中国PM2.5污染健康效应的国民经济影响分析

曾贤刚; 阮芳芳

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中国环境科学 ›› 2020, Vol. 40 ›› Issue (7) : 3228-3238.

环境影响评价与管理

中国PM_2.5污染健康效应的国民经济影响分析

曾贤刚, 阮芳芳

作者信息 +

Analysis on the national economic impact of PM_2.5-induced health effects in China

ZENG Xian-gang, RUAN Fang-fang

Author information +

文章历史 +

摘要

为合理评估PM_2.5污染，通过Meta分析，系统回顾已有文献并对中国人群的PM_2.5健康效应进行定量评估.在此基础上，综合运用Benmap模型和CGE模型，估计2017年全国PM_2.5污染造成的国民经济影响.结果表明，中国PM_2.5污染造成的全因早逝、慢性阻塞性肺病（住院）、脑卒中（住院）、缺血性心脏病（住院）、心血管疾病（门诊）、呼吸系统疾病（门诊）OR值分别为1.007（95% CI：1.005，1.009）、1.014（95% CI：1.009，1.019）、1.006（95% CI：1.002，1.011）、1.007（95% CI：1.005，1.010）、1.006（95% CI：1.002，1.010）、1.006（95% CI：1.004，1.008）（per 10μg/m³）.2017年，PM_2.5污染引起的中国年均劳动损失为2590.34万d，居民额外医疗支出为86.39亿元，造成的经济损失约占当年GDP的1.48%.

Abstract

In order to reasonably assess PM_2.5 pollution, this paper systematically reviewed the existing literature and conducted quantitative reviews on adverse health effects of PM_2.5 in China through Meta-analysis. After that, Benmap model and CGE model were comprehensively applied to estimate the national economic impact caused by PM_2.5 pollution in 2017. The simulation results show that, The overall risk estimates of total non-accidental mortality, hospital admissions due to chronic obstructive pulmonary disease, stroke, ischemic heart disease, outpatient visits due to respiratory disease, cardiovascular disease were1.007 (95%CI:1.005, 1.009), 1.014 (95%CI:1.009, 1.019), 1.006 (95%CI:1.005, 1.010), 1.006 (95%CI:1.005, 1.010), 1.006 (95%CI:1.002, 1.010), 1.006 (95%CI:1.002, 1.010), and 1.006 (95%CI:1.006, 1.010), respectively CI:1.004, 1.008) for each 10μg/m³ increase in PM_2.5. In 2017, PM_2.5 pollution lead to annual work loss hour of 25.9034 million days and additional health expenditure of 8.639 billion Yuan, which combined caused GDP loss of 1.48%.

导出引用

曾贤刚, 阮芳芳. 中国PM_2.5污染健康效应的国民经济影响分析[J]. 中国环境科学. 2020, 40(7): 3228-3238

ZENG Xian-gang, RUAN Fang-fang. Analysis on the national economic impact of PM_2.5-induced health effects in China[J]. China Environmental Science. 2020, 40(7): 3228-3238

