Journal of Urban Mobility最新文献

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Barriers to autonomous vehicles adoption in Europe: Insights from literature and interviews 自动驾驶汽车在欧洲采用的障碍:来自文献和访谈的见解
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2026-02-12 DOI: 10.1016/j.urbmob.2026.100194
Giuseppe de Leo, Giovanni Miragliotta
{"title":"Barriers to autonomous vehicles adoption in Europe: Insights from literature and interviews","authors":"Giuseppe de Leo,&nbsp;Giovanni Miragliotta","doi":"10.1016/j.urbmob.2026.100194","DOIUrl":"10.1016/j.urbmob.2026.100194","url":null,"abstract":"<div><div>Autonomous vehicles (AVs) are expected to revolutionize mobility by improving road safety, efficiency, and accessibility. However, their diffusion in Europe remains limited due to a complex interplay of technological, regulatory, economic, and societal challenges. This study explores the main barriers obstructing the adoption of AVs in Europe, aiming to provide a multi-stakeholder perspective on the issue. Through a literature review grounded in high-ranking academic sources and complemented by 21 semi-structured expert interviews, we identify six interrelated categories of challenges: fragmented regulatory frameworks, unresolved ethical and legal liabilities, technological limitations and cybersecurity concerns, inadequate infrastructure and Vehicle-to-everything (V2X) integration, uncertain economic models, and low societal trust and cultural readiness. Our findings reveal a strong alignment between academic debate and practitioner insights, while also uncovering overlooked issues such as poor institutional coordination and the dynamic evolution of challenges across the AVs value chain. The analysis underscores the need for harmonized policy frameworks, collaborative innovation, and proactive public engagement to enable a gradual yet effective transition toward autonomous mobility in Europe. This paper contributes to both scholarly understanding and practical policymaking by offering a forward-looking roadmap for overcoming adoption barriers in the European AVs ecosystem.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100194"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188248","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urban cycling infrastructure performance: A multicriteria index-based assessment of guideline compliance and design gaps 城市自行车基础设施性能:基于多标准指标的准则遵从性和设计差距评估
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 DOI: 10.1016/j.urbmob.2026.100240
Magdalini Tsavala, Lambros Mitropoulos, Christos Karolemeas
{"title":"Urban cycling infrastructure performance: A multicriteria index-based assessment of guideline compliance and design gaps","authors":"Magdalini Tsavala,&nbsp;Lambros Mitropoulos,&nbsp;Christos Karolemeas","doi":"10.1016/j.urbmob.2026.100240","DOIUrl":"10.1016/j.urbmob.2026.100240","url":null,"abstract":"<div><div>Urban cycling infrastructure plays a critical role in promoting sustainable mobility and public health; however, its effectiveness depends strongly on compliance with established design and operational standards. While many cities have expanded their cycling networks, systematic, legislation-based assessments, particularly those addressing both linear segments and safety-critical locations such as intersections and crossings, remain limited. This study develops and applies a multicriteria evaluation framework based on national design guidelines to assess urban cycling infrastructure. The methodology is structured around two complementary checklists, one for linear bikeway segments and one for intersections and crossings, evaluated across six criteria: road safety, consistency, conciseness–directness, comfort, attractiveness, and accessibility. The framework is applied to four cycling infrastructures in the Attica region of Greece using field surveys and GIS-based analysis, with performance synthesized through composite indicators. Results indicate moderate overall performance, with recurring deficiencies in road safety, network consistency, and attractiveness. Intersections and crossings emerge as the weakest elements, characterized by inadequate signage, incomplete geometric treatments, and partial non-compliance with national specifications. The findings indicate the need to move from an emphasis on network expansion toward ensuring compliance with design and safety standards. This requires the introduction of post-construction audits, consistent maintenance practices, and clearer standardization of intersection design. The proposed framework serves as a decision-support tool that helps engineers and urban planners identify design gaps and supports the development of safer and more functional urban cycling networks.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100240"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148184346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transport poverty and gendered inequalities: Evidence from expert interviews in Karachi 交通贫困和性别不平等:来自卡拉奇专家访谈的证据
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2026-01-07 DOI: 10.1016/j.urbmob.2025.100180
Sana Iqbal
