Center for Autism and Related Disorders, Kennedy Krieger Institute, Baltimore, Maryland.
Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland.
JAMA Netw Open. 2022 Apr 1;5(4):e229498. doi: 10.1001/jamanetworkopen.2022.9498.
There are long-standing disparities in the prevalence of autism spectrum disorder (ASD) across race and sex. Surprisingly, few studies have examined whether these disparities arise partially out of systematic biases in the Autism Diagnostic Observation Schedule, Second Edition (ADOS-2), the reference standard measure of ASD.
To examine differential item functioning (DIF) of ADOS-2 items across sex and race.
DESIGN, SETTING, AND PARTICIPANTS: This is a cross-sectional study of children who were evaluated for ASD between 2014 and 2020 at a specialty outpatient clinic located in the Mid-Atlantic region of the US. Data were analyzed from July 2021 to February 2022.
Child race (Black/African American vs White) and sex (female vs male).
Item-level biases across ADOS-2 harmonized algorithm items, including social affect (SA; 10 items) and repetitive/restricted behaviors (RRBs; 4 items), were evaluated across 3 modules. Measurement bias was identified by examining DIF and differential test functioning (DTF), within a graded response, item response theory framework. Statistical significance was determined by a likelihood ratio χ2 test, and a series of metrics was used to examine the magnitude of DIF and DTF.
A total of 6269 children (mean [SD] age, 6.77 [3.27] years; 1619 Black/African American [25.9%], 3151 White [50.3%], and 4970 male [79.4%]), were included in this study. Overall, 16 of 140 ADOS-2 diagnostic items (11%) had a significant DIF. For race, 8 items had a significant DIF, 6 of which involved SA. No single item showed DIF consistently across all modules. Most items with DIF had greater difficulty and poorer discrimination in Black/African American children compared with White children. For sex, 5 items showed significant DIF. DIF was split across SA and RRB. However, hand mannerisms evidenced DIF across all 5 algorithms, with generally greater difficulty. The magnitude of DIF was only moderate to large for 2 items: hand mannerisms (among female children) and repetitive interests (among Black/African American children). The overall estimated effect of DIF on total DTF was not large.
These findings suggest that the ADOS-2 does not have widespread systematic measurement bias across race or sex. However, the findings raise some concerns around underdetection that warrant further research.
自闭症谱系障碍(ASD)在种族和性别上的流行率存在长期存在的差异。令人惊讶的是,很少有研究探讨这些差异是否部分源于自闭症诊断观察量表第二版(ADOS-2)中的系统偏差,ADOS-2 是 ASD 的参考标准衡量工具。
检查 ADOS-2 项目在性别和种族上的差异项目功能(DIF)。
设计、设置和参与者:这是一项横断面研究,参与者是 2014 年至 2020 年间在美国中大西洋地区的一家专业门诊诊所接受 ASD 评估的儿童。数据于 2021 年 7 月至 2022 年 2 月进行分析。
儿童种族(黑人/非裔美国人与白人)和性别(女性与男性)。
评估了 ADOS-2 协调算法项目中的 10 项社交影响(SA)和 4 项重复/受限行为(RRBs)的项目级偏差,共 3 个模块。通过在分级反应项目反应理论框架内检查 DIF 和差异测试功能(DTF),确定了测量偏差。统计显著性通过似然比 χ2 检验确定,并使用一系列指标检查 DIF 和 DTF 的幅度。
共有 6269 名儿童(平均[SD]年龄 6.77[3.27]岁;1619 名黑人/非裔美国人[25.9%],3151 名白人[50.3%],4970 名男性[79.4%])被纳入本研究。总体而言,ADOS-2 诊断项目 140 项中的 16 项(11%)存在显著 DIF。在种族方面,有 8 项存在显著的 DIF,其中 6 项涉及 SA。没有一个项目在所有模块中都表现出一致的 DIF。在黑人/非裔美国儿童中,具有 DIF 的大多数项目难度更大,辨别力更差,而白人儿童则难度更大。在性别方面,有 5 项显示出显著的 DIF。DIF 分布在 SA 和 RRB 之间。然而,手部习惯在所有 5 个算法中都表现出 DIF,通常难度更大。只有 2 项的 DIF 幅度为中度至高度:手部习惯(在女性儿童中)和重复兴趣(在黑人/非裔美国儿童中)。DIF 对总 DTF 的总体估计影响不大。
这些发现表明,ADOS-2 在种族或性别上没有广泛的系统测量偏差。然而,这些发现引发了一些对欠检测的担忧,需要进一步研究。