短的问卷信息,47%的人提供更广泛的问卷信息,28%的人去了诊所。研究了与磨损相关的因素,并使用了两种常用技术,即多重归算(MI)和逆概率加权(IPW)来确定在估计儿童时期自评健康与BMI之间关联时纠正偏差的可能性。研究发现,从童年到成年的磨耗受到与成年群体相同的因素的影响:教育程度较低、社会经济地位较低和男性。流失模式因随访阶段而异。估计的儿童期关联因成年期损耗而偏倚,可以使用MI来纠正,但IPW由于缺乏完全观察到的信息变量而不成功。
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Characterising attrition from childhood to adulthood in a 20-year cohort: which baseline factors are influential, and can bias be corrected?
Attrition is common in longitudinal studies and can lead to bias when the missingness pattern affects the distributions of analysed variables. Characterisation of factors predictive of attrition is vital to longitudinal research. Few studies have investigated the factors predictive of attrition from childhood cohorts with large-scale loss to follow-up. Methods to remove potential bias are available and have been well studied in scenarios of short intervening periods between contact and follow-up. Less is known about the performance of such techniques when there is a large initial loss of participants after a long intervening period. The Australian Schools Health and Fitness Survey (ASHFS) was conducted in 1985 when participants were school children aged 7–15 years. The first follow-up occurred 20 years later with substantial loss of participants: 80% were traced, 61% enrolled and provided brief questionnaire information, 47% provided more extensive questionnaire information and 28% attended clinics. Factors associated with attrition were examined and two common techniques, multiple imputation (MI) and inverse probability weighting (IPW) were used to determine the potential for correcting the bias in the estimate of the association between self-rated fitness and BMI in childhood. Attrition from childhood to adulthood was found to be influenced by the same factors that operate in adult cohorts: lower education, lower socio-economic position and male sex. Attrition patterns varied by the stage of follow-up. Estimated childhood associations biased by adulthood attrition were able to be corrected using MI, but IPW was unsuccessful due to a lack of completely observed informative variables.
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CiteScore
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11.10%
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43
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