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Unpacking asthma risks: A multi-level spatial analysis of social determinants of health in the U.S. 拆解哮喘风险:美国健康社会决定因素的多层次空间分析
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-06 DOI: 10.1016/j.apgeog.2026.103926
Ming Yan , Cong Fu , Xiao Huang , Siqin Wang , Yuchen Li , Lambed Tatah , Rui Zhu , Yanqing Xu
A robust population health and healthcare security infrastructure is fundamental to fostering a prosperous and equitable society. When policymakers seek to reduce asthma burdens, analyzing the impact of social determinants of health on the U.S. population's asthma prevalence at a micro-geographic scale is indispensable. This research introduces a spatial framework at the census tract level to predict asthma prevalence, using county- and census tract–level demographic indicators collected from 2017 to 2020. We incorporate 48 unique factors associated with asthma risk and endeavor to generate highly accurate estimates across all U.S. census tracts while shedding light on the synergistic effects of these predictors. The results reveal that elevation and smoking rates within a census tract are especially influential, whereas county-level climate variables and political affiliation emerge as critical moderators of these nonlinear dynamics. Specifically, the distinct mountain climate of high-altitude areas is associated with lower predicted asthma prevalence. Although regions with higher smoking prevalence are generally associated with higher asthma prevalence, this positive association appears weaker in politically Republican-leaning regions. This study demonstrates the potential of theoretically informed models to predict and explain population health burdens, providing an effective way to create healthy cities.
健全的人口健康和医疗保障基础设施是促进繁荣和公平社会的基础。当政策制定者寻求减轻哮喘负担时,在微观地理尺度上分析健康的社会决定因素对美国人口哮喘患病率的影响是必不可少的。本研究引入了普查区水平的空间框架来预测哮喘患病率,使用了2017年至2020年收集的县和普查区水平的人口指标。我们纳入了48个与哮喘风险相关的独特因素,并努力在美国所有人口普查区产生高度准确的估计,同时揭示了这些预测因素的协同效应。结果表明,人口普查区内的海拔高度和吸烟率尤其具有影响力,而县级气候变量和政治派别则是这些非线性动态的关键调节因子。具体来说,高海拔地区独特的山地气候与较低的预测哮喘患病率有关。尽管吸烟率较高的地区通常与较高的哮喘患病率相关,但在政治上倾向共和党的地区,这种正相关关系似乎较弱。本研究证明了理论知情模型在预测和解释人口健康负担方面的潜力,为创建健康城市提供了有效途径。
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引用次数: 0
Evaluating child-friendly walkability using eye-level street view imagery and machine learning: A case study in Qingdao, China 使用眼平街景图像和机器学习评估儿童友好步行性:以中国青岛为例
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-04 DOI: 10.1016/j.apgeog.2026.103923
Wenliang Jia, Yiming He
Assessing the walkability of urban street environments is crucial for promoting social equity, inclusiveness, and sustainable urban development. However, existing studies often focus on adults or rely on vehicular street view imagery, failing to reflect children's unique perceptual experiences and mobility needs. This study developed a visual data-driven framework that integrates children's eye-level street view imagery, semantic segmentation, and machine learning techniques to quantify children's walkability across four dimensions: accessibility, safety, comfort, and pleasurability. Taking Shinan District in Qingdao, China, as a case study, street view images were collected from two sources: 1-m height images representing children's viewpoints and Baidu Street View images representing vehicular viewpoints. Comparative analysis reveals systematic perceptual differences: vehicular imagery often provides a more open visual field, whereas children's eye-level imagery better captures pedestrian-scale, near-ground features such as sidewalks, fences and grass. A Random Forest model was trained on features extracted from Baidu Street View images to predict child-centered walkability scores, enabling district-wide mapping and scalable application of the framework. Spatial analysis further indicates that all four dimensions of walkability exhibit varying degrees of spatial clustering. These findings provide evidence-based insights for improving child-friendly street design and promoting social equity in urban planning.
