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Modeling Associations between Principals’ Reported Indoor Environmental Quality and Students’ Self-Reported Respiratory Health Outcomes Using GLMM and ZIP Models

机译:使用GLMM和ZIP模型在校长报告的室内环境质量与学生自我报告的呼吸健康结果之间建立模型关联

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Background : The aim of this paper was to examine associations between school building characteristics, indoor environmental quality (IEQ), and health responses using questionnaire data from both school principals and students. Methods : From 334 randomly sampled schools, 4248 sixth grade students from 297 schools participated in a questionnaire. From these schools, 134 principals returned questionnaires concerning 51 IEQ related questions of their school. Generalized linear mixed models (GLMM) were used to study the associations between IEQ indicators and existence of self-reported upper respiratory symptoms, while hierarchical Zero Inflated Poisson (ZIP)—models were used to model the number of symptoms. Results : Significant associations were established between existence of upper respiratory symptoms and unsatisfactory classroom temperature during the heating season (ORs 1.45 for too hot and cold, and 1.27 for too cold as compared to satisfactory temperature) and dampness or moisture damage during the year 2006–2007 (OR: 1.80 as compared to no moisture damage), respectively. The number of upper respiratory symptoms was significantly associated with inadequate ventilation and dampness or moisture damage. A higher number of missed school days due to respiratory infections were reported in schools with inadequate ventilation (RR: 1.16). Conclusions : The school level IEQ indicator variables described in this paper could explain a relatively large part of the school level variation observed in the self-reported upper respiratory symptoms and missed school days due to respiratory infections among students.
机译:背景:本文的目的是使用学校校长和学生的问卷调查数据,检查学校建筑特征,室内环境质量(IEQ)和健康反应之间的关联。方法:从334所随机抽取的学校中,对297所学校的4248名六年级学生进行了问卷调查。从这些学校中,有134位校长返回了有关学校51个与IEQ相关问题的问卷。广义线性混合模型(GLMM)用于研究IEQ指标与自我报告的上呼吸道症状的存在之间的关联,而分层零膨胀泊松(ZIP)模型用于对症状数量进行建模。结果:在2006-2006年间,在供暖季节,上呼吸道症状的存在与教室温度不令人满意(过热和过冷的OR为1.45,相对于令人满意的温度为1.27,过冷的OR)之间存在显着关联。 2007年(OR:1.80,无湿气破坏)。上呼吸道症状的数量与通气不足和潮湿或湿气损害显着相关。据报告,在通风不足的学校中,由于呼吸道感染而导致的缺课天数更高(RR:1.16)。结论:本文描述的学校水平的IEQ指标变量可以解释学生自我报告的上呼吸道症状和学生因呼吸道感染而错过的上课时间所观察到的学校水平变化的相对较大部分。

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