Shih Wendy, Patterson Stephanie Y, Kasari Connie
a Department of Biostatistics , University of California , Los Angeles.
b Center for Autism Research & Treatment , University of California , Los Angeles.
J Clin Child Adolesc Psychol. 2016 Jul-Aug;45(4):469-79. doi: 10.1080/15374416.2014.915549. Epub 2014 Jun 13.
The purpose of this study was to understand the trajectories of children's response to an intervention prior to the end of the treatment in order to inform adaptive treatment models for future studies. Participants with autism spectrum disorder (ASD) were drawn from a randomized controlled trial comparing 2 different social skills interventions at children's schools. We excluded children with ASD who entered the study with at least 80% time engaged (the average time of neurotypical children in the same classes) in order to examine only those who were engaged below the typical developing peers' average percentage of time engaged. The final sample included 92 children with ASD (82% male, average age = 8.14 years, average IQ = 89.6). We explored whether playground engagement scores measured at entry and midpoint of treatment predicted their engagement scores at end of treatment using the Classification and Regression Tree (CART) method. Using the CART approach, 4 meaningful subgroups based on children's playground engagement scores measured at entry and changes from entry to midpoint were identified. These data suggest that measurements of children's behavior midstudy can be used to predict children's treatment outcomes. Such data may be used to inform decisions to augment or alter programming prior to treatment end in order to tailor intervention to best meet the needs of individual children.
本研究的目的是了解儿童在治疗结束前对干预措施的反应轨迹,以便为未来研究的适应性治疗模型提供信息。患有自闭症谱系障碍(ASD)的参与者来自一项随机对照试验,该试验在儿童学校比较了两种不同的社交技能干预措施。我们排除了那些在进入研究时至少有80%的时间参与(与同班级神经典型儿童的平均时间相同)的ASD儿童,以便只研究那些参与时间低于典型发育同龄人平均参与时间百分比的儿童。最终样本包括92名ASD儿童(82%为男性,平均年龄 = 8.14岁,平均智商 = 89.6)。我们使用分类与回归树(CART)方法探讨了在治疗开始时和治疗中期测量的操场参与得分是否能预测他们在治疗结束时的参与得分。使用CART方法,根据儿童在进入时测量的操场参与得分以及从进入到中期的变化,确定了4个有意义的亚组。这些数据表明,在研究中期对儿童行为的测量可用于预测儿童的治疗结果。这些数据可用于在治疗结束前为增加或改变方案的决策提供信息,以便调整干预措施以最好地满足个别儿童的需求。