评估城市街道环境的可步行性对于促进社会公平、包容性和城市可持续发展至关重要。然而,现有的研究往往侧重于成人或依赖于车辆街景图像,未能反映儿童独特的感知体验和移动需求。本研究开发了一个视觉数据驱动的框架,该框架集成了儿童眼平街景图像、语义分割和机器学习技术,从四个方面量化儿童的可步行性:可达性、安全性、舒适性和愉悦性。以中国青岛市市南区为例,收集了两个来源的街景图像:代表儿童视点的1 m高度图像和代表车辆视点的百度街景图像。对比分析揭示了系统的感知差异:车辆图像通常提供更开阔的视野,而儿童的眼平图像更好地捕捉行人尺度、近地特征,如人行道、围栏和草地。从百度街景图像中提取的特征训练随机森林模型,以预测以儿童为中心的步行得分,实现全区制图和框架的可扩展应用。空间分析进一步表明,四个维度的步行性均表现出不同程度的空间集聚性。这些发现为改善儿童友好型街道设计和促进城市规划中的社会公平提供了基于证据的见解。
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引用次数: 0
Emerging megaregions and intensifying spatial polarization in South Korea: Evidence from nighttime light data (1992–2020) 韩国新兴的特大区域和日益加剧的空间极化:来自夜间灯光数据的证据(1992-2020)
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-04 DOI: 10.1016/j.apgeog.2026.103919
Sangwan Lee , Chisun Yoo , Sugie Lee
This study investigates the spatio-temporal evolution of spatial structure in South Korea, with the aim of understanding how spatial polarization and regional restructuring have unfolded over the past three decades. To achieve this, we apply Contour Tree Mapping and Emerging Hot Spot Analysis to Nighttime Light data. This study reveals three major findings. First, metropolitan areas such as Seoul and Busan continue to dominate the national urban hierarchy, demonstrating strong path-dependent development. Second, the expansion of cold-spot clusters in provinces including Gangwon-do and Jeollabuk-do highlights the growing marginalization of peripheral regions, signaling intensified spatial polarization. Third, a structural shift is underway as metropolitan areas increasingly conurbate, with corridors such as Seoul–Daejeon and Daegu–Busan forming megaregional configurations. This study contributes to offering empirical evidence of ongoing spatial transformation in South Korea and expands the theoretical discussion on spatial restructuring and regional development.
本研究考察了韩国空间结构的时空演变,旨在了解过去30年来空间极化和区域结构调整是如何展开的。为了实现这一目标,我们将等高线树映射和新兴热点分析应用于夜间灯光数据。这项研究揭示了三个主要发现。首先,首尔和釜山等首都圈在全国城市等级中继续占据主导地位,表现出强烈的路径依赖发展。其次,江原道、全北道等地区冷点集群的扩大凸显了周边地区的边边化,预示着空间极化加剧。第三,首尔-大田、大邱-釜山等“大地区走廊”正在形成“大区域”格局,首都圈的集团化正在加剧。本研究为韩国正在进行的空间转型提供了实证证据,拓展了空间重构与区域发展的理论探讨。
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引用次数: 0
Mapping the Margins: A spatial vulnerability index of Women's Peace and security in Nigeria 绘制边缘:尼日利亚妇女和平与安全的空间脆弱性指数
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-03 DOI: 10.1016/j.apgeog.2026.103915
Alicia Dotson, Carter Kelly, Mackenzie Irelan, Amy Richmond
This study explores women's roles in peacebuilding and resilience within conflict-affected areas, using the Niger Delta as a case study. It builds a Women's Peace and Security Vulnerability Index (WPS-VI) that adapts principles from earlier composite indices, including the Social Vulnerability Index (Cutter et al., 2003) and the African Women Vulnerability Index (Tchamyou et al., 2024), to fit the Nigerian context. Using principal component analysis, the research highlights overlooked dimensions of female vulnerability influenced by proximity to conflict. Literature underscores the limitations of male-centric post-conflict programs and advocates for gender-sensitive frameworks that address women's socio-economic contributions, vulnerabilities, and potential as peacebuilders for sustainable recovery and stability. Drawing on Demographic and Health Surveys (2018), MODIS Enhanced Vegetation Index (2003–2018), and ACLED conflict event data (2008–2018), this study employs principal component analysis to create index maps and quantify localized gendered insecurity through four dimensions: autonomy, environmental security, economic inclusion, and exposure to violence. This study defines autonomy as a woman's ability to make choices or decisions within her household (Anderson & Eswaran, 2009) and environmental security is defined as the ability of individuals, groups, or states to adapt to, mitigate, or avoid environmental change without critical adverse effects, which significantly degrade the integrity, values, or well-being of states, communities, or individuals (Read, 2024). Findings reveal that vulnerability is highly uneven across regions, with the lowest WPS-VI scores (greatest vulnerability) concentrated in the north and Niger Delta, where environmental degradation and institutional neglect converge. Among the four dimensions, environmental security and autonomy were the strongest predictors of vulnerability, underscoring the need to look beyond violence-centered frameworks. The WPS-VI offers a replicable approach for identifying high-risk areas and tailoring gender-sensitive interventions in fragile settings, providing both a diagnostic tool and a foundation for more inclusive peacebuilding strategies.
