首页 > 最新文献
paperpass

Growth and Change最新文献

英文 中文
Integrating Urban Health and Heritage: A Multi-Criterion Framework for Historic Streets 整合城市健康与遗产:历史街道的多标准框架
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-10-09 DOI: 10.1111/grow.70160
Seher Yigit, Nur Belkayali

The Healthy Streets Approach has emerged as a human-centered framework for evaluating urban streets in terms of health, safety, and quality of life. Despite its growing prominence in contemporary urban design and policy, its applicability to historic urban environments, characterized by conservation constraints and unique spatial qualities, remains underexplored. Addressing this gap, this study reinterprets the healthy streets within historic contexts by integrating with the streetscape characteristics of heritage environments, and proposes a “healthy historic streets” perspective. The study focuses on Belediye Street, located in the historic city center of Kastamonu, Türkiye. A multi-criteria assessment framework was developed based on six key dimensions: walkability and active mobility, safety, perceptual-physical comfort, air environmental quality, social interaction and inclusivity and place identity attachment. Data were collected through field observations, noise measurements, pedestrian traffic counts and user surveys, and were analyzed using statistical methods. The findings reveal both synergies and tensions between health-oriented street criteria and heritage conservation principles, particularly regarding accessibility, environmental quality, and spatial usability. Based on these insights, context-sensitive design and planning recommendations were developed to enhance public use while preserving the street's historic character. The study contributes to the literature by demonstrating that the Healthy Streets Approach can be effectively adapted to historic urban contexts and offers a transferable assessment framework for integrating public health objectives with heritage conservation. It highlights the potential of historic streets not only as preserved cultural assets but also as active, health-supportive public spaces within contemporary urban systems.

健康街道方法作为一个以人为中心的框架,在健康、安全和生活质量方面对城市街道进行评估。尽管它在当代城市设计和政策中日益突出,但它对历史城市环境的适用性,其特点是保护限制和独特的空间质量,仍未得到充分探索。针对这一空白,本研究结合遗产环境的街景特征,重新解读历史语境中的健康街道,提出“健康历史街道”的视角。这项研究的重点是Belediye街,位于历史悠久的城市中心Kastamonu, tkiye。基于六个关键维度开发了一个多标准评估框架:步行性和主动机动性、安全性、感知物理舒适度、空气环境质量、社会互动和包容性以及地方身份依恋。通过实地观察、噪音测量、行人交通计数和用户调查收集数据,并使用统计方法进行分析。研究结果揭示了以健康为导向的街道标准和遗产保护原则之间的协同作用和紧张关系,特别是在可达性、环境质量和空间可用性方面。基于这些见解,我们提出了对环境敏感的设计和规划建议,以增强公共用途,同时保留街道的历史特色。该研究通过证明健康街道方法可以有效地适应历史城市背景,并为将公共卫生目标与遗产保护相结合提供了一个可转移的评估框架,从而为文献做出了贡献。它强调了历史街道的潜力,不仅可以作为保存的文化资产,还可以作为当代城市系统中活跃的、支持健康的公共空间。
{"title":"Integrating Urban Health and Heritage: A Multi-Criterion Framework for Historic Streets","authors":"Seher Yigit,&nbsp;Nur Belkayali","doi":"10.1111/grow.70160","DOIUrl":"https://doi.org/10.1111/grow.70160","url":null,"abstract":"<div>\u0000 \u0000 <p>The Healthy Streets Approach has emerged as a human-centered framework for evaluating urban streets in terms of health, safety, and quality of life. Despite its growing prominence in contemporary urban design and policy, its applicability to historic urban environments, characterized by conservation constraints and unique spatial qualities, remains underexplored. Addressing this gap, this study reinterprets the healthy streets within historic contexts by integrating with the streetscape characteristics of heritage environments, and proposes a “healthy historic streets” perspective. The study focuses on Belediye Street, located in the historic city center of Kastamonu, Türkiye. A multi-criteria assessment framework was developed based on six key dimensions: walkability and active mobility, safety, perceptual-physical comfort, air environmental quality, social interaction and inclusivity and place identity attachment. Data were collected through field observations, noise measurements, pedestrian traffic counts and user surveys, and were analyzed using statistical methods. The findings reveal both synergies and tensions between health-oriented street criteria and heritage conservation principles, particularly regarding accessibility, environmental quality, and spatial usability. Based on these insights, context-sensitive design and planning recommendations were developed to enhance public use while preserving the street's historic character. The study contributes to the literature by demonstrating that the Healthy Streets Approach can be effectively adapted to historic urban contexts and offers a transferable assessment framework for integrating public health objectives with heritage conservation. It highlights the potential of historic streets not only as preserved cultural assets but also as active, health-supportive public spaces within contemporary urban systems.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149146335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Problem of Building Density and Population Safety During Earthquakes Using the Example of a Particular Section of Yerevan 地震时建筑密度与人口安全问题——以埃里温某地段为例
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-10-05 DOI: 10.1111/grow.70159
Sargis Tovmasyan, Lusine Karapetyan

