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Longitudinal measurement invariance and explanatory IRT models for adolescents’ oral health-related quality of life

机译:纵向测量不变性和解释性IRT模型,用于青少年的口腔健康相关品质

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摘要

Longitudinal invariance is a perquisite for a valid comparison of oral health-related quality of life (OHRQoL) scores over time. Item response theory (IRT) models can assess measurement invariance and allow better estimation of the associations between predictors and latent construct. By extending IRT models, this study aimed to investigate the longitudinal invariance of the two 8-item short forms of the Child Perception Questionnaire (CPQ11-14) regression short form (RSF:8) and item-impact short form (ISF:8) and identify factors associated with adolescents' OHRQoL and its change. All students from S1 and S2 (equivalent to US grades 6 and 7) who were born in April 1997 and May 1997 (at age 12) from 45 randomly selected secondary schools were invited to participate in this study and followed up after 3?years. Data on the CPQ11-14 RSF:8 and CPQ11-14 ISF:8, demographics, oral health behavior and status were collected. Explanatory graded response models were fitted to both short forms of the CPQ11-14 data for assessing longitudinal invariance and factors associated with OHRQoL. The Bayesian estimation method - Monte Carlo Markov Chain (MCMC) with Gibbs sampling was adopted for parameter estimation and the credible intervals were used for inference. Data from 649 children at age 12 at baseline and 415 children at age 15 at follow up were analyzed. For the 12?years old children, healthier oral health behavior, better gum status, families with both parents employed and parents' education level were found to be associated with better OHRQoL. Four items among the 2 short forms lacked longitudinal invariance. With statistical adjustment of longitudinal invariance, OHRQoL were found improved in general over the 3?years but no predictor was associated with OHRQoL in follow-up. For those with decreased family income, their OHRQoL had worsened over 3?years. IRT explanatory analysis enables a more valid identification of the factors associated with OHRQoL and its changes over time. It provides important information to oral healthcare researchers and policymakers.
机译:纵向不变性是对有效比较的有效比较,随着时间的推移,有效的健康状况的生活质量(OHRQOL)得分。项目响应理论(IRT)模型可以评估测量不变性,并允许更好地估计预测器和潜在构造之间的关联。通过扩展IRT模型,该研究旨在调查儿童感知问卷(CPQ11-14)回归短型(RSF:8)和物品影响短表(ISF:8)的两项8项短语的纵向不变性并识别与青少年的OHRQOL相关的因素及其变化。所有来自1997年4月和1997年5月(12月12日)的所有学生都被邀请从45名随机选择的中学参加这项研究并在3年后跟进。 CPQ11-14 RSF的数据:8和CPQ11-14 ISF:8,收集人口统计,口头健康行为和状态。解释性分级响应模型适用于CPQ11-14数据的短语,用于评估与OHRQOL相关的纵向不变性和因子。使用Gibbs采样的贝叶斯估计方法 - Monte Carlo Markov链(MCMC)采用参数估计,可靠的间隔用于推理。分析了来自649岁及以下15岁的349名儿童的数据进行了分析。对于12岁的孩子,更健康的口腔健康行为,更好的口香糖状态,父母雇用的家庭和父母的教育水平都被发现与更好的OHRQOL相关联。 2项短片之间的四项缺乏纵向不变性。随着纵向不变性的统计调整,在3年内,OHRQOL一般来说一般地改善,但在随访中没有预测因子与OHRQOL相关联。对于家庭收入减少的人来说,他们的OHRQOL已经超过3年令人厌恶? IRT解释性分析使得能够更有效地识别与OHRQOL相关的因素及其随时间的变化。它为口头医疗保健研究人员和政策制定者提供重要信息。

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