本研究以尼日尔三角洲为例,探讨了妇女在受冲突影响地区建设和平和恢复力方面的作用。它建立了一个妇女和平与安全脆弱性指数(WPS-VI),该指数采用了早期综合指数的原则,包括社会脆弱性指数(Cutter等人,2003年)和非洲妇女脆弱性指数(Tchamyou等人,2024年),以适应尼日利亚的情况。利用主成分分析,该研究突出了受冲突影响的女性脆弱性被忽视的方面。文献强调了以男性为中心的冲突后项目的局限性,并倡导建立性别敏感的框架,以解决妇女的社会经济贡献、脆弱性以及作为可持续恢复和稳定的和平建设者的潜力。本研究利用人口与健康调查(2018)、MODIS增强型植被指数(2003-2018)和ACLED冲突事件数据(2008-2018),采用主成分分析法创建指数地图,并通过自主性、环境安全、经济包容和暴力暴露四个维度量化局部性别不安全感。本研究将自主性定义为女性在家庭中做出选择或决定的能力(Anderson &; Eswaran, 2009),环境安全定义为个人、群体或国家适应、减轻或避免环境变化而不会产生严重不利影响的能力,这些不利影响会显著降低国家、社区或个人的完整性、价值观或福祉(Read, 2024)。调查结果显示,各地区的脆弱性极不平衡,WPS-VI得分最低(脆弱性最大)的地区集中在北部和尼日尔三角洲,这里是环境退化和制度忽视的汇合点。在这四个方面中,环境安全和自治是最能预测脆弱性的因素,强调需要超越以暴力为中心的框架。《世界和平战略指南》为确定高风险地区和在脆弱环境中量身定制对性别问题敏感的干预措施提供了一种可复制的方法,既提供了诊断工具,又为更具包容性的建设和平战略奠定了基础。
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引用次数: 0
Effective allocation of government attention: A regional analysis of urban carbon reduction and SDGs collaborative governance in China 政府注意力的有效配置:中国城市碳减排与可持续发展目标协同治理的区域分析
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-03 DOI: 10.1016/j.apgeog.2026.103913
Huan Qin, Yi Yang
The effective allocation of government attention is crucial for advancing urban carbon reduction and achieving the Sustainable Development Goals (SDGs). The study analyzes 286 Chinese cities using machine learning and spatial econometric analysis. It examines how government attention allocation affects collaborative governance and its mechanisms. During 2021–2022, the launch of the carbon neutrality” led to increases in both collaborative attention intensity and the number of collaborative goals. However, the marginal effects of attention intensity diminish, suggesting trade-offs in balancing priorities. Regional differences appear: Western cities improved from weak to strong positive impacts by accelerating policy integration. Eastern cities, despite early advantages, now show weakening effects from saturated interactions. Central and northeastern cities display moderate or constrained impacts, limited by industrial inertia and resource dependence. Clustering of local governance effects reveals that regions differ in their configurations of collaborative attention. The northeast region has potential for agricultural green transition and industrial innovation governance, addressing SDG2, SDG8, and SDG9. It requires government-enterprise collaboration platforms and quantitative assessment systems. The eastern and central regions are shifting to an inclusive carbon reduction pathway (SDG1, SDG11, and SDG16), emphasizing benefit alignment and cost-sharing. The western region should shift focus from economic growth to social and environmental goals, strengthening policy learning and tool innovation for balanced governance. These regional pathways show a stage-specific adaptation mechanism, providing theoretical guidance for designing context-specific strategies for carbon reduction and multi-objective governance.
