Environment and Planning B: Urban Analytics and City Science最新文献

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“MAPPING PUBLIC SPACE MICRO-OCCUPATIONS: Drone-Driven Predictions of Spatial Behaviors in Carapungo, Quito” "绘制公共空间微型占用图:无人机驱动的基多卡拉蓬戈空间行为预测"
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-06-20 DOI: 10.1177/23998083241262548
Víctor Cano-Ciborro, Ana Medina, Alejandro Burgueño, Mario González-Rodríguez, Daniel Díaz, María Rosa Zambrano
{"title":"“MAPPING PUBLIC SPACE MICRO-OCCUPATIONS: Drone-Driven Predictions of Spatial Behaviors in Carapungo, Quito”","authors":"Víctor Cano-Ciborro, Ana Medina, Alejandro Burgueño, Mario González-Rodríguez, Daniel Díaz, María Rosa Zambrano","doi":"10.1177/23998083241262548","DOIUrl":"https://doi.org/10.1177/23998083241262548","url":null,"abstract":"This study evaluates the spatial behavior of an intermodal transportation hub in Carapungo, one of the densest neighborhoods in Quito, Ecuador. This public infrastructure is deficient and lacks adequate equipment for the people who use, occupy, and transit within and around it, as well as for the numerous activities that occur, particularly at Carapungo’s Entry Park. Traditional methods for analyzing urban dynamics and land use are typically rigid and fail to grasp the complex and nonlinear nature of public spaces, especially in informal Global South cities. However, recent advancements in Artificial Intelligence and Machine Learning, combined with aerial drone videos, have enabled the modeling and prediction of urban dynamics beyond state regulations and formal planning. In this context, we developed a model using Computer Vision Technology and the YOLOv5 algorithm, incorporating Deep Learning training. The objective is twofold: firstly, to detect people, their movement and speed; and secondly, to produce “Occupancy” and “Count & Speed” cartographies that highlight commuters’ spatial patterns. These situated cartographies provide valuable insights into urban design, mobility, and interaction within a conflicted public space’s-built environment. The generated data offer planners and policymakers quantitative spatial information to consider local practices and dynamics in urban planning, particularly in situations of informality and insufficient urban infrastructure.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"52 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141531520","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
Spatial modelling of psychosocial benefits of favourite places in Denmark: A tale of two cities 丹麦最喜欢的地方的社会心理益处空间建模:两个城市的故事
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-06-01 DOI: 10.1177/23998083241255984
Prince M Amegbor, Rikke Dalgaard, Doan Nainggolan, Anne Jensen, Clive E Sabel, Toke E Panduro, Mira SR Jensen, Amanda E Dybdal, Marianne Puig
{"title":"Spatial modelling of psychosocial benefits of favourite places in Denmark: A tale of two cities","authors":"Prince M Amegbor, Rikke Dalgaard, Doan Nainggolan, Anne Jensen, Clive E Sabel, Toke E Panduro, Mira SR Jensen, Amanda E Dybdal, Marianne Puig","doi":"10.1177/23998083241255984","DOIUrl":"https://doi.org/10.1177/23998083241255984","url":null,"abstract":"Living in urban areas is known to increase the risk of psychosocial disorders, including stress, depression, and anxiety. Existing studies suggest that experiential places, including places of interest or favourite places, can mitigate these negative effects on psychological and physical health often associated with urban living. This study aims to model the spatial patterns of the benefits derived from favourite locations in two cities in Denmark: an urban metropolitan area (the capital city) and a provincial commuter town. Additionally, it examines the influence of individual and household socioeconomic factors on the benefits derived from these favourite places. Employing an online Public Participatory Geographic Information System (PPGIS) approach, data on favourite locations, derived benefits, and socioeconomic characteristics of 1400 respondents were collected. Bayesian modelling with Stochastic Partial Differential Equations under the Integrated Nested Laplace Approximation framework (INLA-SPDE) was utilized to predict the spatial patterns of four types of benefits – restorative, physical activity, socializing, and cultural – associated with enjoying favourite places in the two municipalities. This geostatistical approach allows for the identification of specific locations within the cities with perceived benefits and areas lacking such benefits. The findings provide insights into potential inequalities in the spatial distribution of perceived benefits of favourite places in Copenhagen and Roskilde, thereby informing urban planning policies and programs aimed at addressing these disparities.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"59 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141192633","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
Relationship between the built environment and urban vitality of Nanjing’s central urban area based on multi-source data 基于多源数据的南京中心城区建筑环境与城市活力之间的关系
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-05-31 DOI: 10.1177/23998083241256246
Jiarui Qin, Ziyang Wang, Yehua Sheng, Li Xue, Xiaolan Cai, Ka Zhang