The article examines various definitions, interpretations, and evaluations of the concept of “density” as it pertains to the anthropogenic environment, drawing from both professional and scientific literature, as well as regulatory frameworks from different countries. It highlights the commonalities and the diverse, sometimes contradictory, approaches and assessments found in various publications concerning social, economic, ecological, infrastructural, and other factors related to this concept within the urban environment. This study explores the relationship between building density and population safety, particularly in the context of natural disaster risks. Given that the entire territory of the Republic of Armenia is susceptible to strong earthquakes, the study uses a specific section of the capital, Yerevan, to assess the potential levels of vulnerability of buildings constructed at different times, with varying structural systems and storeys, and differing degrees of seismic resistance. The scope of issues arising from an earthquake was evaluated using graphical modeling. As a result of the research, recommendations were made to reduce the area's vulnerability and to establish safety corridors.

本文从专业和科学文献以及不同国家的监管框架中,研究了与人为环境相关的“密度”概念的各种定义、解释和评估。它突出了在各种出版物中发现的关于城市环境中与这一概念相关的社会、经济、生态、基础设施和其他因素的共同点和多样化,有时是相互矛盾的方法和评估。本研究探讨了建筑密度与人口安全之间的关系,特别是在自然灾害风险的背景下。鉴于亚美尼亚共和国的整个领土都容易受到强烈地震的影响,该研究使用首都埃里温的一个特定区域来评估在不同时间建造的具有不同结构系统和层数以及不同抗震程度的建筑物的潜在脆弱性。地震引起的问题的范围是用图形建模来评估的。研究结果提出了减少该地区脆弱性和建立安全走廊的建议。
{"title":"The Problem of Building Density and Population Safety During Earthquakes Using the Example of a Particular Section of Yerevan","authors":"Sargis Tovmasyan,&nbsp;Lusine Karapetyan","doi":"10.1111/grow.70159","DOIUrl":"https://doi.org/10.1111/grow.70159","url":null,"abstract":"<div>\u0000 \u0000 <p>The article examines various definitions, interpretations, and evaluations of the concept of “density” as it pertains to the anthropogenic environment, drawing from both professional and scientific literature, as well as regulatory frameworks from different countries. It highlights the commonalities and the diverse, sometimes contradictory, approaches and assessments found in various publications concerning social, economic, ecological, infrastructural, and other factors related to this concept within the urban environment. This study explores the relationship between building density and population safety, particularly in the context of natural disaster risks. Given that the entire territory of the Republic of Armenia is susceptible to strong earthquakes, the study uses a specific section of the capital, Yerevan, to assess the potential levels of vulnerability of buildings constructed at different times, with varying structural systems and storeys, and differing degrees of seismic resistance. The scope of issues arising from an earthquake was evaluated using graphical modeling. As a result of the research, recommendations were made to reduce the area's vulnerability and to establish safety corridors.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149099950","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uneven Alignment of Economic, Functional, and Rail-Accessibility Centralities in the Seoul Metropolitan Area, 2000–2020 2000-2020年首都圈经济、功能和铁路可达性中心的不均衡排列
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-10-01 DOI: 10.1111/grow.70158
Kyungmo Sung

This study examines how alignment among economic, OD-based functional, and rail-accessibility dimensions of centrality changed in the Seoul Metropolitan Area and which municipal changes were associated with 2020 mismatch. We construct separate measures from land-price and economic-activity data, OD flows, and station-based rail-accessibility indicators for 59 municipalities observed at five target years from 2000 to 2020. Mean rank mismatch increased from 0.182 to 0.243, while Kendall's W declined from 0.748 to 0.604. The economic-functional gap accounted for 50.2% of the increase, although it remained the smallest pairwise gap in 2020. Mismatch showed substantial but incomplete temporal persistence. After accounting for baseline mismatch and metropolitan location, municipalities with larger increases in the share of residents aged 65 and older had lower 2020 mismatch; estimates for changes in one-person-household and manufacturing-employment shares were imprecise. Economic concentration, realized mobility, and rail accessibility therefore became less consistently aligned over the study period. For planning and center identification, a single centrality dimension may conceal municipalities whose economic, functional, and accessibility profiles diverge.