有效分配政府的注意力对于推进城市碳减排和实现可持续发展目标至关重要。该研究使用机器学习和空间计量分析对286个中国城市进行了分析。研究了政府注意力分配如何影响协同治理及其机制。在2021-2022年期间,“碳中和”的启动导致合作关注强度和合作目标数量的增加。然而,注意力强度的边际效应减弱,表明在平衡优先级时需要权衡。区域差异显现:西部城市通过加快政策整合,积极影响由弱向强。东部城市尽管有早期的优势,但现在由于饱和互动的影响正在减弱。受产业惯性和资源依赖的限制,中部和东北部城市的影响较为温和或有限。地方治理效应聚类揭示了区域间协作注意力配置的差异性。东北地区具有农业绿色转型和产业创新治理的潜力,可实现可持续发展目标2、8和9。它需要政企协作平台和量化评估系统。东部和中部地区正在转向包容性碳减排路径(可持续发展目标g1、可持续发展目标11和可持续发展目标16),强调利益协调和成本分担。西部地区应将重点从经济增长转向社会和环境目标,加强政策学习和工具创新,实现均衡治理。这些区域路径呈现出阶段性的适应机制,为碳减排和多目标治理的情境化策略设计提供理论指导。
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引用次数: 0
High-density urban forms amplify accelerating heat-ozone compound risks in China 高密度的城市形态放大了中国加速升温的热臭氧复合风险
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-03 DOI: 10.1016/j.apgeog.2026.103924
Jingling Su, Gang Xu, Limin Jiao
Compound heat and ozone pollution (HOC) events pose a severe health threat, yet the role of urban form in driving these joint extremes remains unclear at the national scale. Here, we analyze high-resolution data across 246 Chinese cities (2003–2022). We find that compound events have tripled in duration and increased in frequency (+4.0 days/decade), now comprising over 55% of all extreme heat days. Using the Local Climate Zone (LCZ) framework, we reveal that this risk is disproportionately concentrated in dense, high-rise urban centers, which also face the fastest acceleration of events, notably in North China (+10 days/decade). Our results show that while intense human activities amplify risk, higher vegetation coverage provides effective mitigation. This study validates climate resilient urban planning as a critical strategy to mitigate the accelerating threat of compound climate extremes.
复合热臭氧污染(HOC)事件对健康构成严重威胁,但在全国范围内,城市形态在推动这些联合极端事件中的作用尚不清楚。在这里,我们分析了中国246个城市(2003-2022)的高分辨率数据。我们发现,复合事件的持续时间增加了两倍,频率也增加了(每十年增加4.0天),现在占所有极端高温天数的55%以上。利用局地气候区(LCZ)框架,我们发现这种风险不成比例地集中在密集的高层城市中心,这些城市也面临着事件加速最快的情况,特别是在华北(+10天/ 10年)。我们的研究结果表明,虽然强烈的人类活动放大了风险,但较高的植被覆盖率提供了有效的缓解。本研究验证了气候弹性城市规划是缓解复合极端气候加速威胁的关键策略。
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引用次数: 0
Re-examining carbon source-sink differentiation and carbon compensation zoning in the Beijing-Tianjin-Hebei region 重新审视京津冀地区碳源汇分异与碳补偿区划
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-03 DOI: 10.1016/j.apgeog.2026.103917
Pengyan Zhang , Jinbing Zhang , Dan Yang , Yu Liu , Zhenyue Liu , Zhuo Chen , Xiangzheng Deng
Regional carbon compensation faces the challenge of being more difficult to implement "one policy for one area" at the optimal scale, and current methods for monitoring of the spatial dimension of carbon effects are often imprecise. This study seeks to systematically reveal the spatiotemporal scale-dependent characteristics of land-use carbon sources and sinks in the Beijing-Tianjin-Hebei region from 2000 to 2020, based on a multi-scale analysis framework. Furthermore, we aims to propose a spatial carbon compensation zoning scheme—designating payment, balance, and compensation zones—using a SOM-K-Means hybrid clustering model. This approach effectively enhances the robustness and geographical identification accuracy of the carbon compensation zoning results. We attempt to address these limitations by exploring new approaches based on land use data, carbon emission data and various ancillary data. Our findings reveal significant spatio-temporal heterogeneity in carbon sources and sinks during 2000–2020. Carbon sinks increased to 354.89 million tonnes, while carbon sources initially rose and then declined. Spatially, the south-central region exhibited an expanding carbon sink area, while the northern and southwestern boundaries play more of a carbon source role. The 18 × 18 km grid scale was identified as optimal for studying land use-related carbon sinks in the region. The land-use carbon compensation payment area is concentrated in the southern region, with its share decreasing over time. Conversely, the received area have expanded towards the northern mountains and other areas; while the balanced area have gradually contracted from the northwest to the south-central part of the region. These findings suggest that land use management has significant potential for optimizing carbon compensation. The proposed approach offers valuable insights for developing spatially optimized carbon compensation policies, promoting low-carbon land use, and facilitating the practical application of these policies at the regional level.
