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使用回归树对智障儿童的生活质量进行建模。

Modelling quality of life in children with intellectual disability using regression trees.

机构信息

Telethon Kids Institute, The University of Western Australia, Western Australia.

Paediatric Education and Research, Monash University, Victoria.

出版信息

Dev Med Child Neurol. 2022 Sep;64(9):1145-1155. doi: 10.1111/dmcn.15206. Epub 2022 Mar 23.

Abstract

AIM

To identify factors associated with quality of life (QoL) in children with intellectual disability. We aimed to identify patterns of association not observable in previous hypothesis-driven regression modelling using the same data set from a cross-sectional observational study.

METHOD

A questionnaire was completed by 442 caregivers of children with confirmed intellectual disability and a diagnosis of autism spectrum disorder, cerebral palsy, Down syndrome, or Rett syndrome. The Quality of Life Inventory-Disability (QI-Disability) questionnaire was used to assess child QoL. Independent variables described the child's health, functional abilities, community participation, and sociodemographics. The R package rpart was used to build the regression trees.

RESULTS

The mean total QI-Disability score was 69.2 out of a maximum 100. The subgroup with the lowest QoL scores comprised children with a high degree of daytime sleepiness (n=74, mean 57.5) while the subgroup with the highest QoL scores (n=91, mean 80.3) comprised children with little daytime sleepiness who participated more frequently in community activities and displayed good eye contact while listening.

INTERPRETATION

Regression tree analysis provides insights into the relative importance of associated factors. Sleep problems and community participation were more important than functional abilities in accounting for differences in QoL.

WHAT THIS PAPER ADDS

A hypothesis-free regression tree analysis enables examination of multiple factors potentially influencing quality of life (QoL) in children with intellectual disability. Functional abilities were less strongly associated with QoL than sleep problems and community participation.

摘要

目的

确定与智障儿童生活质量(QoL)相关的因素。我们旨在使用来自横断面观察性研究的相同数据集,确定以前基于假设的回归模型无法观察到的关联模式。

方法

442 名智障儿童的照顾者完成了一份问卷,这些儿童被确诊为自闭症谱系障碍、脑瘫、唐氏综合征或雷特综合征。使用生活质量问卷-残疾(QI-Disability)问卷评估儿童的 QoL。自变量描述了儿童的健康、功能能力、社区参与和社会人口统计学特征。使用 R 包 rpart 构建回归树。

结果

QI-Disability 问卷的总分平均为 100 分中的 69.2 分。生活质量得分最低的亚组包括白天嗜睡程度较高的儿童(n=74,平均 57.5 分),而生活质量得分最高的亚组(n=91,平均 80.3 分)包括白天嗜睡程度较低、更频繁参与社区活动和在倾听时眼神交流良好的儿童。

解释

回归树分析提供了对相关因素相对重要性的深入了解。睡眠问题和社区参与比功能能力更能解释生活质量的差异。

本文的添加内容

无假设的回归树分析能够检查可能影响智障儿童生活质量(QoL)的多个因素。功能能力与睡眠问题和社区参与相比,与 QoL 的关联较弱。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4948/9542381/dfadeedd1a95/DMCN-64-1145-g003.jpg

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