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Quantifying Multifactorial Effects on Land Subsidence Using Interpretable Machine Learning: a Case Study in Cangzhou, China 基于可解释机器学习的地表沉降多因子量化研究——以沧州为例
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-24 DOI: 10.1007/s12061-025-09743-6
Han Deng, Lelin Li, Wentao Yang

Understanding how multiple factors affect land subsidence helps to take a scientific approach to preventing and controlling land subsidence. Previous studies have mainly focused on the monitoring and prediction of land subsidence, with less research on the causes of land subsidence. This study proposes an analytical framework to analyze the correlation between land subsidence anomalies and different influencing factors. First, the spatial local outlier measure (SLOM) algorithm is used to calculate the land subsidence anomalies, then the relationship between the land subsidence anomalies and the influencing factors is modeled using the Random Forest algorithm, and finally the contribution of multiple factors to land subsidence anomalies is analysed using the SHapley Additive exPlanation (SHAP) method. The research dataset includes land subsidence monitoring and related socio-economic factors from 2017 to 2019 in Cangzhou City, Hebei Province, and the effects of remote sensing of nighttime lighting, precipitation, DEM, slope, and aspect on land subsidence are determined. The results show that the anomalies of land subsidence in Cangzhou City account for about 10% of all detected points, which are mainly distributed in the west and south of Cangzhou. The analysis identifies human activities and precipitation as the primary drivers, with multi-year average SHAP value contributions of 22.82% and 23.69%, respectively.

了解影响地面沉降的多种因素,有助于科学地防治地面沉降。以往的研究主要集中在地面沉降的监测和预测上,对地面沉降成因的研究较少。本文提出了一个分析框架来分析地面沉降异常与不同影响因素的相关性。首先利用空间局部离群测度(SLOM)算法计算地表沉降异常,然后利用随机森林算法建立地表沉降异常与影响因素之间的关系模型,最后利用SHapley加性解释(SHAP)方法分析多因素对地表沉降异常的贡献。以河北省沧州市2017 - 2019年地面沉降监测数据和相关社会经济因素为数据集,确定夜间照明、降水、DEM、坡度和坡向遥感对地面沉降的影响。结果表明:沧州市地面沉降异常约占全部测点的10%,主要分布在沧州市西部和南部;人类活动和降水是主要驱动因素,多年平均SHAP值的贡献率分别为22.82%和23.69%。
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引用次数: 0
Spatiotemporal Epidemic Diffusion in Urban Tourist Areas: Modelling Tourist Flow and Virus Spread 城市旅游区流行病的时空扩散:客流与病毒传播模型
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-23 DOI: 10.1007/s12061-025-09730-x
Luzheng Lu, Junyi Li, Xiping Yang, Yanyan Zhang

COVID-19 has significantly impacted the global community, with tourism exacerbating its spread. However, research on tourism’s contribution to epidemic diffusion is scarce. Here, we integrate interdisciplinary and multidisciplinary knowledge to develop a spatiotemporal epidemic diffusion model for urban tourist areas based on tourist flow and virus contact transmission rules between individuals. We simulate the spatiotemporal virus spread process in tourists at the city scale. The research reveals that heavily-visited small tourist areas are the primary areas for virus transmission. Even small scenic areas with low visitation rates experienced virus transmission after more than one day of latency. For COVID-19, tourist input viruses are likely to cause transmission in sightseeing areas. However, whether the virus spreads uncontrollably among tourists depends on the city’s reception quantity. Furthermore, spatiotemporal attribute datasets can assist authorities in evaluating infection risks to adopt targeted strategies based on local natural, economic, and social characteristics.