中图分类号： X32

参考文献

[1] Miller K A, Siscovick D S, Sheppard L, et al. Long-term exposure to air pollution and incidence of cardiovascular events in women[J]. New England Journal of Medicine, 2007,356(5):447-458.
[2] Stanaway J D, Afshin A, Gakidou E, et al. Global, regional, and national comparative risk assessment of 84 behavioural, environmental and occupational, and metabolic risks or clusters of risks for 195countries and territories, 1990~2017:a systematic analysis for the Global Burden of Disease Study 2017[J]. LANCET, 2018,392(10159):1923-1994.
[3] Krzyzanowski M. WHO air quality guidelines for Europe[J]. Journal of Toxicology and Environmental Health-Part A-Current Issues, 2008,71(1/2):47-50.
[4] Bai R, Lam J C K, Li V O K. A review on health cost accounting of air pollution in China[J]. Environment International, 2018,120:279-294.
[5] 吕铃钥,李洪远.京津冀地区PM₁₀和PM_2.5污染的健康经济学评价[J]. 南开大学学报(自然科学版), 2016,(1):69-77. Lü L Y, Li H Y. Health economic evaluation of PM₁₀ and PM_2.5 pollution in Beijing-Tianjin-Hebei region of China[J]. Acta Scientiarum Naturalium Universitatis Nankaiensis, 2016,(1):69-77.
[6] 穆泉,张世秋.中国2001~2013年PM_2.5重污染的历史变化与健康影响的经济损失评估[J]. 北京大学学报(自然科学版), 2015,(4):694-706. Mu Q, Zhang S Q. Assessment of the trend of heavy PM_2.5 pollution days and economic loss of health effects during 2001~2013[J]. Acta Scientiarum Naturalium Universitatis Pekinensis, 2015,(4):694-706.
[7] 曾贤刚,阮芳芳,彭彦彦.基于空间网格尺度的中国PM_2.5污染健康效应空间分布[J]. 中国环境科学, 2019,39(6):2624-2632. Zeng X G, Ruan F F, Peng Y Y. Health effects' spatial distribution analysis of PM_2.5 pollution in China based on spatial grid scale[J]. China Environmental Science, 2019,(6):2624-2632.
[8] Matus K, Nam K, Selin N E, et al. Health damages from air pollution in China[J]. Global Environmental Change-Human and Policy Dimensions, 2012,22(1):55-66.
[9] 杨宏伟,宛悦,增井利彦.可计算一般均衡模型的建立及其在评价空气污染健康效应对国民经济影响中的应用[J]. 环境与健康杂志, 2005,(3):166-170. Yang H W, Wan Y, Toshihiko Masui. The assessment of health impact of air pollution on China's national economy by applying a computable general equilibrium model[J]. Journal of Environment & Health, 2005,(3):166-170.
[10] 王桂芝,武灵艳,陈纪波,等.北京市PM_2.5污染健康经济效应的CGE分析[J]. 中国环境科学, 2017,37(7):2779-2785. Wang G Z, Wu L Y, Chen J B, et al. A CGE-based analysis on PM_2.5 induced health-related economic effect in Beijing[J]. China Environmental Science, 2017,37(7):2779-2785.
[11] 谢杨,戴瀚程,花岡達也,等. PM_2.5污染对京津冀地区人群健康影响和经济影响[J]. 中国人口·资源与环境, 2016,26(11):19-27. xie y, dai h c, HANAOKA Tatsuya, et al. Health and economic impacts of PM_2.5 pollution in Beijing-Tianjin-Hebei Area[J]. China Population, Resources and Environment, 2016,26(11):19-27.
[12] Sheehan M C, Lam J, Navas-Acien A, et al. Ambient air pollution epidemiology systematic review and meta-analysis:A review of reporting and methods practice[J]. Environment International, 2016, 92-93:647-656.
[13] WHO. ICD-10[Z]. 2019, https://icd.who.int/browse10/2019/en.
[14] Vrijheid M, Martinez D, Manzanares S, et al. Ambient air pollution and risk of congenital anomalies:A systematic review and meta-analysis[J]. Environmental Health Perspectives, 2011,119(5):598-606.
[15] Djillali, Annane, Professor, et al. Corticosteroids for severe sepsis and septic shock:a systematic review and meta-analysis. BMJ 329:480[J]. Bmj British Medical Journal, 2004,329(7464):480-484.
[16] Lau J, Ioannidis J P A, Schmid C H. Quantitative synthesis in systematic reviews[J]. Annals of Internal Medicine, 1997.
[17] 国家卫生健康委员会.中国卫生健康统计年鉴[M]. 北京:中国协和医科大学出版社, 2018. National Health Commission. China health statistics yearbook[M]. Beijing:Peking Union Medical College Press, 2018.
