Swansea University Medical School, Singleton Park, Swansea, UK.
Department of Social and Environmental Health Research, London School of Hygiene and Tropical Medicine, London, UK.
Health Place. 2020 May;63:102355. doi: 10.1016/j.healthplace.2020.102355. Epub 2020 May 12.
There is some evidence that exam results are worse when students are acutely exposed to air pollution. Studies investigating the association between air pollution and academic attainment have been constrained by small sample sizes.
Cross sectional educational attainment data (2009-2015) from students aged 15-16 years in Cardiff, Wales were linked to primary health care data, modelled air pollution and measured pollen data, and analysed using multilevel linear regression models. Annual cohort, school and individual level confounders were adjusted for in single and multi-pollutant/pollen models. We stratified by treatment of asthma and/or Seasonal Allergic Rhinitis (SAR).
A unit (10μg/m) increase of short-term exposure to NO was associated with 0.044 (95% CI: -0.079, -0.008) reduction of standardised Capped Point Score (CPS) after adjusting for individual and household risk factors for 18,241 students. This association remained statistically significant after controlling for other pollutants and pollen. There was no association of PM, O, or Pollen with standardised CPS remaining after adjustment. We found no evidence that treatment for asthma or SAR modified the observed NO effect on educational attainment.
Our study showed that short-term exposure to traffic-related air pollution, specifically NO was associated with detrimental educational attainment for students aged 15-16. Longitudinal investigations in different settings are required to confirm this possible impact and further work may uncover the long-term economic implications, and degree to which impacts are cumulative and permanent.
有证据表明,学生在急性暴露于空气污染时,考试成绩会下降。研究空气污染与学业成绩之间的关联的研究受到样本量小的限制。
从威尔士卡迪夫市 15-16 岁的学生中,将 2009-2015 年的横断面教育程度数据与初级保健数据、建模的空气污染和测量的花粉数据相关联,并使用多层次线性回归模型进行分析。在单因素和多污染物/花粉模型中,调整了年度队列、学校和个体水平的混杂因素。我们按哮喘和/或季节性过敏性鼻炎(SAR)的治疗情况进行分层。
在调整了 18241 名学生的个人和家庭危险因素后,NO 的短期暴露增加一个单位(10μg/m),与标准化 capped 点分数(CPS)减少 0.044(95%置信区间:-0.079,-0.008)相关。在控制其他污染物和花粉后,这种关联仍然具有统计学意义。PM、O 或花粉与标准化 CPS 之间没有关联。我们没有发现哮喘或 SAR 治疗对观察到的 NO 对教育成就的影响有任何修饰作用。
我们的研究表明,青少年短期暴露于交通相关的空气污染,特别是 NO,与教育成就下降有关。需要在不同环境中进行纵向研究来证实这一可能的影响,进一步的研究可能会揭示其长期的经济影响,以及影响的累积和永久性程度。