{"title":"Relationship between the built environment and urban vitality of Nanjing’s central urban area based on multi-source data","authors":"Jiarui Qin, Ziyang Wang, Yehua Sheng, Li Xue, Xiaolan Cai, Ka Zhang","doi":"10.1177/23998083241256246","DOIUrl":"https://doi.org/10.1177/23998083241256246","url":null,"abstract":"Urban vitality reflects the dynamism, openness, available resources, and linkages between different elements in a city. Many studies have focused on the relationship between urban vitality and the built environment, which can benefit urban planners. Based on multi-source data, this study incorporates the aspects of economy, society, culture, and innovation to comprehensively measure urban vitality. Recognizing the significant influence of the built environment on urban vitality, this paper takes Nanjing as the study area. It explores the relationship between urban vitality and the built environment using ordinary least squares and multi-scale geographically weighted regression models based on multi-source data. The results reveal multi-centered urban vitality within Nanjing’s central urban area, which gradually decreases outwards from the city center. Particularly, the southern region has a higher comprehensive vitality than the northern region. While differences in vitality between dimensions are evident, an overall consistent pattern emerges. The spatial distribution of influence varies across different spatial factor. The method provided in this study gives a new view of urban vitality measurement and evaluation.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"43 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141192561","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 city center to suburbs: Developing a timeline-based TOD assessment model to explore the dynamic changes in station areas of Tokyo metropolitan area 从市中心到郊区:开发基于时间轴的 TOD 评估模型,探索东京都车站区域的动态变化
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-05-31 DOI: 10.1177/23998083241258240
Weiyao Yang, Wanglin Yan, Lihua Chen, Haopeng Li
{"title":"From city center to suburbs: Developing a timeline-based TOD assessment model to explore the dynamic changes in station areas of Tokyo metropolitan area","authors":"Weiyao Yang, Wanglin Yan, Lihua Chen, Haopeng Li","doi":"10.1177/23998083241258240","DOIUrl":"https://doi.org/10.1177/23998083241258240","url":null,"abstract":"Transit-Oriented Development (TOD) is regarded as a planning concept for urban sustainable development that has been increasingly embraced worldwide in recent years. However, scholars rarely assess the sustainability of Transit-Oriented Development (TOD) station areas over a period of time. This study, building upon the existing TOD assessment model based on node-place-ecology, introduces the concepts of “low-carbon cities” and a “timeline-based.” Focuses on whether the three dimensions of TOD station areas—node, place, and carbon—are dynamically balanced over time towards sustainable development. More specifically, this study starting from a micro-level perspective, takes the 70 stations on the Odakyu line as a clue, a railway that spans Tokyo and Kanagawa, aiming to develop a quantitative assessment model for sustainable TOD based on node-place-carbon, and to summarize the spatial dynamic changes of the 70 station areas in the Tokyo metropolitan area from 2011 to 2019 through the principles of sustainable development line (SDL) and K-means cluster analysis. The results indicate that after 8 years, the overall development of the station areas is moving towards sustainability, but there are still some station areas that deviate to some extent. And also, we observed that the trend of monopolization in the central station areas of the Tokyo metropolitan area is continuously strengthening. We believe that the sustainable assessment model developed in this study can provide constructive reference for the planning and design of cities, especially metropolitan areas, around the world.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"50 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141192615","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
How accessible are cities for visually impaired pedestrians? A case of Greater London 城市对视障行人的无障碍程度如何?大伦敦地区的案例
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-05-30 DOI: 10.1177/23998083241256402
Achituv Cohen, Sagi Dalyot, Asya Natapov, Trisalyn Nelson
{"title":"How accessible are cities for visually impaired pedestrians? A case of Greater London","authors":"Achituv Cohen, Sagi Dalyot, Asya Natapov, Trisalyn Nelson","doi":"10.1177/23998083241256402","DOIUrl":"https://doi.org/10.1177/23998083241256402","url":null,"abstract":"Urban planning and design aim to encourage active mobility by promoting various models that assess a city’s transportability and accessibility. In practice, these models are not attuned to a huge part of the population that have mobility impairments, therefore they uphold a flawed city design and prevent these populations from being an equal part of the inclusive city vision. We suggest an approach to develop new visually impaired mobility accessibility indices of urban space using open-source geospatial data and showcase them across different wards and boroughs in Greater London. Results show the various urban accessibility levels for visually impaired pedestrians, pointing to existing problems this community faces when navigating the city, such as challenging street network connectivity and dangerous walking areas. These indices can be used for more inclusive city planning and design, enhancing urban mobility and walkability equality, and improving this community’s quality of life.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"46 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141192611","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