区域碳补偿面临着“一区一策”在最优尺度下实施难度加大的挑战,现有的碳效应空间维度监测方法往往不够精确。基于多尺度分析框架,系统揭示2000 - 2020年京津冀地区土地利用碳源和碳汇的时空尺度特征。在此基础上,利用SOM-K-Means混合聚类模型,提出了一个空间碳补偿分区方案——划分支付区、平衡区和补偿区。该方法有效地提高了碳补偿区划结果的鲁棒性和地理识别精度。我们试图通过探索基于土地利用数据、碳排放数据和各种辅助数据的新方法来解决这些限制。研究结果表明,2000-2020年中国碳源和碳汇存在显著的时空异质性。碳汇增加到35489万吨,而碳源则先上升后下降。空间上,中南部地区碳汇面积不断扩大,而北部和西南边界则更多地发挥碳源作用。18 × 18 km栅格尺度是研究区域土地利用碳汇的最佳尺度。土地利用碳补偿支付区主要集中在南部地区,其份额随时间的推移呈下降趋势。相反,接收区域向北部山区和其他地区扩展;平衡区由西北向中南部逐渐收缩。这些发现表明,土地利用管理具有优化碳补偿的巨大潜力。该方法为制定空间优化的碳补偿政策、促进低碳土地利用以及促进这些政策在区域层面的实际应用提供了有价值的见解。
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引用次数: 0
Can land use policy effectively encourage activity levels among older adults, even during hot seasons? 即使在炎热的季节,土地使用政策能有效地鼓励老年人的活动水平吗?
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-02-02 DOI: 10.1016/j.apgeog.2026.103914
Yeryeong Cho, Jinhyun Hong
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引用次数: 0
Spatial inequities in urban resource access, neighborhood social capital, and late-life depression: Insights from Hong Kong's aging population 城市资源获取的空间不平等、邻里社会资本与晚年抑郁——来自香港人口老龄化的洞察
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-01-31 DOI: 10.1016/j.apgeog.2026.103920
Min Yang , Xue Bai , Yuxuan Zou
Spatial disparities in urban resources and health outcomes among older adults are well documented, with growing empirical attention to how absolute levels of accessibility affect health. However, less is known about the implications of intra-area inequality in infrastructure access, which may represent an additional form of environmental disadvantage with mental health consequences.
Using data from 5007 older adults aged 50 and above in Hong Kong, we examined how accessibility and within-district inequality of urban facilities are associated with depressive symptoms. Accessibility indicators for four types of urban facilities were calculated for 1746 Large Subunit Groups using an exponential distance-decay model and aggregated to 18 districts. District-level access inequality was measured by Gini coefficient. Principal component analysis was conducted to reduce multicollinearity, yielding two key factors: resource accessibility and resource inequality.
Results from population-weighted linear regressions with district fixed effects reveal that higher resource inequality was associated with more depressive symptoms, whereas higher resource accessibility was associated with less symptoms. Importantly, neighborhood social capital buffered the negative impact of resource inequality, yet did not modify the effect of accessibility.
Our findings highlight a dual pathway linking the urban built environment to late-life mental health: the absolute level of supportive infrastructure reduces depressive symptoms, whereas inequitable spatial allocation increases them. Strengthening neighborhood social capital can mitigate, but not fully offset the psychological burden of structural resource inequality. Creating age-friendly and mentally healthy cities therefore requires integrating distributional justice into infrastructure planning alongside initiatives that foster neighborhood trust and reciprocity.