本研究探讨了首尔都市圈中心性的经济、基于od的功能和铁路可达性维度之间的一致性是如何变化的,以及哪些市政变化与2020年的失配有关。我们根据土地价格和经济活动数据、OD流量和基于车站的铁路可达性指标构建了单独的衡量标准,这些指标是在2000年至2020年的五个目标年份观察到的59个城市的。平均等级错配从0.182增加到0.243,Kendall’s W从0.748下降到0.604。经济功能差距占增量的50.2%,尽管这仍然是2020年最小的两两差距。失配表现出大量但不完全的时间持久性。在考虑基线错配和大都市位置后,65岁及以上居民比例增幅较大的城市2020年错配率较低;对一人家庭和制造业就业份额变化的估计并不精确。因此,在研究期间,经济集中度、实现的流动性和铁路可达性变得不那么一致。在规划和中心识别方面,单一的中心性维度可能会掩盖那些经济、功能和可达性不同的城市。
{"title":"Uneven Alignment of Economic, Functional, and Rail-Accessibility Centralities in the Seoul Metropolitan Area, 2000–2020","authors":"Kyungmo Sung","doi":"10.1111/grow.70158","DOIUrl":"https://doi.org/10.1111/grow.70158","url":null,"abstract":"<div>\u0000 \u0000 <p>This study examines how alignment among economic, OD-based functional, and rail-accessibility dimensions of centrality changed in the Seoul Metropolitan Area and which municipal changes were associated with 2020 mismatch. We construct separate measures from land-price and economic-activity data, OD flows, and station-based rail-accessibility indicators for 59 municipalities observed at five target years from 2000 to 2020. Mean rank mismatch increased from 0.182 to 0.243, while Kendall's W declined from 0.748 to 0.604. The economic-functional gap accounted for 50.2% of the increase, although it remained the smallest pairwise gap in 2020. Mismatch showed substantial but incomplete temporal persistence. After accounting for baseline mismatch and metropolitan location, municipalities with larger increases in the share of residents aged 65 and older had lower 2020 mismatch; estimates for changes in one-person-household and manufacturing-employment shares were imprecise. Economic concentration, realized mobility, and rail accessibility therefore became less consistently aligned over the study period. For planning and center identification, a single centrality dimension may conceal municipalities whose economic, functional, and accessibility profiles diverge.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149099864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Same, Same, but Different: Geographical Labor Mobility of Older Workers in Sweden 相同,相同,但不同:瑞典老年工人的地理劳动力流动
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-09-15 DOI: 10.1111/grow.70157
Sebastian Hanika, Mikhail Martynovich

Research on migration in later life has predominantly focussed on retirement, amenities, and family-related relocation, while determinants of work-related migration has received comparatively little attention. Yet, rising labor force participation among older individuals makes understanding their work-related mobility increasingly important. Using longitudinal Swedish register data covering 1993–2019, this study examines interregional work-related migration patterns among workers aged 60–74 and investigates which regional characteristics are associated with higher attraction and retention of older workers. The results show that both employment and work-related migration among older adults increased substantially during the study period, with the number of older workers changing region of employment doubling between 1993 and 2019. Moreover, the geography of older worker flows became increasingly similar to that of younger workers, as older workers generally relocated to and from the same regions as workers in younger age groups. At the same time, important differences remain. Older workers appear less responsive to aggregate labor market conditions and regional wage levels. Instead, regional age structure plays a stronger role, with regions characterized by older populations attracting more older workers. The findings highlight the need for labor mobility frameworks and regional labor market policies that explicitly account for late-career mobility and workforce aging.

关于晚年移民的研究主要集中在退休、便利设施和与家庭有关的搬迁方面,而与工作有关的移民的决定因素相对较少受到关注。然而,老年人劳动力参与率的上升使得了解他们与工作相关的流动性变得越来越重要。本研究使用瑞典1993-2019年的纵向登记数据,研究了60-74岁工人的区域间工作迁移模式,并调查了哪些区域特征与老年工人的吸引力和保留率更高有关。结果表明,在研究期间,老年人的就业和与工作相关的移民都大幅增加,1993年至2019年期间,老年工人改变就业区域的人数翻了一番。此外,老年工人流动的地理位置与年轻工人流动的地理位置越来越相似,因为老年工人通常与年轻年龄组的工人在同一地区往返。与此同时,重要的分歧依然存在。年龄较大的工人对总体劳动力市场状况和地区工资水平的反应似乎较弱。相反,区域年龄结构发挥了更大的作用,人口老龄化的地区吸引了更多的老年工人。研究结果强调,需要制定劳动力流动框架和区域劳动力市场政策,明确考虑职业后期流动性和劳动力老龄化问题。
{"title":"Same, Same, but Different: Geographical Labor Mobility of Older Workers in Sweden","authors":"Sebastian Hanika,&nbsp;Mikhail Martynovich","doi":"10.1111/grow.70157","DOIUrl":"https://doi.org/10.1111/grow.70157","url":null,"abstract":"<p>Research on migration in later life has predominantly focussed on retirement, amenities, and family-related relocation, while determinants of work-related migration has received comparatively little attention. Yet, rising labor force participation among older individuals makes understanding their work-related mobility increasingly important. Using longitudinal Swedish register data covering 1993–2019, this study examines interregional work-related migration patterns among workers aged 60–74 and investigates which regional characteristics are associated with higher attraction and retention of older workers. The results show that both employment and work-related migration among older adults increased substantially during the study period, with the number of older workers changing region of employment doubling between 1993 and 2019. Moreover, the geography of older worker flows became increasingly similar to that of younger workers, as older workers generally relocated to and from the same regions as workers in younger age groups. At the same time, important differences remain. Older workers appear less responsive to aggregate labor market conditions and regional wage levels. Instead, regional age structure plays a stronger role, with regions characterized by older populations attracting more older workers. The findings highlight the need for labor mobility frameworks and regional labor market policies that explicitly account for late-career mobility and workforce aging.</p>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/grow.70157","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148994046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ontario and Mexico in North America's Automotive Production Network: A Subnational Test of Stratified Regional Integration 安大略省和墨西哥在北美汽车生产网络:分层区域一体化的次国家测试
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-09-11 DOI: 10.1111/grow.70156
Carlos Eduardo Canfield Rivera, Selene Rocío Gaxiola Laso