[18] 中国金融年鉴编辑部.中国金融统计年鉴[M]. 北京:中国金融年鉴杂志社有限公司, 2016. Editorial Department of Almanac of China's Finance and Banking. Almanac of china's finance and banking[M]. Beijing:China Financial Yearbook magazine Co., Ltd, 2016.
[19] 国家统计局.中国统计年鉴[M]. 北京:中国统计出版社, 2016. National Bureau of Statistics. China statistical yearbook[M]. Beijing:China Statistics Press, 2016.
[20] 中国财政年鉴编辑委员会.中国财政年鉴[M]. 北京:中国财政杂志社, 2016. Editorial Committee of China Financial Yearbook. Finance yearbook of china[M]. Beijing:China Finance Press, 2016.
[21] 张欣著.可计算一般均衡模型的基本原理与编程(第二版)[M]. 上海:格致出版社, 2017. Chang Gene H. Principles of computable general equilibrium (CGE) modeling and programming(2E)[M]. Shanghai:Truth & Wisdom Press, 2017.
[22] 张天嵩,董圣杰,周支瑞.高级Meta分析方法基于Stata实现[M]. 上海:复旦大学出版社, 2015:469. Zhang T S, Dong S J, Zhou Z R. Advanced meta-analysis in stata[M]. Shanghai:Fudan University Press, 2015:469.
[23] 国家统计局.中国统计年鉴[M]. 北京:中国统计出版社, 2018. National Bureau of Statistics. China Statistical Yearbook[M]. Beijing:China Statistics Press, 2018.
[24] 国家卫生计生委统计信息中心. 2013年第五次国家卫生服务调查分析报告[M]. 北京:中国协和医科大学出版社, 2015. NHFPC. An analysis report of national health services survey in China, 2013[M]. Beijing:Peking Union Medical College Press, 2015.
[25] Liu H, Tian Y, Xiang X, et al. Air pollution and hospitalization for acute myocardial infarction in China[J]. American Journal of Cardiology, 2017,120(5):753-758.
[26] Nam K, Selin N E, Reilly J M, et al. Measuring welfare loss caused by air pollution in Europe:A CGE analysis[J]. Energy Policy, 2010,38(9):5059-5071.
[27] Matus K, Yang T, Paltsev S, et al. Toward integrated assessment of environmental change:air pollution health effects in the USA[J]. Climatic Change, 2008,88(1):59-92.
[28] Kan H, London S J, Chen G, et al. Differentiating the effects of fine and coarse particles on daily mortality in Shanghai, China[J]. Environment International, 2007,33(3):376-384.
[29] Ma Y, Chen R, Pan G, et al. Fine particulate air pollution and daily mortality in Shenyang, China[J]. Science of the Total Environment, 2011,409(13):2473-2477.
[30] Yang C, Peng X, Huang W, et al. A time-stratified case-crossover study of fine particulate matter air pollution and mortality in Guangzhou, China[J]. International Archives of Occupational and Environmental Health, 2012,85(5):579-585.
[31] Tsai S, Chang C, Liou S, et al. The effects of fine particulate air pollution on daily mortality:A case-crossover study in a subtropical city, Taipei, Taiwan[J]. International Journal of Environmental Research and Public Health, 2014,11(5):5081-5093.
[32] Tsai S, Chen C, Yang C. Short-term effect of fine particulate air pollution on daily mortality:a case-crossover study in a tropical city, Kaohsiung, Taiwan[J]. Journal of Toxicology and Environmental Health, Part A. 2014,77(8):467-477.
[33] Lee H, Honda Y, Hashizume M, et al. Short-term exposure to fine and coarse particles and mortality:A multicity time-series study in East Asia[J]. Environmental Pollution, 2015,207:43-51.
[34] 李湉湉,崔亮亮,陈晨,等.北京市2013年1月雾霾天气事件中PM_2.5相关人群超额死亡风险评估[J]. 疾病监测, 2015,30(8):668-671. Li T T, Cui L L, Chen C, et al. Air pollutant PM_2.5 related excess mortality risk assessment in Beliing, January 2013[J]. Disease Surveillanc, 2015,30(8):668-671.
[35] Lin H, Liu T, Xiao J, et al. Mortality burden of ambient fine particulate air pollution in six Chinese cities:Results from the Pearl River Delta study[J]. Environment International, 2016,96:91-97.
[36] Zhang F, Liu X, Zhou L, et al. Spatiotemporal patterns of particulate matter (PM) and associations between PM and mortality in Shenzhen, China[J]. BMC Public Health, 2016,16(1):215-225.