城市资源和老年人健康结果的空间差异已得到充分记录,越来越多的实证关注可达性的绝对水平如何影响健康。然而,人们对区域内基础设施获取不平等的影响知之甚少,这可能是环境不利的另一种形式,对心理健康造成影响。利用香港5007名50岁及以上老年人的数据,我们研究了城市设施的可达性和地区内不平等与抑郁症状的关系。利用指数距离衰减模型计算了1746个大型亚单元群的4类城市设施可达性指标,并将其汇总到18个区。用基尼系数衡量地区一级的获取不平等。主成分分析减少多重共线性,得到两个关键因素:资源可及性和资源不平等。具有地区固定效应的人口加权线性回归结果显示,资源不平等程度越高,抑郁症状越多,而资源可及性越高,抑郁症状越少。重要的是,邻里社会资本缓冲了资源不平等的负面影响,但没有改变可达性的影响。我们的研究结果强调了将城市建筑环境与老年心理健康联系起来的双重途径:支持性基础设施的绝对水平减少了抑郁症状,而不公平的空间分配则增加了抑郁症状。加强邻里社会资本可以减轻但不能完全抵消资源结构性不平等的心理负担。因此,创建老年人友好型和心理健康的城市需要将分配正义纳入基础设施规划,同时采取措施促进邻里信任和互惠。
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引用次数: 0
Investigating urbanization dynamics and road infrastructure development in the African context: A case study of Moroccan territory 在非洲背景下调查城市化动态和道路基础设施发展:摩洛哥领土的案例研究
IF 5.4 2区 地球科学 Q1 GEOGRAPHY Pub Date : 2026-01-27 DOI: 10.1016/j.apgeog.2026.103916
Rachida El-Bouayady , Hicham Bahi , Jerome Chenal , Soukaina Tayi , Salwa Bajja
In the context of rapid urbanization, understanding how urban growth interacts with infrastructure development, particularly the expansion of road networks, is crucial for sustainable regional planning. Roads are central to supporting urban expansion and achieving the UN's Sustainable Development Goals, notably SDGs 9.1 and 11.2. Addressing a key gap in the literature, which often conceptualizes urbanization solely as population growth, this study constructs a composite index to capture its multidimensional aspects, including geographic, socio-economic, demographic, and infrastructural dimensions, across Moroccan provinces. Unlike most studies that view roads as a driver of urbanization, this research analyzes how urbanization shapes road network development over the 2008–2018 period through regression analysis. Results reveal that provinces with rapid land use change and high population density exhibit significantly higher road network densities. A 10 % increase in land use change is linked to a 4.2 % rise in road density, while a similar rise in population density corresponds to a 3.5 % increase. These results predominantly support the economic theory of urbanization, while the unequal distribution of road networks illustrates pronounced urban-bias effects. Conversely, regions characterized by higher unemployment and lower literacy rates experience infrastructure deficits. Overall, the findings underscore the need to align infrastructure investments with urban pressures to enhance connectivity and reduce spatial inequality. The study highlights marked regional disparities, emphasizing the importance of spatially targeted planning to foster equitable and sustainable urban development.
在快速城市化的背景下,了解城市增长如何与基础设施发展相互作用,特别是道路网络的扩张,对可持续区域规划至关重要。道路对于支持城市扩张和实现联合国可持续发展目标,特别是可持续发展目标9.1和11.2至关重要。文献通常将城市化仅仅定义为人口增长,为了解决这一关键问题,本研究构建了一个综合指数,以捕捉摩洛哥各省城市化的多维方面,包括地理、社会经济、人口和基础设施方面。与大多数将道路视为城市化驱动因素的研究不同,本研究通过回归分析分析了2008-2018年期间城市化如何影响道路网络的发展。结果表明,土地利用变化快、人口密度高的省份道路网络密度显著高于其他省份。土地利用变化增加10%与道路密度增加4.2%有关,而人口密度的类似增长对应于3.5%的增长。这些结果主要支持城市化的经济理论,而道路网络的不平等分布说明了明显的城市偏见效应。相反,失业率较高、识字率较低的地区则面临基础设施不足的问题。总体而言,研究结果强调需要将基础设施投资与城市压力相结合,以加强连通性并减少空间不平等。该研究强调了明显的区域差异,强调了有空间针对性的规划对促进公平和可持续城市发展的重要性。
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引用次数: 0
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Applied Geography
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