Ontario accounts for the overwhelming majority of Canada's motor vehicle production, yet its exposure to Mexican manufacturing shocks has generally been treated as indirect, transmitted only through Canada's relationship with the United States. This paper tests that assumption using a purpose-built panel of 10 Canadian provinces and 12 US states, with Mexico's manufacturing cluster growth as a common shock variable (2006Q1–2024Q4). Granger causality tests, the primary evidence, show that Mexico's nearshoring shock predicts Ontario directly (χ2 = 15.21, p < 0.001) while the US automotive corridor does not (χ2 = 0.83, p = 0.661). A placebo test confirms automotive specificity: motor vehicles respond on impact, aerospace does not. Markov-switching regression shows Mexico and the US achieve 97.4% regime concordance while Ontario enters recession independently in 16 of 76 quarters, including a rising episode from 2023Q4 without a continental counterpart. Local projections corroborate this response, though differential estimates do not survive wild cluster bootstraps and are treated as directional. These results are consistent with a triangular rather than bilateral network, Mexico as the upstream source, with Ontario and the US Midwest as parallel downstream receivers, with implications for regional-science models of stratified production geographies and for the USMCA review initiated in July 2026.

安大略省占加拿大汽车生产的绝大多数,但它对墨西哥制造业冲击的影响通常被视为间接的,仅通过加拿大与美国的关系传播。本文利用加拿大10个省和美国12个州的专门面板,以墨西哥制造业集群增长作为共同的冲击变量(2006Q1-2024Q4),对这一假设进行了检验。格兰杰因果检验,主要证据,表明墨西哥的近岸冲击直接预测安大略省(χ2 = 15.21, p < 0.001),而美国汽车走廊没有(χ2 = 0.83, p = 0.661)。一项安慰剂测试证实了汽车的特殊性:汽车对撞击有反应,而航空航天没有。马尔可夫转换回归显示,墨西哥和美国的经济体系达到97.4%的一致性,而安大略省在76个季度中有16个季度独立进入衰退,其中包括从2023年第四季度开始的上升阶段,没有大陆对应。局部预测证实了这一反应,尽管微分估计不能在野生群集自举中存活下来,并被视为定向。这些结果与一个三角形而非双边网络相一致,墨西哥是上游来源,安大略省和美国中西部是平行的下游接收者,这对分层生产地理区域科学模型和2026年7月启动的USMCA审查具有重要意义。
{"title":"Ontario and Mexico in North America's Automotive Production Network: A Subnational Test of Stratified Regional Integration","authors":"Carlos Eduardo Canfield Rivera,&nbsp;Selene Rocío Gaxiola Laso","doi":"10.1111/grow.70156","DOIUrl":"https://doi.org/10.1111/grow.70156","url":null,"abstract":"<div>\u0000 \u0000 <p>Ontario accounts for the overwhelming majority of Canada's motor vehicle production, yet its exposure to Mexican manufacturing shocks has generally been treated as indirect, transmitted only through Canada's relationship with the United States. This paper tests that assumption using a purpose-built panel of 10 Canadian provinces and 12 US states, with Mexico's manufacturing cluster growth as a common shock variable (2006Q1–2024Q4). Granger causality tests, the primary evidence, show that Mexico's nearshoring shock predicts Ontario directly (<i>χ</i><sup>2</sup> = 15.21, <i>p</i> &lt; 0.001) while the US automotive corridor does not (<i>χ</i><sup>2</sup> = 0.83, <i>p</i> = 0.661). A placebo test confirms automotive specificity: motor vehicles respond on impact, aerospace does not. Markov-switching regression shows Mexico and the US achieve 97.4% regime concordance while Ontario enters recession independently in 16 of 76 quarters, including a rising episode from 2023Q4 without a continental counterpart. Local projections corroborate this response, though differential estimates do not survive wild cluster bootstraps and are treated as directional. These results are consistent with a triangular rather than bilateral network, Mexico as the upstream source, with Ontario and the US Midwest as parallel downstream receivers, with implications for regional-science models of stratified production geographies and for the USMCA review initiated in July 2026.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148943161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spatiotemporal Evolution and Nonlinear Associations of Digital Enterprise Agglomeration in China: An XGBoost-SHAP Approach 中国数字企业集聚的时空演化与非线性关联:基于XGBoost-SHAP方法
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-09-03 DOI: 10.1111/grow.70152
Yangyang Yang, Yong Zhou