{"title":"Transport poverty and gendered inequalities: Evidence from expert interviews in Karachi","authors":"Sana Iqbal","doi":"10.1016/j.urbmob.2025.100180","DOIUrl":"10.1016/j.urbmob.2025.100180","url":null,"abstract":"<div><div>This paper studies the perceptions of transport experts towards the state of transport and mobility barriers faced by women in the context of Karachi, Pakistan, a representative megacity in the global South. It is based on the data gathered by ‘conversations with purpose’ with eleven experts in the transport sector to understand their attitudes towards transport provision and operation. These experts were opportunistically identified based on their presence at transport-related public events in Karachi. It was found that poorly coordinated planning, a lack of effective governance structure and investment have allowed the growth of an almost unregulated and ungovernable informal transport sector in Karachi. Apart from these issues, most experts displayed a patriarchal mindset that manifested itself by demeaning women’s importance and their contributions. Due to the lack of female representation, such views remained unchallenged, and the majority of the informants did not express a desire to integrate women into decision-making or consultation processes. It can thus be argued that improving women’s mobility requires changing the mindset of transport planners, who consider women as mainly responsible for household tasks and therefore beneath their consideration. The paper also suggests some preliminary recommendations to address the issue of breaking away from gender stereotypes in the transport sector. The study contributes to wider academic studies on gender and transport geography and will feed into and shape governmental and non-governmental interventions and policies on public transport in third-world countries.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100180"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145938942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ZuriACT: Zurich Accessible CiTy – Promoting inclusive urban mobility in Zurich through digitalization and participatory research ZuriACT:苏黎世无障碍城市——通过数字化和参与式研究促进苏黎世的包容性城市交通
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2026-06-03 DOI: 10.1016/j.urbmob.2026.100241
Hoda Allahbakhshi , Annina Ardüser , François Rüttimann
{"title":"ZuriACT: Zurich Accessible CiTy – Promoting inclusive urban mobility in Zurich through digitalization and participatory research","authors":"Hoda Allahbakhshi ,&nbsp;Annina Ardüser ,&nbsp;François Rüttimann","doi":"10.1016/j.urbmob.2026.100241","DOIUrl":"10.1016/j.urbmob.2026.100241","url":null,"abstract":"<div><div>Spatial accessibility is a key component of inclusive and sustainable urban mobility. However, reliable assessment of sidewalk accessibility remains challenging due to data scarcity, particularly regarding accessibility features such as surface conditions and curb ramps, largely driven by high data collection costs.</div><div>Zurich Accessible CiTy (ZuriACT) addresses this gap through a community science initiative that combines participatory methods with advanced digital tools, namely Project Sidewalk (PRSW) and infra3D, to generate detailed sidewalk accessibility datasets with and for affected populations in Zurich’s District 1 in a cost-efficient and scalable way.</div><div>The project comprised two main components: focus group discussions (FGDs) and data collection. A total of 25 participants, including adults with mobility impairments as well as those with age-related and situational mobility restrictions (e.g., caregivers), participated in the study; 15 in FGDs, 17 in data collection, and 7 in both. Participants collected accessibility point data using PRSW, which experts then validated and extended with line features such as sidewalk width and slope using infra3D.</div><div>This approach enabled broad participation and diverse perspectives in capturing sidewalk accessibility data. FGD results revealed that accessibility is multidimensional, encompassing physical infrastructure, navigation tools, data management, and societal attitudes. The resulting dataset highlights variations in the frequency, distribution, and severity of accessibility features across population groups and tools, exposing spatial disparities within the study area. These insights can guide policymakers in reducing accessibility inequalities and ensuring equitable mobility. Overall, the study offers a scalable, resource-efficient framework for inclusive urban mobility aligned with Sustainable Development Goal 11.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100241"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148184348","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Benefits and harms of DRT in suburban areas – analysis of user motivations, ridership, and side effects of an app-based demand-responsive transit 郊区DRT的利弊——基于应用程序的需求响应式交通的用户动机、乘客和副作用分析
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2026-02-02 DOI: 10.1016/j.urbmob.2026.100192
Bartosz Bursa, Nils Rabeneick, Ferdinand Ebner, Markus Mailer
{"title":"Benefits and harms of DRT in suburban areas – analysis of user motivations, ridership, and side effects of an app-based demand-responsive transit","authors":"Bartosz Bursa,&nbsp;Nils Rabeneick,&nbsp;Ferdinand Ebner,&nbsp;Markus Mailer","doi":"10.1016/j.urbmob.2026.100192","DOIUrl":"10.1016/j.urbmob.2026.100192","url":null,"abstract":"<div><div>Since the rebirth of demand-responsive transit (DRT) after 2010 many failed and discontinued initiatives have been observed. The issues range from inadequate technology, ill-defined spatial and temporal conditions, to missing knowledge of user preferences, low ridership, and of course funding, since many trials are ceased once the subsidy is stopped. In this paper, we explore the use and effects of an app-based DRT in a suburban environment based on the data collected from users and non-users of a newly launched service in Austria. The results indicate that the service performs well as a feeder mode for rail transportation with positive user reviews. However, there are concerns about a limited operating area, too short operating hours and low pooling effects (occupancy rates). The Hybrid Choice model indicates that both the frequency of car use and the possession of a public transit pass have a significant effect on the frequency of DRT use. However, this behavior is independent of latent attitudes toward different modes of transportation. Also, the service operates without a surcharge for annual pass holders, which leads to side effects such as shifting from active modes to DRT, and generating entirely new trips. Based on respondents' statements regarding alternative means of transport they would have used if DRT had not existed, we observe that DRT trips generate substantially more motorized traffic than if the service did not exist. This study provides policy recommendations aimed at increasing ridership and minimizing unintended side effects.