[37] 熊玉霞.广州市大气污染特征及其对人群健康的影响[D]. 南宁:广西医科大学, 2016. Xiong Y X. The characteristics of air pollution and impacts on human health in Guangzhou[D]. Nanning:Guangxi Medical University, 2016.
[38] Li G, Xue M, Zeng Q, et al. Association between fine ambient particulate matter and daily total mortality:An analysis from 160communities of China[J]. Science of the Total Environment, 2017,599-600:108-113.
[39] Zhang J, Liu Y, Cui L, et al. Ambient air pollution, smog episodes and mortality in Jinan, China[J]. Scientific Reports, 2017,7(1):11209.
[40] 吴和岩,谭爱军,黄利群,等.珠海市大气污染物与居民每日死亡相关性的时间序列分析[J]. 环境与健康杂志, 2017,(9):797-800. Wu H Y, Tan A J, Huang L Q, et al. Time-series analysis on association between atmospheric pollutants and daily mortality among residents in Zhuhai[J]. Journal of Environment & Health, 2017,(9):797-800.
[41] Hu K, Guo Y, Hu D, et al. Mortality burden attributable to PM in Zhejiang Province, China[J]. Environment International, 2018,121:515-522.
[42] Li D, Wang J, Zhang Z, et al. Association between short-term exposure to ambient air pollution and daily mortality:a time-series study in Eastern China[J]. Environmental Science and Pollution Research, 2018,25(16):16135-16143.
[43] Liang F, Xiao Q, Gu D, et al. Satellite-based short-and long-term exposure to PM_2.5 and adult mortality in urban Beijing, China[J]. Environmental Pollution, 2018,242:492-499.
[44] Li T, Yan M, Sun Q, et al. Mortality risks from a spectrum of causes associated with wide-ranging exposure to fine particulate matter:A case-crossover study in Beijing, China[J]. Environment International, 2018,111:52-59.
[45] Liang H, Qiu H, Tian L. Short-term effects of fine particulate matter on acute myocardial infraction mortality and years of life lost:A time series study in Hong Kong[J]. Science of the Total Environment, 2018,615:558-563.
[46] 苏健婷,杜婧,王春梅,等.大气污染物对北京市常住居民死亡影响的时间序列研究[J]. 环境与健康杂志, 2018,(5):421-424. Su J T, Du J, Wang C M, et al. Relationship between air pollutants and mortality of resident population in Beijing:a time-series analysis[J]. Journal of Environment & Health, 2018,(5):421-424.
[47] Tsai S, Chang C, Yang C. Fine particulate air pollution and hospital admissions for chronic obstructive pulmonary disease:a case-crossover study in Taipei[J]. International Journal of Environmental Research and Public Health, 2013,10(11):6015-6026.
[48] 孟德杨.雾霾颗粒对慢性阻塞性肺疾病和哮喘住院率影响研究[D]. 石家庄:河北医科大学, 2016. Meng D Y. The effect of particular matter of haze on hospital admissions of COPD and asthma[D]. Shijiazhuang:Hebei Medical University, 2016.
[49] 王利亚,龙虎,邱航,等.环境因素与慢性阻塞性肺病住院人次关联分析[J]. 中国卫生信息管理杂志, 2018,(4):440-446. Wang L Y, Long H, Qiu H, et al. Association analysis of environmental factors and chronic obstructive pulmonary disease admissions[J]. Chinese Journal of Health Informatics and Management, 2018,(4):440-446.
[50] 杨继雷,姚秀叶,袁晓飞,等.张家口市大气颗粒物PM_2.5、PM₁₀浓度与慢性阻塞性肺疾病住院人次的关系研究[J]. 现代生物医学进展, 2018,18(6):1167-1171. Yang J L, Yao X Y, Yuan X F, et al. Relationship between concentration of airborne particulate matter PM_2.5 and PM₁₀ and number of inpatients with chronic obstructive pulmonary disease in Zhangjiakou City[J]. Progress in Modern Biomedicine, 2018,18(6):1167-1171.
[51] Luo L, Zhang Y, Jiang J, et al. Short-term effects of ambient air pollution on hospitalization for respiratory disease in Taiyuan, China:A Time-Series Analysis[J]. International Journal of Environmental Research and Public Health, 2018,15(216010).
[52] Qiu H, Yu H, Wang L, et al. The burden of overall and cause-specific respiratory morbidity due to ambient air pollution in Sichuan Basin, China:A multi-city time-series analysis[J]. Environmental Research, 2018,167:428-436.