Based on micro-level data for nearly five million firms, this study measures the spatial agglomeration of digital firms in 297 Chinese cities from 2000 to 2023 using the DO. GIS-based spatial analysis and an XGBoost-SHAP machine learning model are then used to examine its spatiotemporal evolution and associated factors. The results show that digital firm agglomeration in China increased over the study period. The agglomeration scale is 15–35 km. The spatial pattern shifted from point-based clustering in a few southeastern coastal cities to a multi-core agglomeration structure. Digital inclusive finance, university supply, and research and development human capital are identified as the core factors associated with digital firm agglomeration. When university supply exceeds 13.51, the interaction effect of digital inclusive finance becomes positive. When the number of research and development personnel exceeds 128,136, its positive effect increases substantially. The heterogeneity results show clear regional differences. Eastern China depends on digital inclusive finance and university supply, whereas central China depends mainly on digital inclusive finance. Western China is more strongly affected by basic urban conditions, such as the level of economic development. Higher-tier cities depend on innovation resources, whereas lower-tier cities rely more on digital inclusive finance. Different types of digital firms are influenced by knowledge and talent resources, user bases, and digital inclusive finance, respectively. This study provides empirical evidence for optimizing the spatial layout of digital industries and formulating differentiated policies.

基于近500万家企业的微观数据,利用DO对2000 - 2023年中国297个城市的数字企业空间集聚进行了测度。然后使用基于gis的空间分析和XGBoost-SHAP机器学习模型来检查其时空演变及其相关因素。结果表明,在研究期间,中国的数字企业集聚有所增加。集聚规模为15 ~ 35 km。空间格局由东南沿海少数城市的点状集聚向多核集聚结构转变。数字普惠金融、大学供给和研发人力资本是影响数字企业集聚的核心因素。当高校供给超过13.51时,数字普惠金融的交互效应为正。当研发人员数量超过128,136人时,其积极作用就会大大增强。异质性结果显示出明显的区域差异。东部地区主要依靠数字普惠金融和高校供给,中部地区主要依靠数字普惠金融供给。中国西部受经济发展水平等城市基本条件的影响更大。高线城市更依赖创新资源,低线城市更依赖数字普惠金融。不同类型的数字企业分别受到知识和人才资源、用户基础和数字普惠金融的影响。本研究为优化数字产业空间布局和制定差别化政策提供了实证依据。
{"title":"Spatiotemporal Evolution and Nonlinear Associations of Digital Enterprise Agglomeration in China: An XGBoost-SHAP Approach","authors":"Yangyang Yang,&nbsp;Yong Zhou","doi":"10.1111/grow.70152","DOIUrl":"https://doi.org/10.1111/grow.70152","url":null,"abstract":"<div>\u0000 \u0000 <p>Based on micro-level data for nearly five million firms, this study measures the spatial agglomeration of digital firms in 297 Chinese cities from 2000 to 2023 using the DO. GIS-based spatial analysis and an XGBoost-SHAP machine learning model are then used to examine its spatiotemporal evolution and associated factors. The results show that digital firm agglomeration in China increased over the study period. The agglomeration scale is 15–35 km. The spatial pattern shifted from point-based clustering in a few southeastern coastal cities to a multi-core agglomeration structure. Digital inclusive finance, university supply, and research and development human capital are identified as the core factors associated with digital firm agglomeration. When university supply exceeds 13.51, the interaction effect of digital inclusive finance becomes positive. When the number of research and development personnel exceeds 128,136, its positive effect increases substantially. The heterogeneity results show clear regional differences. Eastern China depends on digital inclusive finance and university supply, whereas central China depends mainly on digital inclusive finance. Western China is more strongly affected by basic urban conditions, such as the level of economic development. Higher-tier cities depend on innovation resources, whereas lower-tier cities rely more on digital inclusive finance. Different types of digital firms are influenced by knowledge and talent resources, user bases, and digital inclusive finance, respectively. This study provides empirical evidence for optimizing the spatial layout of digital industries and formulating differentiated policies.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148942243","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AI-Related Hiring Expansion and Within-City Occupational Demand Reallocation in China: Evidence From Listed-Firm Job Postings 中国人工智能相关招聘扩张与城市内职业需求再分配:来自上市公司招聘信息的证据
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-09-02 DOI: 10.1111/grow.70155
Zhaoming Sun, Yawen Zhai, Xianghui Tian

AI-related hiring demand is unevenly distributed across urban labor markets. Using online job-posting data from Chinese listed firms between 2016 and 2024, this study constructs a city–occupation–year panel and examines whether expanding AI-related hiring demand is associated with differences in the structure of occupational hiring demand within cities. The results show that: (1) higher city-level AI-related hiring demand is significantly associated with greater relative hiring demand for occupations that are more closely related to AI. This finding indicates that AI-related opportunities are not evenly distributed across occupations; instead, hiring demand is selectively concentrated in occupations with stronger links to AI. The result remains robust across a series of robustness checks; (2) AI-related hiring expansion is associated with stronger hiring demand for digitally complementary occupations and a larger share of AI-related vacancies within occupations; and (3) these associations are more pronounced in cities with greater higher-education capacity and more developed innovation ecosystems. This study extends the literature on AI and the structure of urban labor demand and provides recruitment-based evidence relevant to cities seeking to improve talent-development systems, strengthen their innovation environments, and address the growing divergence in occupational demand associated with AI.