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100192"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188250","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Corrigendum to “The Hierarchy of Cycling Needs: Modeling the self-assessed propensity to bicycle” [Journal of Urban Mobility 7 (2025) 100130] “自行车需求的层次:自行评估的自行车倾向建模”的勘误表[城市交通杂志7 (2025)100130]
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2025-10-25 DOI: 10.1016/j.urbmob.2025.100159
Rosa Félix , Filipe Moura , Kelly J. Clifton
{"title":"Corrigendum to “The Hierarchy of Cycling Needs: Modeling the self-assessed propensity to bicycle” [Journal of Urban Mobility 7 (2025) 100130]","authors":"Rosa Félix ,&nbsp;Filipe Moura ,&nbsp;Kelly J. Clifton","doi":"10.1016/j.urbmob.2025.100159","DOIUrl":"10.1016/j.urbmob.2025.100159","url":null,"abstract":"","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100159"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148241433","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessing the importance of travel habit and the built environment in shaping elderly’s mobility patterns: A case study in the Netherlands 评估旅行习惯和建筑环境在塑造老年人移动模式中的重要性:荷兰的案例研究
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2025-12-17 DOI: 10.1016/j.urbmob.2025.100176
Chao Chen , Mengru Shao , Xiaoning Gu , Tao Feng
{"title":"Assessing the importance of travel habit and the built environment in shaping elderly’s mobility patterns: A case study in the Netherlands","authors":"Chao Chen ,&nbsp;Mengru Shao ,&nbsp;Xiaoning Gu ,&nbsp;Tao Feng","doi":"10.1016/j.urbmob.2025.100176","DOIUrl":"10.1016/j.urbmob.2025.100176","url":null,"abstract":"<div><div>In the context of social resource inequality among the elderly, understanding elderly’s travel behavior is of importance for enhancing mobility services. Recent attention has been investigated the built environment impacts on travel decisions, however, the influencing mechanisms and its extent on elderly’s mobility patterns are not yet well understood. In particular, how the mode choice behavior of older population is shaped by their habitual behavior remains underexplored. Using the Dutch national travel survey data, this study explored the non-linear effects of historical travel patterns and the built environment on mode choice behaviors, as well as the heterogeneity across different aged groups. We found that historical travel patterns exert a larger impact on mode choice comparing to the built environment factors. Significant threshold effects of built environment factors on mode choice (indicating non-linear impacts) are observed. Older adults tend to walk within a travel distance of 2.5 km and use bike for longer trips beyond 3.5 km. The findings are valuable for policymakers in promoting active mobility patterns for older adults through infrastructure planning.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100176"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145799944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Insights into Ridepooling efficiency: A case study analysis using a novel operational performance measure framework 对拼车效率的洞察:使用新型运营绩效衡量框架的案例研究分析
IF 6.1
Journal of Urban Mobility Pub Date : 2026-06-01 Epub Date: 2025-12-06 DOI: 10.1016/j.urbmob.2025.100173
Martin Lehnert , Christian Liebchen , Martin Schiefelbusch , Peter Bruder , Dennis Harmann
{"title":"Insights into Ridepooling efficiency: A case study analysis using a novel operational performance measure framework","authors":"Martin Lehnert ,&nbsp;Christian Liebchen ,&nbsp;Martin Schiefelbusch ,&nbsp;Peter Bruder ,&nbsp;Dennis Harmann","doi":"10.1016/j.urbmob.2025.100173","DOIUrl":"10.1016/j.urbmob.2025.100173","url":null,"abstract":"<div><div>The efficiency of demand responsive transport (DRT) services, such as ridepooling, has garnered significant attention across various (simulation) studies. However, a deeper look into the metrics employed to assess system performance exposes notable discrepancies in their utilization. Notably, certain indicators, such as the pooling rate, demonstrate a susceptibility to manipulation based on input parameters, potentially skewing results to give a more favorable impression of service performance. In this paper, we show that, under such circumstances, achieving a fair comparison between study outcomes and with traditional (public) transport modes becomes challenging.</div><div>In light of these challenges, this study introduces a novel operational performance indicator: Operational System Efficiency (<em>OSE</em>). <em>OSE</em> is tailored to evaluate the operational efficiency of ridepooling systems in a holistic way. In particular, it combines important operational indicators such as detour factor and empty kilometers share, which are considered in numerous analyses. Hereby, <em>OSE</em> is fostering a more equitable assessment of service performance. We applied this methodology and calculated the indicators provided in other studies to two real-world trip datasets from ridepooling services in Berlin and Münster, Germany, and compared the results. Distinct disparities emerge in comparison with conventional efficiency indicators. Consequently, the proposed <em>OSE</em> holds promise for stakeholders, including service providers, public transport companies, and regulatory authorities, as a valuable tool for determining the suitability of a ridepooling service for a given locale relative to other transport modalities, while also providing a transparent assessment of its efficiency.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"9 ","pages":"Article 100173"},"PeriodicalIF":6.1,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145694281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing ideal streetscapes with youth: Exploring transport values through participatory urban planning in Flanders 用年轻人设计理想街景:通过法兰德斯的参与式城市规划探索交通价值