Location optimization of emergency medical services: Considering joint service coverage of ambulances and emergency centers 优化紧急医疗服务的位置:考虑救护车和急救中心的联合服务覆盖范围
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-05-29 DOI: 10.1177/23998083241253108
Weicong Luo, Jing Yao, Richard Mitchell, Xiaoxiang Zhang, Wenqiang Li
{"title":"Location optimization of emergency medical services: Considering joint service coverage of ambulances and emergency centers","authors":"Weicong Luo, Jing Yao, Richard Mitchell, Xiaoxiang Zhang, Wenqiang Li","doi":"10.1177/23998083241253108","DOIUrl":"https://doi.org/10.1177/23998083241253108","url":null,"abstract":"Emergency Medical Services (EMS) play an essential role in saving lives and improving health outcomes by offering immediate medical care to individuals who experience sudden illnesses or injuries. A complete EMS journey consists of two related trips: one from an EMS station to a scene (Trip 1), and the other from a scene to a definitive care location (Trip 2), where the service is coordinately provided by two types of facilities: EMS stations/ambulances and emergency centers (e.g., trauma centers or stroke centers) that are often affiliated with general hospitals. Current work on EMS location optimization considers only one trip (Trip 1 or Trip 2) which ignores the coordination between EMS stations and emergency centers, or the overall trip alone that overlooks the response time requirement. This paper proposed a spatial optimization model, the maximal coverage location problem based on joint coverage (MCLP-JC), for siting EMS stations and emergency centers simultaneously with a consideration of the two related trips. An empirical study of stroke center planning in Wuhan, China, is implemented to compare the proposed approach with the maximal coverage location problem based on overall coverage (MCLP-OC). The results demonstrate that the MCLP-JC can ensure more people being able to receive the first care from an ambulance within the response time requirement, which is critical to subsequent treatment at emergency centers and the odds of survival. The findings from the two scenarios regarding service relocation and expansion offer insights for future health facility planning.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"35 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141192631","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
Compact city and urban planning: Correlation between density and local amenities 紧凑型城市和城市规划:密度与当地便利设施之间的关系
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-05-06 DOI: 10.1177/23998083241250264
Teemu Jama, Henrikki Tenkanen, Henrik Lönnqvist, Anssi Joutsiniemi
{"title":"Compact city and urban planning: Correlation between density and local amenities","authors":"Teemu Jama, Henrikki Tenkanen, Henrik Lönnqvist, Anssi Joutsiniemi","doi":"10.1177/23998083241250264","DOIUrl":"https://doi.org/10.1177/23998083241250264","url":null,"abstract":"Many scholars and planners emphasise the role of compact cities in sustainable urban development. Compact urban form is seen as a way to encourage people, for example, to drive less and walk more, which reduces transport-related GHG emissions. This argument, however, is strongly dependent on local amenity development that can support such local living. In plan-making, a common practice is to try to ensure the realisation of services with a high Gross Floor Area (GFA) residential infill development to raise the local population density. In this paper we are seeking quantitative insight on the resolution under which urban density, as measured by GFA volume, correlates with the growth of urban amenities and liveability. Specifically, we are seeking the direction in which correlation changes when moving from a larger geographical scale (low resolution) towards a smaller scale (high resolution) of walkable reach. Our study shows a clear correlation between urban amenities and planned GFA at low-resolution scales, but that correlation decreases at higher-resolution scales (walkable neighbourhood level), indicating that urban amenities tend to cluster in different locations than density is planned. Based on these findings, we argue that, if the aim of urban planning is to foster the growth of local amenities, it should shift its focus towards larger patterns of urban development rather than emphasising GFA in detailed plan-making.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"148 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140885680","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
Walkability index for world heritage cities in developing countries 发展中国家世界遗产城市步行便利指数
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-05-01 DOI: 10.1177/23998083241250265
Liliana S Valverde-Caballero, Luis M Mendoza-Salazar, Cinthya L Butron-Revilla, Ernesto Suarez-Lopez, Jesus S Aguilar-Ruiz