COVID-19严重影响了全球社会,旅游业加剧了其传播。然而,旅游业对流行病传播的贡献研究却很少。本研究结合多学科交叉和多学科知识,基于客流和个体间病毒接触传播规律,建立了城市旅游区疫情时空扩散模型。在城市尺度上模拟了病毒在游客中的时空传播过程。研究表明,客流量大的小旅游区是病毒传播的主要区域。即使是游客率低的小景区,病毒潜伏期超过一天后也会传播。对于COVID-19,游客输入的病毒很可能在观光区域传播。然而,病毒是否在游客中无法控制地传播取决于城市的接待数量。此外,时空属性数据集可以帮助当局评估感染风险,根据当地的自然、经济和社会特征采取有针对性的策略。
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引用次数: 0
A Study on the Dissemination Pathways of Public Opinion in Urban Public Safety Emergencies Driven by Social Media 社交媒体驱动下的城市公共安全突发事件舆情传播路径研究
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-18 DOI: 10.1007/s12061-025-09729-4
Ke Yin

With the growing role of social media in crisis communication, public opinion on urban public safety emergencies spreads rapidly, creating multipath configurational effects. Using the Technology-Organization-Environment framework, this study examines the configurational mechanisms of online opinion diffusion from the perspectives of event characteristics, public behavior, and government response. Based on 64 typical urban cases in China (2020–2025), fuzzy-set Qualitative Comparative Analysis and Necessary Condition Analysis are applied to identify multiple pathways leading to high diffusion. The results show that event severity, emotional contagion, government responsiveness, and media involvement interact in diverse ways to drive information amplification. No single factor proves necessary, underscoring the complexity of opinion formation. This study provides theoretical insights into multidimensional interactions and practical implications for strengthening risk governance and opinion management in digital urban environments.

随着社交媒体在危机传播中的作用日益增强,城市公共安全突发事件的舆论传播迅速,形成多路径配置效应。本文运用技术-组织-环境框架,从事件特征、公众行为和政府反应的角度考察了网络舆论扩散的配置机制。基于中国64个典型城市案例(2020-2025年),运用模糊集定性比较分析和必要条件分析方法,找出导致高扩散的多种路径。结果表明,事件严重程度、情绪传染、政府反应和媒体参与以多种方式相互作用,推动信息放大。没有单一的因素被证明是必要的,这凸显了意见形成的复杂性。本研究为数字城市环境下加强风险治理和意见管理提供了多维互动的理论见解和实践意义。
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引用次数: 0
The Influence of Rising Infant Mortality on falling/stalling Life Expectancy (brief report) 婴儿死亡率上升对预期寿命下降/停滞的影响(简要报告)
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-17 DOI: 10.1007/s12061-025-09739-2
Paul Norman, Oluwaseun Esan, Philip McHale, David Taylor-Robinson

In the post-2010 period in England, largely attributable to austerity measures, two unexpected demographic trends emerged. Infant mortality rates rose and life expectancy at best stalled, and at worse fell. Various analyses of life expectancy trends have unpicked the age-specific mortality rates but without a focus on deaths to infants aged less than one year of age. Since this age-group is the first age in life expectancy calculations, it is possible that changes in infant mortality rates form part of changes in life expectancies. This brief report investigates time trends in infant mortality and life expectancy (LE) at birth between the years 2000 and 2019 by Index of Multiple Deprivation 2015 (income) quintile. Using 2014 as the ‘jump off’ year as this was when infant mortality began to rise, alternative scenarios for the first year of life in LE calculations are used to reveal whether any differences in LE at birth occur, including if the downward trends in infant mortality observed prior to 2014 had continued to 2019. Even though the trend-based model estimates an excess of nearly 1,400 infant deaths occurred, the results show no significant impact on the life expectancy at birth calculations between the observed and scenario-based infant mortalities. This is important for researchers to know since anyone seeking to understand pre-pandemic falling / stalling life expectancies can concentrate on other aspects to determine key reasons. Further work on infant mortality is required since, post-pandemic, rates have risen again.