IF 6.1
Journal of Urban Mobility Pub Date : 2025-12-01 Epub Date: 2025-10-15 DOI: 10.1016/j.urbmob.2025.100157
Hannah Hook , Joyce David
{"title":"Designing ideal streetscapes with youth: Exploring transport values through participatory urban planning in Flanders","authors":"Hannah Hook ,&nbsp;Joyce David","doi":"10.1016/j.urbmob.2025.100157","DOIUrl":"10.1016/j.urbmob.2025.100157","url":null,"abstract":"<div><div>This research explores the transport-related values and priorities of pre-adolescents (aged 10–12) from socially vulnerable backgrounds through participatory urban planning workshops in Flanders, Belgium. Using a simple streetscape design tool, 16 individual and four group diagrams were analyzed to identify recurring themes in how pre-adolescents envision public spaces. The findings reveal a strong emphasis on slow and active mobility modes, particularly walking and cycling, alongside safety features such as green barriers and well-defined pedestrian zones, reflecting participants’ developmental needs for secure, accessible environments and their reliance on active modes. Participants consistently valued green spaces not only for safety and traffic calming but also for aesthetics and socialization, demonstrating an intuitive understanding of their multifunctional role. Social spaces, particularly benches and greenscapes, emerged as key elements supporting peer interaction and community engagement. Group designs highlighted challenges in balancing competing priorities, as participants struggled to integrate diverse elements into limited spaces, resulting in compromises that mirror real-world urban planning dilemmas. By emphasizing active mobility, safety, and inclusivity, participants’ designs align with principles of sustainable urban development. This study underscores the importance of engaging pre-adolescents in participatory processes, as their perspectives offer valuable insights for creating equitable, child-friendly environments that benefit all users. The results highlight the need for structured guidance to help youth navigate complex planning decisions and advocate for policies that incorporate their voices to shape more inclusive and sustainable cities.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"8 ","pages":"Article 100157"},"PeriodicalIF":6.1,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145324682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A systematic review of regression models for street vitality 街道活力回归模型的系统回顾
IF 6.1
Journal of Urban Mobility Pub Date : 2025-12-01 Epub Date: 2025-11-19 DOI: 10.1016/j.urbmob.2025.100158
Anastasiia Galaktionova , Aura-Luciana Istrate , Páraic Carroll
{"title":"A systematic review of regression models for street vitality","authors":"Anastasiia Galaktionova ,&nbsp;Aura-Luciana Istrate ,&nbsp;Páraic Carroll","doi":"10.1016/j.urbmob.2025.100158","DOIUrl":"10.1016/j.urbmob.2025.100158","url":null,"abstract":"<div><div>Street vitality represents complex phenomena, influenced by multiple interacting factors, but increasingly considered as a mark of successful built environments. Despite the proliferating vitality modelling in urban areas over the past decade, there has been a lack of critical assessment of results’ replicability, particularly concerning whether there are consistent predicting factors and determinants. This systematic review focuses on regression-based studies of street vitality, aiming to comparatively assess the models used, the factors most frequently employed, and their implications. From 62 articles, 155 regression models were extracted, featuring 16 proxies for vitality and 536 significant independent variables. The most robust were the spatial regression models, which successfully predicted 72% of vitality proxies on average. The identified proxies capture the presence of people, user-generated content, street view perceptions, mobility metrics, and other built environment metrics. While the significance of functional diversity and road density as independent variables is reinforced, the relationship between street vitality proxies and other factors is not always consistent, potentially due to contextual and cultural dissimilarities, besides variations in the factors’ measurement or data quality. The emphasis on physical aspects and the high goodness-of-fit observed in certain models may inadvertently diminish the importance of temporal or tactical interventions. Having certain variables serve as both dependent and independent variables in separate models underscores an ambiguity surrounding the vitality notion, while the extent to which different proxies reflect the actual street vitality remains unanswered.</div></div>","PeriodicalId":100852,"journal":{"name":"Journal of Urban Mobility","volume":"8 ","pages":"Article 100158"},"PeriodicalIF":6.1,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145578628","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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