人工智能相关的招聘需求在城市劳动力市场上分布不均。本文利用2016年至2024年中国上市公司的在线招聘数据,构建了城市职业年面板,并检验了人工智能相关招聘需求的扩大是否与城市内部职业招聘需求结构的差异有关。结果表明:(1)与人工智能相关的城市级招聘需求越高,与人工智能相关的职业的相对招聘需求越高;这一发现表明,与人工智能相关的机会在各个职业之间的分布并不均匀;相反,招聘需求选择性地集中在与人工智能联系更紧密的职业上。结果在一系列稳健性检查中保持稳健性;(2)与人工智能相关的招聘扩张与对数字互补职业的更强招聘需求以及职业中与人工智能相关的职位空缺的更大份额相关;(3)在高等教育能力强、创新生态系统发达的城市,这种关联更为明显。本研究扩展了关于人工智能和城市劳动力需求结构的文献,并为寻求改善人才发展体系、加强创新环境和解决与人工智能相关的职业需求日益分化的城市提供了基于招聘的证据。
{"title":"AI-Related Hiring Expansion and Within-City Occupational Demand Reallocation in China: Evidence From Listed-Firm Job Postings","authors":"Zhaoming Sun,&nbsp;Yawen Zhai,&nbsp;Xianghui Tian","doi":"10.1111/grow.70155","DOIUrl":"https://doi.org/10.1111/grow.70155","url":null,"abstract":"<div>\u0000 \u0000 <p>AI-related hiring demand is unevenly distributed across urban labor markets. Using online job-posting data from Chinese listed firms between 2016 and 2024, this study constructs a city–occupation–year panel and examines whether expanding AI-related hiring demand is associated with differences in the structure of occupational hiring demand within cities. The results show that: (1) higher city-level AI-related hiring demand is significantly associated with greater relative hiring demand for occupations that are more closely related to AI. This finding indicates that AI-related opportunities are not evenly distributed across occupations; instead, hiring demand is selectively concentrated in occupations with stronger links to AI. The result remains robust across a series of robustness checks; (2) AI-related hiring expansion is associated with stronger hiring demand for digitally complementary occupations and a larger share of AI-related vacancies within occupations; and (3) these associations are more pronounced in cities with greater higher-education capacity and more developed innovation ecosystems. This study extends the literature on AI and the structure of urban labor demand and provides recruitment-based evidence relevant to cities seeking to improve talent-development systems, strengthen their innovation environments, and address the growing divergence in occupational demand associated with AI.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148942217","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Social Capital or Financial Burden? Ritual Gift Expenditure and Income Growth in Rural China 社会资本还是经济负担?中国农村礼礼支出与收入增长
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-09-01 DOI: 10.1111/grow.70154
Tieqiang Li, Yao Zhang, Qiqi Huang, Yizhu Li

In rural China, ritual gift expenditure is often viewed as expressive consumption, a ritual obligation, or a financial burden embedded in renqing relations. Its possible role as social-capital investment, however, remains less understood. Using an unbalanced panel from the 2016, 2018, 2020, and 2022 waves of the China Family Panel Studies, this paper examines the association between ritual gift expenditure and rural household income. We estimate household and year fixed-effects models and use mechanism tests to explore possible pathways. The results show a statistically significant positive association. This association remains robust to alternative variable definitions, sample adjustments, and supplementary analyses that partially address endogeneity concerns. Mechanism results provide suggestive evidence for pathways through liquidity buffers, entrepreneurship, non-farm employment, and productive fixed assets. The association is weaker among households with Internet use, consistent with the possibility that digital access reduces reliance on traditional renqing networks. Subsample analyses indicate broadly stable associations, with somewhat larger point estimates among older, low-income, and western households. The findings offer policy implications for rural social-capital governance and income support under China's rural revitalization strategy.