2010年后,英国出现了两种意想不到的人口趋势,这在很大程度上要归因于紧缩措施。婴儿死亡率上升,预期寿命在最好的情况下停滞不前,在最坏的情况下下降。对预期寿命趋势的各种分析揭示了按年龄分列的死亡率,但没有关注一岁以下婴儿的死亡情况。由于这一年龄组是预期寿命计算的第一个年龄组,因此婴儿死亡率的变化可能是预期寿命变化的一部分。本简短报告按2015年多重剥夺指数(收入)五分位数调查了2000年至2019年期间婴儿死亡率和出生时预期寿命的时间趋势。由于2014年是婴儿死亡率开始上升的年份,因此将2014年作为“跳跃”年,使用生命第一年的替代情景来计算出生时的死亡率是否存在任何差异,包括2014年之前观察到的婴儿死亡率下降趋势是否持续到2019年。尽管基于趋势的模型估计婴儿死亡人数超过了近1,400人,但结果显示,观察到的婴儿死亡率与基于情景的婴儿死亡率之间的出生时预期寿命计算没有显著影响。这对研究人员来说很重要,因为任何试图了解大流行前预期寿命下降/停滞的人都可以把注意力集中在其他方面,以确定关键原因。由于大流行后婴儿死亡率再次上升,因此需要进一步开展关于婴儿死亡率的工作。
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引用次数: 0
Integrating Multiscale Spatiotemporal Analysis for Supply-demand Relationships of Multiple Cultivated Land Functions in the Yangtze River Delta Region 长三角地区多种耕地功能供需关系的多尺度时空集成分析
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-17 DOI: 10.1007/s12061-025-09738-3
Yeting Fan, Zhongqi Liao, Xinyuan Liang, Xiaolin Zhang, Le Gan, Ying Li, Junxiao Wang

Understanding the supply-demand relationships (SDRs) of multiple cultivated land functions (CLFs) is crucial for achieving the sustainable utilization of cultivated land. This study aimed to construct a research framework that integrates quantitative evaluation, spatiotemporal evolution, regional differences, and type zoning for analyzing the multiscale SDRs of multiple CLFs. Taking the Yangtze River Delta region as an example, we quantified the supply and demand of three CLFs—agricultural production, ecological service, and landscape culture—along with their changes at grid, county, and prefecture-level city scales between 2000 and 2020. We then analyzed the spatiotemporal characteristics and differences in SDRs along urban-rural gradients and across cities of varying sizes. The results revealed both similarities and differences in the changes and SDRs of multiple CLFs at different spatial scales. The demand for all three CLFs consistently exceeded supply across multiple scales in economically developed areas. Supply deficit regions for all three CLFs were primarily concentrated 10–20 km from city centers. Megacities and supercities exhibited more significant and intensified supply deficits for these CLFs. Finally, we identified eight distinct SDR zones of multiple CLFs exhibiting different characteristics at different spatial scales that aimed to support decision-makers in promoting the sustainable utilization and management of cultivated land.

了解多种耕地功能的供需关系对实现耕地的可持续利用至关重要。本研究旨在构建一个集定量评价、时空演化、区域差异和类型区划于一体的研究框架,以分析多个CLFs的多尺度特别提款权。以长三角地区为例,量化了2000 - 2020年农业生产、生态服务和景观文化三种clfs的供给和需求,以及它们在栅格、县域和地级市尺度上的变化。在此基础上,分析了城乡梯度和不同规模城市间特别提款权的时空特征和差异。结果表明,在不同空间尺度上,多种CLFs的变化和sdr既有相似之处,也有差异。在经济发达地区,对所有三种clf的需求在多个尺度上持续超过供应。这三个clf的供应短缺地区主要集中在距离市中心10-20公里的地方。超大城市和超级城市对这些clf的供应缺口更为显著和加剧。最后,我们在不同的空间尺度上划分了8个不同的特别提款区,这些特别提款区在不同的空间尺度上表现出不同的特征,旨在支持决策者促进耕地的可持续利用和管理。
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引用次数: 0
Spatial Differentiation and Mechanism of Effects of Preventing Return to Poverty Driven by Rural Tourism in the Western Minority Region of China: a Case Study of Naxi Ethnic Township, Markam County, Tibet Autonomous Region
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-16 DOI: 10.1007/s12061-025-09724-9
Meifeng Zhao, Saifei Ran, Momo Wang, Degen Wang

