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Classification of children with autism spectrum disorders: A finite mixture modeling approach to heterogeneity

机译:自闭症谱系障碍儿童的分类:异质性的有限混合建模方法

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The heterogeneity found in autism and related disorders (i.e., "autism spectrum disorders") is widely acknowledged. Even within a specific disorder, such as Autistic Disorder, the range in abilities and clinical presentation is broad. The heterogeneity observed has prompted many researchers to propose subtypes beyond the commonly used DSM-IV-TR diagnoses. However, previous research has used analysis procedures that have significant limitations. This research examined the possible presence and structure of latent behavioral subgroups in young children. Multiple measures were utilized including direct observational measurement of social behavior. Finite mixture modeling analysis revealed evidence for two latent components or subgroups. The groups differed significantly on IQ, receptive language, and social interactions, but not on autism symptom severity. The two groups did not differ by age or proportion of males or females, but differed in terms of diagnoses. Results are compared to existing models of subgroups in autism spectrum disorders, and discussed in terms of implications for future research and treatment.
机译:在自闭症和相关疾病(即“自闭症谱系疾病”)中发现的异质性已得到广泛认可。即使在诸如自闭症等特定疾病中,能力和临床表现的范围也很广。观察到的异质性促使许多研究人员提出了除了常用的DSM-IV-TR诊断之外的亚型。但是,以前的研究使用的分析程序有很大的局限性。这项研究检查了幼儿中潜在的行为亚群的可能存在和结构。采取了多种措施,包括对社会行为的直接观察措施。有限混合物建模分析揭示了两个潜在成分或亚组的证据。两组在智商,接受语言和社交互动方面有显着差异,但在自闭症症状严重程度方面无差异。两组在年龄或男性或女性比例上没有差异,但是在诊断方面有所差异。将结果与自闭症谱系障碍的现有亚组模型进行比较,并就对未来研究和治疗的意义进行讨论。

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