Based on 'The Unity of Heaven and Man': Association Analysis between Air Pollution and Human Health in Beijing and Risk Prediction Using Automated Machine Learning
DOI:
https://doi.org/10.71204/zvj1qm86Keywords:
The Unity of Heaven and Man, Air Pollution, Hematological Parameters, Risk PredictionAbstract
To investigate the correlations between air pollutants and hematological parameters, and to develop a risk prediction model for understanding the health impacts of air pollution, grounded in the traditional Chinese concept of “the unity of heaven and man.”Data collected from 2019 to 2021 in the peripheral areas of Beijing were used. Six air pollutants (PM2.5, PM10, CO, SO2, NO2, O3) and 13 hematological parameters (LYP, MONO, MONP, MP, EOSA, EOSP, BASO, BASOP, MCH, MCHC, SD, PDW, PCT) were analyzed. Analytical methods included Pearson correlation, two-tailed tests, three-dimensional clustering, nonmetric multidimensional scaling, variance partition analysis, redundancy analysis, and multi-group and two-group difference analysis. Automated machine learning (AutoML) was used to predict the trends of air pollutant impacts on health indicators. Long-term exposure to air pollutants was positively correlated with MP, BASO, LYP, and EOSP, and negatively correlated with MCH and PCT. Age emerged as a significant factor influencing health, whereas sex did not modify the effect of air pollution on health indicators. This study provides new evidence on air pollution induced health damage and offers novel insights into the underlying mechanisms of how air pollutants affect human health.
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Copyright (c) 2026 Zheng Gong, Wenli Wu, Pengyu Li, Zhanfeng Yan, Xiaoqin Zhou, Ying Zhang, Jingyan Liu (Author)
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