In the “post-poverty alleviation era,” rural tourism serves as a key strategy for preventing large-scale return to poverty and promoting rural revitalization in western minority regions. This study constructs a structural equation model to analyze the comprehensive effect of preventing return to poverty of rural tourism from three dimensions: economic income, social culture and living environment in Naxi Ethnic Township, Markam County, Tibet. On this basis, it analyses the “core-periphery” spatial differentiation characteristics and the influence mechanism of effect of preventing return to poverty of rural tourism. The results show that: ①Rural tourism has an obvious effect of preventing return to poverty. Which not only consolidates the channels for off-poverty population to obtain high income sources, but also innovates the self-development ability of off-poverty population, and it leads the fashion of off-poverty population to pursue high-quality life. ②The effect of preventing return to poverty in the core and the periphery does not follow a single spatial distance attenuation law, but presents a multidimensional and multivariate spatial imbalance distribution: economic income “core high-periphery low”, social culture “core high-periphery low” and human settlements “core low-periphery high”. ③Through economic “demonstration”, social “diffusion” and environmental “demonstration”, the core area realizes the “core-periphery” integrated effect of preventing return to poverty.

在“后扶贫时代”,乡村旅游是西部少数民族地区防止大规模返贫、促进乡村振兴的关键战略。在此基础上,分析了乡村旅游“核心—边缘”空间分异特征及其防止返贫效果的影响机制。结果表明:①乡村旅游具有明显的防止返贫作用。这不仅巩固了贫困人口获得高收入来源的渠道,而且创新了贫困人口的自我发展能力,引领了贫困人口追求高质量生活的时尚。②核心与边缘地区的防止返贫效应不遵循单一的空间距离衰减规律,而是呈现多维、多元的空间不平衡分布:经济收入“核心高-边缘低”,社会文化“核心高-边缘低”,人居环境“核心低-边缘高”。③核心区通过经济“示范”、社会“扩散”和环境“示范”,实现了防止返贫的“核心-边缘”一体化效应。
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引用次数: 0
Towards People-Oriented Urbanization in China’s Counties: A Novel Allocation Method of Public Service Facilities Using Spatiotemporal Big Data 以人为本的中国县域城镇化:基于时空大数据的公共服务设施配置新方法
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-15 DOI: 10.1007/s12061-025-09740-9
Mingrui Shen, Jiayi Yu, Jieqi Yin

The Chinese government’s primary policy objective in promoting new-type urbanization in recent years has been to enhance people-oriented social welfare. China, as a representative nation of the Global South, positions its counties as the optimum spatial unit for enhancing the integrated development of urban and rural areas, policy implementation must ensure that the capacities and quality of county-level public service facilities are maintained. This paper introduces a set of evaluation and optimization methods for county public service facilities. This method incorporates individual spatiotemporal positioning big data and public service facility AOI data. Using the spatial grid as the analysis unit, the method divides the statistics of the county public service facilities and employs the land area of public service facilities as the medium to calculate the demand value and supply value. Subsequently, specific recommendations for facility optimization and configuration are provided. This paper examines the supply-demand matching of the county’s public service facilities from the macro scale of towns to the micro-scale of spatial analysis units, using Jurong county-level city in Jiangsu province as an experimental case. It demonstrates that schools, entertainment venues, and administrative facilities can attain full coverage. The majority of towns possess adequate hospitals and cultural facilities; nonetheless, facilities are deficient for the aged. The research delineates three types of spatial characteristics regarding the allocation of public service facilities at the meso-scale: flaky distribution, cluster distribution and cyclic distribution, and provides specific guidelines and recommendations for optimization.