{"title":"Walkability index for world heritage cities in developing countries","authors":"Liliana S Valverde-Caballero, Luis M Mendoza-Salazar, Cinthya L Butron-Revilla, Ernesto Suarez-Lopez, Jesus S Aguilar-Ruiz","doi":"10.1177/23998083241250265","DOIUrl":"https://doi.org/10.1177/23998083241250265","url":null,"abstract":"Walkability principles are an important part in the planning process of cities that face urban problems such as gentrification, pollution, and decay of their built heritage. The proposed factors – connectivity, proximity, land use mix, and retail density – form a comprehensive framework for evaluating walkability that transcends the boundaries of historical cities. These factors, while initially identified within historical contexts, possess inherent qualities that render them universally adaptable to various urban landscapes. By leveraging these factors, urban planners gain insights into the intricate fabric of pedestrian experiences in cities. They serve as universal evaluative tools, applicable not only to historical cities but also to burgeoning metropolises and smaller urban centres. This work introduces a novel approach to assessing the Walkability Index for World Heritage Cities, utilizing a Multiple Criteria Spatial Decision Support System (GIS-MCDA) structured in four stages. The approached methodology is particularly valuable for governments and decision-makers in developing countries of the Global South, where limitations in data and available tools are common challenges. The insights gained from this study can guide the improvement of policies, enable more precise implementation of sustainable mobility infrastructure, and motivate the pursuit or maintenance of UNESCO World Heritage nominations. The case study focused on the Historical Centre of Arequipa, Peru, a city designated as a UNESCO World Heritage site. The results of this study demonstrate the effectiveness of the proposed approach in such contexts, owing to its specificity and the integration of both objective and subjective elements.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"12 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140840834","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
Aerial-terrestrial data fusion for fine-grained detection of urban clues 航空-地面数据融合用于精细探测城市线索
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-04-30 DOI: 10.1177/23998083241247870
Jessica Gosling-Goldsmith, Sarah Elizabeth Antos, Luis Miguel Triveno, Adam R Benjamin, Chaofeng Wang
{"title":"Aerial-terrestrial data fusion for fine-grained detection of urban clues","authors":"Jessica Gosling-Goldsmith, Sarah Elizabeth Antos, Luis Miguel Triveno, Adam R Benjamin, Chaofeng Wang","doi":"10.1177/23998083241247870","DOIUrl":"https://doi.org/10.1177/23998083241247870","url":null,"abstract":"Those who work in the design, development, and management of cities are often limited by the scarcity of data. Particularly in the Global South, urban databases may be insufficient, out of date, or simply not available. However, digital technology is making it possible to fill gaps and build substantial datasets using “urban clues,” or attributes, gathered in high-resolution imagery by sky- and street-based cameras. Aided by machine learning, it is possible to detect specific building characteristics (purpose, condition, size, material, and construction)—yielding an array of geolocated details about the built environment. The resulting composite view can be made available, as we have done, in an open-source portal for use in urban management. The insights gained in this way may help address common urban management challenges, such as locating homes vulnerable to hazards such as flooding or earthquakes, identifying urban sprawl and informal housing, prioritizing infrastructure investments, and guiding public program support. This approach has been applied in Colombia, Guatemala, Indonesia, Mexico, Paraguay, Peru, St Lucia, and St Maarten.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"6 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140840984","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
Always growing? Mapping population change in urban China for 2010-2020 一直在增长?绘制 2010-2020 年中国城市人口变化图
IF 3.5 3区 经济学
Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-04-27 DOI: 10.1177/23998083241249592
Xiang Liu, Jing Fan, Zongshi Liu
{"title":"Always growing? Mapping population change in urban China for 2010-2020","authors":"Xiang Liu, Jing Fan, Zongshi Liu","doi":"10.1177/23998083241249592","DOIUrl":"https://doi.org/10.1177/23998083241249592","url":null,"abstract":"The geographic assessment of population changes provides fundamental insights into understanding urban development and addressing future urbanization challenges. In this graphic, we produced a Dorling cartogram to geo-visualize population changes at the city level across China between 2010 and 2020. The cartogram illustrates how internal migration fuels China’s growing population concentration and regional disparity, leading to significant population loss in lower administrative-level cities and escalating intercity imbalances across the country.","PeriodicalId":11863,"journal":{"name":"Environment and Planning B: Urban Analytics and City Science","volume":"33 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140812524","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
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