[53] Tian Y, Xiang X, Juan J, et al. Short-term effects of ambient fine particulate matter pollution on hospital visits for chronic obstructive pulmonary disease in Beijing, China[J]. Environmental Health, 2018,17(1):17-21.
[54] Zhu X, Qiu H, Wang L, et al. Risks of hospital admissions from a spectrum of causes associated with particulate matter pollution[J]. Science of the Total Environment, 2019,656:90-100.
[55] Chiu H, Chang C, Yang C. Relationship between hemorrhagic stroke hospitalization and exposure to fine particulate air pollution in Taipei, Taiwan[J]. Journal of Toxicology and Environmental Health, Part A. 2014,77(19):1154-1163.
[56] Huang F, Luo Y, Guo Y, et al. Particulate matter and hospital admissions for stroke in Beijing, China:Modification effects by ambient temperature[J]. Journal of the American Heart Association, 2016,5(7).
[57] 江波,牟喆,彭丽,等.上海市大气颗粒污染物对居民出血性脑卒中住院人数的影响[J]. 同济大学学报(医学版), 2017,(3):115-119. Jiang B, Mou Z, Peng L, et al. Association between ambient PM levels and daily hemorrhagic stroke inpatients in Shanghai[J]. Journal of Tongji University (Medical Science), 2017,(3):115-119.
[58] Tian Y, Liu H, Zhao Z, et al. Association between ambient air pollution and daily hospital admissions for ischemic stroke:A nationwide time-series analysis[J]. Plos Medicine. 2018,15(e100266810).
[59] 吕晨光.济南大气污染物与呼吸及心脑血管疾病患者入院风险的时间序列研究[D]. 济南:山东大学, 2018. Lv C G. Study on the effect of air pollution on the hospitalization of respiratory and cardiovascular system disease in Ji'nan[D]. Jinan:Shandong University, 2018.
[60] Chiu H, Peng C, Wu T, et al. Short-term effects of fine particulate air pollution on ischemic heart disease hospitalizations in Taipei:A case-crossover study[J]. Aerosol and Air Quality Research, 2013, 13(5):1563-1569.
[61] San Tam W W, Wong T W, Wong A H S. Association between air pollution and daily mortality and hospital admission due to ischaemic heart diseases in Hong Kong[J]. Atmospheric Environment, 2015, 120:360-368.
[62] Xie W, Li G, Zhao D, et al. Relationship between fine particulate air pollution and ischaemic heart disease morbidity and mortality[J]. Heart, 2015,101(4):257-263.
[63] Xu A, Mu Z, Jiang B, et al. Acute effects of particulate air pollution on ischemic heart disease hospitalizations in Shanghai, China[J]. International Journal of Environmental Research and Public Health, 2017,14(2):168.
[64] Dai X, Liu H, Chen D, et al. Association between ambient particulate matter concentrations and hospitalization for ischemic heart disease (I20-I25, ICD-10) in China:A multicity case-crossover study[J]. Atmospheric Environment, 2018,186:129-135.
[65] Liu H, Tian Y, Xiang X, et al. Ambient particulate matter concentrations and hospital admissions in 26 of China's largest cities[J]. Epidemiology, 2018,29(5):649-657.
[66] 吴钦城,郑玉新,朴金梅,等.青岛市大气污染物对心脑血管疾病住院影响的病例交叉研究[J]. 环境与健康杂志, 2018,35(4):283-287. Wu Q C, Zheng Y X, Piao J M, et al. Effects of air pollution on hospital admissions for cardiovascular and cerebrovascular diseases in Qingdao:a case-crossover study[J]. Journal of Environment & Health, 2018,35(4):283-287.
[67] Xu Q, Wang S, Guo Y, et al. Acute exposure to fine particulate matter and cardiovascular hospital emergency room visits in Beijing, China.[J]. Environmental Pollution, 2017,220(Part A):317-327.
[68] Liang F, Tian L, Guo Q, et al. Associations of PM_2.5 and black carbon with hospital emergency room visits during heavy haze events:A case study in Beijing, China[J]. International Journal of Environmental Research and Public Health, 2017,14(7):725.
[69] Guo Y, Jia Y, Pan X, et al. The association between fine particulate air pollution and hospital emergency room visits for cardiovascular diseases in Beijing, China[J]. Science of the Total Environment, 2009, 407(17):4826-4830.