近年来,中国政府推进新型城镇化的首要政策目标是提高以人为本的社会福利水平。中国作为具有代表性的南方国家,将县域定位为促进城乡一体化发展的最佳空间单元,政策实施必须保证县级公共服务设施的能力和质量。本文介绍了一套县级公共服务设施的评价与优化方法。该方法将个体时空定位大数据与公共服务设施AOI数据相结合。该方法以空间网格为分析单元,对县域公共服务设施进行划分统计,以公共服务设施用地面积为媒介计算需求价值和供给价值。随后,对设施优化和配置提出了具体建议。本文以江苏省句容县级市为实验案例,从乡镇宏观尺度到空间分析单元微观尺度考察县域公共服务设施的供需匹配。这表明学校、娱乐场所和行政设施可以实现全覆盖。大多数城镇都有足够的医院和文化设施;尽管如此,老年人的设施仍然不足。研究划分了中尺度公共服务设施配置的片状分布、集群分布和循环分布三种空间特征,并提出了具体的优化指导和建议。
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引用次数: 0
Computational Analysis of Urban Transformation in Bursa: Spatial Dynamics of Westernization Period (1861–1910) 法尔萨城市转型的计算分析:西化时期的空间动态(1861-1910)
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-15 DOI: 10.1007/s12061-025-09744-5
Barış Mert Karasu, Özgür Ediz, Bengisu Özkilavuz, Ender Şen

This study is based on the examination of the socio-spatial effects of the physical changes experienced by the city of Bursa, which was the capital of the Ottoman Empire, during the “Westernization Period” using computational methods. As the former capital of the Ottoman Empire, Bursa became the first city outside Istanbul to implement the legal reforms initiated by the “Tanzimat Edict”. Factors such as the 1855 earthquake, fires in 1854 and 1863, the mechanization of silk production, and connections to Istanbul by land and sea made it a pilot region for these reforms. The study mathematically compares the “1861 urban fabric,” marking the start of restructuring, with the “1910 urban fabric,” which continued until the Balkan Wars. Bursa, which had the characteristics of a classical Anatolian city prior to the modernization process, was transformed from a city which had irregular (organic) geometries, which was unsuitable for vehicular transportation, and where efforts were made to create special areas in which settlement was determined according to local architectural dynamics, into a well-planned, geometric (Euclidean) city with wide, “western-style” roads. The “fractal dimension” value was used to test the extent to which this transformation affected the urban fabric, while the “space syntax” method was used to monitor the effects of the physical interventions on the socio-spatial configuration of the city. Within the scope of the study, it was demonstrated with quantitative data that the urban fabric after Westernization was similar to the original fabric, but that there was a significant improvement in accessibility and intelligibility levels.

本研究基于对奥斯曼帝国首都布尔萨在“西方化时期”所经历的物理变化的社会空间影响的研究,使用计算方法。作为奥斯曼帝国的前首都,布尔萨成为伊斯坦布尔以外第一个实施“坦齐马特敕令”发起的法律改革的城市。1855年的地震、1854年和1863年的火灾、丝绸生产的机械化以及与伊斯坦布尔的陆海联系等因素使其成为这些改革的试验区。该研究用数学方法比较了标志着重构开始的“1861年城市结构”和一直持续到巴尔干战争的“1910年城市结构”。布尔萨在现代化进程之前具有古典安纳托利亚城市的特征,从一个不规则(有机)几何形状的城市,不适合车辆运输,并努力创造特殊区域,根据当地建筑动态确定定居点,转变为一个规划良好的几何(欧几里得)城市,拥有宽阔的“西式”道路。“分形维数”值用于测试这种转变对城市结构的影响程度,而“空间句法”方法用于监测物理干预对城市社会空间配置的影响。在研究范围内,用定量数据证明了西化后的城市肌理与原始肌理相似,但可达性和可理解性水平有了显著提高。
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引用次数: 0
Inhibit or Promote: Assessing the Impact of Digital Economy on Poverty Reduction in the Belt and Road Initiative Countries 抑制还是促进:评估数字经济对“一带一路”国家减贫的影响
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-15 DOI: 10.1007/s12061-025-09741-8
Wei Ma, Haiyang Nian, Yue Zheng, Rong Ma