在中国农村,仪式性礼物的支出通常被视为表现性消费、仪式性义务或人情关系中的经济负担。然而,它作为社会资本投资的可能作用仍然不太清楚。本文利用2016年、2018年、2020年和2022年中国家庭面板研究的非平衡面板,检验了仪式礼物支出与农村家庭收入之间的关系。我们估计了家庭和年度固定效应模型,并使用机制检验来探索可能的途径。结果显示统计学上显著的正相关。这种关联对于替代变量定义、样本调整和部分解决内生性问题的补充分析仍然是稳健的。机制结果为流动性缓冲、企业家精神、非农就业和生产性固定资产的路径提供了启发性证据。在使用互联网的家庭中,这种关联较弱,这与数字接入减少对传统人情网依赖的可能性是一致的。子样本分析表明,两者之间存在着广泛稳定的联系,在老年人、低收入家庭和西方家庭中,其点估计值略高。研究结果为中国乡村振兴战略下的农村社会资本治理和收入支持提供了政策启示。
{"title":"Social Capital or Financial Burden? Ritual Gift Expenditure and Income Growth in Rural China","authors":"Tieqiang Li,&nbsp;Yao Zhang,&nbsp;Qiqi Huang,&nbsp;Yizhu Li","doi":"10.1111/grow.70154","DOIUrl":"https://doi.org/10.1111/grow.70154","url":null,"abstract":"<div>\u0000 \u0000 <p>In rural China, ritual gift expenditure is often viewed as expressive consumption, a ritual obligation, or a financial burden embedded in <i>renqing</i> relations. Its possible role as social-capital investment, however, remains less understood. Using an unbalanced panel from the 2016, 2018, 2020, and 2022 waves of the China Family Panel Studies, this paper examines the association between ritual gift expenditure and rural household income. We estimate household and year fixed-effects models and use mechanism tests to explore possible pathways. The results show a statistically significant positive association. This association remains robust to alternative variable definitions, sample adjustments, and supplementary analyses that partially address endogeneity concerns. Mechanism results provide suggestive evidence for pathways through liquidity buffers, entrepreneurship, non-farm employment, and productive fixed assets. The association is weaker among households with Internet use, consistent with the possibility that digital access reduces reliance on traditional <i>renqing</i> networks. Subsample analyses indicate broadly stable associations, with somewhat larger point estimates among older, low-income, and western households. The findings offer policy implications for rural social-capital governance and income support under China's rural revitalization strategy.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148942112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From University to Work: Graduate Migration Across Urban Hierarchy and the Roles of Economic Opportunities and Urban Amenities 从大学到工作:跨越城市层级的毕业生迁移以及经济机会和城市便利设施的作用
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-08-29 DOI: 10.1111/grow.70153
Xiaozhen Qin, Jianfu Shen, Eddie Chi-Man Hui, Menglan Liu

Graduate migration plays a key role in the spatial reallocation of human capital, yet little is known about how graduate migration mechanisms differ across directions within a hierarchical urban system. Using LinkedIn resume data, this study classifies intercity graduate migration in China into upward, lateral, and downward modes and examines the economic opportunities and urban amenities associated with each migration trajectory. We show that three migration modes exhibit distinct spatial patterns, with upward migration towards first-tier and new first-tier cities dominating national flows and downward migration occurring mainly between higher- and lower-tier cities within regions. Over time, new first-tier cities have become increasingly important destinations for graduates. Empirical results indicate that graduate migration is jointly associated with economic opportunities and urban amenities in both origin and destination cities. The temporal analysis shows that wages, climatic conditions, and healthcare provision in destination cities have become increasingly important over time. Migration mechanisms also differ across the urban hierarchy: upward migration is primarily associated with destination economic opportunities, whereas downward migration is associated with both push factors from higher-tier origin cities and pull factors from improving opportunities and living conditions in lower-tier destinations. These relationships further vary across human capital groups, while talent-attraction policies are associated with shifts in graduates’ responses to destination characteristics. By extending the traditional push-pull framework to incorporate urban hierarchy, human capital heterogeneity, and institutional context, this study provides a more nuanced understanding of the factors associated with intercity graduate mobility.

{"title":"From University to Work: Graduate Migration Across Urban Hierarchy and the Roles of Economic Opportunities and Urban Amenities","authors":"Xiaozhen Qin,&nbsp;Jianfu Shen,&nbsp;Eddie Chi-Man Hui,&nbsp;Menglan Liu","doi":"10.1111/grow.70153","DOIUrl":"https://doi.org/10.1111/grow.70153","url":null,"abstract":"<div>\u0000 \u0000 <p>Graduate migration plays a key role in the spatial reallocation of human capital, yet little is known about how graduate migration mechanisms differ across directions within a hierarchical urban system. Using LinkedIn resume data, this study classifies intercity graduate migration in China into upward, lateral, and downward modes and examines the economic opportunities and urban amenities associated with each migration trajectory. We show that three migration modes exhibit distinct spatial patterns, with upward migration towards first-tier and new first-tier cities dominating national flows and downward migration occurring mainly between higher- and lower-tier cities within regions. Over time, new first-tier cities have become increasingly important destinations for graduates. Empirical results indicate that graduate migration is jointly associated with economic opportunities and urban amenities in both origin and destination cities. The temporal analysis shows that wages, climatic conditions, and healthcare provision in destination cities have become increasingly important over time. Migration mechanisms also differ across the urban hierarchy: upward migration is primarily associated with destination economic opportunities, whereas downward migration is associated with both push factors from higher-tier origin cities and pull factors from improving opportunities and living conditions in lower-tier destinations. These relationships further vary across human capital groups, while talent-attraction policies are associated with shifts in graduates’ responses to destination characteristics. By extending the traditional push-pull framework to incorporate urban hierarchy, human capital heterogeneity, and institutional context, this study provides a more nuanced understanding of the factors associated with intercity graduate mobility.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148848926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Graduate Labor Market Opportunities Across Chinese Cities: Urban Opportunity Regimes and Their Dynamics 中国城市毕业生劳动力市场机会:城市机会机制及其动态
IF 2.2 3区 经济学 Q1 DEVELOPMENT STUDIES Pub Date : 2026-08-20 DOI: 10.1111/grow.70151
Yuanyuan Xie, Baoding Wang

