Department of Public Health, University of Otago, New Zealand.
Aust N Z J Public Health. 2012 Jun;36(3):218-22. doi: 10.1111/j.1753-6405.2012.00867.x.
Most research is affected by differential participation, where individuals who do not participate have different characteristics to those who do. This is often assumed to induce selection bias. However, selection bias only occurs if the exposure-outcome association differs for participants compared to non-participants. We empirically demonstrate that selection bias does not necessarily occur when participation varies in a study.
We used data from three waves of the longitudinal Survey of Family, Income and Employment (SoFIE). We examined baseline associations of labour market activity and education with self-rated health using logistic regression in five participation samples: A) the original sample at year one (n=22,260); B) those remaining in the sample (n=18,360); C) those (at year 3) consenting to data linkage (n=14,350); D) drop outs over three years (n=3,895); and E) those who dropped out or did not consent (n=7,905).
Loss to follow-up was more likely among lower socioeconomic groups and those with poorer health. However, for labour market activity and education, the odds of reporting fair/poor health were similar across all samples. Comparisons of the mutually exclusive samples (C and E) showed no difference in the odds ratios after adjustment for sociodemographic (participation) variables. Thus, there was little evidence of selection bias.
Differential loss to follow-up (drop out) need not lead to selection bias in the association between exposure (labour market activity and education) and outcome (self-rated health).
大多数研究都受到差异参与的影响,即不参与的个体与参与的个体具有不同的特征。这通常被认为会导致选择偏差。然而,只有当参与者和非参与者之间的暴露-结果关联存在差异时,才会出现选择偏差。我们通过实证证明,在研究中参与度发生变化时,并不一定会出现选择偏差。
我们使用了纵向家庭、收入和就业调查(SoFIE)的三个波次的数据。我们使用逻辑回归在五个参与样本中检查了劳动力市场活动和教育与自评健康的基线关联:A)第一年的原始样本(n=22260);B)留在样本中的人(n=18360);C)同意数据链接的人(n=14350);D)三年间的流失者(n=3895);以及 E)流失者或不同意者(n=7905)。
随访丢失更可能发生在社会经济地位较低和健康状况较差的人群中。然而,对于劳动力市场活动和教育,在所有样本中,报告健康状况不佳的几率是相似的。在相互排斥的样本(C 和 E)之间进行比较后,调整社会人口统计学(参与)变量后,比值比没有差异。因此,几乎没有证据表明存在选择偏差。
差异随访丢失(流失)不一定会导致暴露(劳动力市场活动和教育)与结果(自评健康)之间的关联出现选择偏差。