[70] 马关培,邹宝兰,许振成,等.广州市某区医院呼吸系统疾病门诊人数与大气污染关系的时间序列研究[J]. 环境与健康杂志, 2012, 29(6):526-528. Ma G P, Zou B L, Xu Z C, et al. Association of respiratory diseases outpatient visits and air pollution in a District, Guangzhou:A time-series study[J]. Journal of Environment & Health, 2012,29(6):526-528.
[71] 崔亮亮,李新伟,耿兴义,等.2013年济南市大气PM_2.5污染及雾霾事件对儿童门诊量影响的时间序列分析[J]. 环境与健康杂志, 2015,32(06):489-493. Cui L L, Li X W, Gen X Y, et al. Effects of PM_2.5 and haze event on hospital visiting of children in Ji'nan, 2013:a time series analysis[J]. Journal of Environment & Health, 2015,32(6):489-493.
[72] Xu Q, Li X, Wang S, et al. Fine particulate air pollution and hospital emergency room visits for respiratory disease in urban areas in Beijing, China, in 2013[J]. Plos One, 2016,11(4):e153099.
[73] 陈献.北京市冬季PM_2.5污染对呼吸、循环系统疾病影响的时间序列分析[D]. 石家庄:河北医科大学, 2016. Chen X, Research the time series analysis the effect of PM_2.5 pollution on respiration and circulation system in winter in Beijing[D]. Shijiazhuang:Hebei Medical University, 2016.
[74] 刘澎.空气污染对呼吸系统疾病急诊量的影响以及居民的支付意愿研究[D]. 济南:山东大学, 2016. Liu P. Effects of air pollution on hospital emergency room visits for respiratory diseases and assessment of residents' willingness-to-pay for good air quality[D]. Jinan:Shandong University, 2016.
[75] 彭朝琼,蔡军芳,余淑苑,等.深圳市空气中PM_2.5与医院呼吸系统疾病门诊日就诊人次的关系研究[J]. 中华预防医学杂志, 2016, 50(10):874-879. Peng C Q, Cai J F, Yu S Y, Et Al. Impact of PM_2.5 on daily outpatient numbers for respiratory diseases in Shenzhen, China[J]. Chinese Journal of Preventive Medicine, 2016,50(10):874-879.
[76] Li G, Lan H, Liu Z, et al. The Association between Short-term Exposure to Fine Particulate Matter and Outpatient Visit in Beijing, China[J]. Iran J Public Health, 2017,46(11):1486-1494.
[77] Zhao Y, Wang S, Lang L, et al. Ambient fine and coarse particulate matter pollution and respiratory morbidity in Dongguan, China[J]. Environmental Pollution, 2017,222:126-131.
[78] 张文增,甄国新,陈东妮,等.北京市顺义区大气污染物对呼吸系统疾病门诊量的影响[J]. 中国卫生统计, 2017,34(2):275-279. Zhang W Z, Zhen G X, Chen D N, et al. Impact of air pollutants on respiratory system outpatients in Shunyi District of Beijing[J]. Chinese Journal of Health Statistics, 2017,34(2):275-279.
[79] Wang S, Li Y, Niu A, et al. The impact of outdoor air pollutants on outpatient visits for respiratory diseases during 2012~2016 in Jinan, China[J]. Respiratory Research, 2018,19(1):246-253.
[80] Wang Y, Zu Y, Huang L, et al. Associations between daily outpatient visits for respiratory diseases and ambient fine particulate matter and ozone levels in Shanghai, China[J]. Environmental Pollution, 2018, 240:754-763.
[81] 姜彩霞,朱冰,张龙.2013~2014年杭州市大气PM_2.5与呼吸系统疾病就诊人次的时间序列研究[J]. 环境与职业医学, 2018, 35(7):589-595. Jiang C X, Zhu B, Zhang L. Association between ambient PM_2.5 and hospital visits for respiratory diseases in Hangzhou in 2013~2014:A time-series study[J]. Journal of Environmental & Occupational Medicine, 2018,35(7):589-595.
[82] 游颖琦,朱晶颖,张旭辉,等.无锡市大气污染对成人内科门诊量影响的时间序列研究[J]. 山东大学学报(医学版), 2018,56(11):53-60. You Y Q, Zhu J Y, Zhang X H, et al. Impact of air pollution on the outpatient visits of adult internal medicine in Wuxi city:A time series study[J]. Journal of Shandong University (Health Sciences), 2018, 56(11):53-60.
[83] Chai G, He H, Sha Y, et al. Effect of PM_2.5 on daily outpatient visits for respiratory diseases in Lanzhou, China[J]. Science of the Total Environment, 2019,649:1563-1572.
[84] Liu C, Liu Y, Zhou Y, et al. Short-term effect of relatively low level air pollution on outpatient visit in Shennongjia, China[J]. Environmental Pollution, 2019,245:419-426.