This study examines how advertised graduate-oriented entry-level opportunity sets are unevenly organized across Chinese cities and how urban opportunity regimes evolve over time. Existing research on labor market entry and interurban differentiation rarely conceptualizes entry-level opportunities as multidimensional city-level configurations. Using online recruitment data on graduate-oriented job postings for 200 Chinese cities from 2016 to 2024, this study combines inequality measures, Gaussian mixture models, and Markov-based transition analysis to examine the scale, quality, and structure of entry-level opportunities. The results show substantial interurban inequality. Inequality in opportunity scale and structure declined over time, whereas opportunity quality remained the most unequal dimension and displayed the strongest spatial clustering. Four urban opportunity regimes are identified: a Scale-led regime, an Intermediate regime, a High-quality, high-structure regime, and a Moderate-quality, lower-structure regime. The Scale-led regime is the most persistent, whereas the High-quality, high-structure regime remains the least persistent in the high-posterior comparison, although the estimated magnitude of its persistence is sensitive to classification confidence. These findings show that a less concentrated observed distribution of online postings does not by itself imply a comparable equalization in the housing-cost-adjusted quality of advertised graduate-oriented opportunities.

本研究考察了中国城市中以毕业生为导向的入门级就业机会是如何不均匀地组织起来的,以及城市就业机会制度是如何随着时间的推移而演变的。现有的关于劳动力市场进入和城市间分化的研究很少将入门机会概念化为多维城市层面的配置。本研究利用2016年至2024年中国200个城市面向毕业生的在线招聘数据,结合不平等度量、高斯混合模型和马尔可夫过渡分析,考察了入门级就业机会的规模、质量和结构。结果显示了城市间的严重不平等。随着时间的推移,机会规模和结构的不平等程度呈下降趋势,而机会质量维度仍然是最不平等的维度,表现出最强的空间集聚性。确定了四种城市机会机制:规模主导机制、中等机制、高质量、高结构机制和中等质量、低结构机制。在高后验比较中,量表主导的模式是最持久的,而高质量、高结构的模式仍然是最不持久的,尽管其持久性的估计幅度对分类置信度很敏感。这些调查结果表明,观察到的网上招聘分布较不集中,本身并不意味着广告中面向毕业生的就业机会经住房成本调整后的质量相当均衡。
{"title":"Graduate Labor Market Opportunities Across Chinese Cities: Urban Opportunity Regimes and Their Dynamics","authors":"Yuanyuan Xie,&nbsp;Baoding Wang","doi":"10.1111/grow.70151","DOIUrl":"https://doi.org/10.1111/grow.70151","url":null,"abstract":"<div>\u0000 \u0000 <p>This study examines how advertised graduate-oriented entry-level opportunity sets are unevenly organized across Chinese cities and how urban opportunity regimes evolve over time. Existing research on labor market entry and interurban differentiation rarely conceptualizes entry-level opportunities as multidimensional city-level configurations. Using online recruitment data on graduate-oriented job postings for 200 Chinese cities from 2016 to 2024, this study combines inequality measures, Gaussian mixture models, and Markov-based transition analysis to examine the scale, quality, and structure of entry-level opportunities. The results show substantial interurban inequality. Inequality in opportunity scale and structure declined over time, whereas opportunity quality remained the most unequal dimension and displayed the strongest spatial clustering. Four urban opportunity regimes are identified: a Scale-led regime, an Intermediate regime, a High-quality, high-structure regime, and a Moderate-quality, lower-structure regime. The Scale-led regime is the most persistent, whereas the High-quality, high-structure regime remains the least persistent in the high-posterior comparison, although the estimated magnitude of its persistence is sensitive to classification confidence. These findings show that a less concentrated observed distribution of online postings does not by itself imply a comparable equalization in the housing-cost-adjusted quality of advertised graduate-oriented opportunities.</p>\u0000 </div>","PeriodicalId":47545,"journal":{"name":"Growth and Change","volume":"57 3","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148784787","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Growth and Change
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
﹀
mjeditor
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1