Eradicating poverty is a fundamental goal in achieving sustainable development. As a new form of economic activity, digital economy has become integrated into all aspects of human life. Can digital economy development contribute to reducing poverty? Using the panel data from 66 countries involved in the Belt and Road Initiative (BRI) between 2009 and 2021, this paper applies the two-way fixed effects model, dynamic panel model, instrumental variable model, and mediation effect model to examine the poverty reduction effect of digital economy and its underlying mechanisms. The findings reveal that: (1) Both digital economy index and poverty incidence in BRI countries have significantly improved, though they display distinct spatial differentiation characteristics; (2) Digital economy has a strong effect on reducing poverty, helping BRI countries meet their poverty alleviation goals. Specifically, a one standard deviation increase in the digital economy index corresponds to a 6.241% point decrease in poverty incidence; (3) The poverty reduction effect of digital economy operates through several mechanisms, including employment promotion effect and trade openness effect; (4) Educational development level has a threshold effect on the digital economy’s poverty reduction impact, with the marginal effect strengthening significantly once a certain level is surpassed; (5) The impact of digital economy on poverty reduction differs notably across various research time periods, economic development levels, and location conditions.

消除贫穷是实现可持续发展的一个根本目标。数字经济作为一种新型的经济活动形式,已经融入人类生活的方方面面。数字经济发展能否有助于减少贫困?本文利用2009 - 2021年66个“一带一路”沿线国家的面板数据,运用双向固定效应模型、动态面板模型、工具变量模型和中介效应模型,考察了数字经济的减贫效应及其机制。研究结果表明:①“一带一路”沿线国家数字经济指数和贫困发生率均有显著改善,但表现出明显的空间分异特征;(2)数字经济对减贫具有强大作用,有助于“一带一路”沿线国家实现减贫目标。具体而言,数字经济指数每提高1个标准差,贫困发生率下降6.241%;(3)数字经济的减贫效应通过促进就业效应和贸易开放效应等机制发挥作用;(4)教育发展水平对数字经济减贫影响存在阈值效应,超过一定水平后,边际效应显著增强;(5)不同研究时段、经济发展水平和区位条件下,数字经济对减贫的影响存在显著差异。
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引用次数: 0
Exploring the Impacts of Green Space and Healthcare Accessibility on Small for Gestational Age 探索绿色空间和医疗可达性对胎龄儿童的影响
IF 1.9 4区 社会学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2025-10-14 DOI: 10.1007/s12061-025-09736-5
Jing Ma, Xiang Li, Jiexia Xu, Guanpeng Dong

Previous research exploring the green spaces – birth outcomes relationships is inconclusive, predominantly focusing on affluent countries and often neglecting the effect of healthcare accessibility. This study evaluates the link between green space and small for gestational age (SGA), a critical type of adverse birth outcome, while accounting for the effect of healthcare accessibility. We compiled a dataset of 1,436,480 singleton term newborns delivered between 2014 and 2016 in Hubei Province, China. Exposure to green space is quantified by the Normalized Difference Vegetation Index (NDVI), and healthcare accessibility is assessed through the generalized two-step floating catchment area method. Several mixed-effects logistics regression models are implemented to evaluate the associations among green space, healthcare accessibility and SGA. Our results show that, after adjusting for sociodemographic factors and pollution exposure, green space exposure fails to provide consistent and significant benefits for SGA. These results hold across various stratified analyses, including samples stratified by income, urban-rurality, and levels of air pollution. Regarding healthcare accessibility, we find that higher healthcare accessibility significantly reduces the risks of SGA in the middle region, with no such effects identified for the eastern and western regions.

以往关于绿地与生育结果关系的研究尚无定论,主要集中在富裕国家,往往忽视了医疗保健可及性的影响。本研究评估了绿色空间和小胎龄(SGA)之间的联系,这是一种关键类型的不良出生结果,同时考虑了医疗保健可及性的影响。我们编制了2014年至2016年在中国湖北省出生的1436,480名单胎足月新生儿的数据集。通过归一化植被指数(NDVI)量化绿地暴露,通过广义两步浮动集水区法评估医疗可达性。采用混合效应logistic回归模型对绿地、医疗可达性和SGA之间的关系进行了评价。我们的研究结果表明,在调整了社会人口因素和污染暴露后,绿地暴露不能为SGA提供一致和显著的效益。这些结果适用于各种分层分析,包括按收入、城乡差异和空气污染水平分层的样本。在医疗可及性方面,我们发现较高的医疗可及性显著降低了中部地区的SGA风险,而东部和西部地区则没有这种影响。
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引用次数: 0
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