Applied Geography最新文献

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From potential to realized knowledge flows: A dual-channel framework of knowledge flows in China's industry 4.0 transition 从潜在知识流动到实现知识流动:中国工业4.0转型中的知识流动双通道框架
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-11 DOI: 10.1016/j.apgeog.2025.103718
Huiwen Peng , Tristance Yee Chun Kee , Eddie Chi-Man Hui
{"title":"From potential to realized knowledge flows: A dual-channel framework of knowledge flows in China's industry 4.0 transition","authors":"Huiwen Peng ,&nbsp;Tristance Yee Chun Kee ,&nbsp;Eddie Chi-Man Hui","doi":"10.1016/j.apgeog.2025.103718","DOIUrl":"10.1016/j.apgeog.2025.103718","url":null,"abstract":"<div><div>The transition to Industry 4.0 is reshaping the spatial dynamics of innovation by demanding not only technological capabilities but also the ability to absorb and recombine diverse knowledge. While prior studies emphasize the role of cognitive proximity, few have systematically distinguished between potential and realized knowledge flows in shaping regional specialization. This study introduces a dual-channel framework to examine how cities develop technological advantage through structurally available but unrealized opportunities (potential flows) versus actualized linkages (realized flows). Drawing on patent co-classification data from China's Industry 4.0 domains, we construct four indicators—<em>PBDI</em>, <em>PBRI</em>, <em>RBDI</em>, and <em>RBRI</em>—to trace intercity knowledge diffusion. Empirical results reveal that realized flows, especially direct linkages, play a consistently positive role in fostering specialization, while potential flows without integration mechanisms may hinder diversification. These effects are conditioned by local absorptive capacity and development level, with interaction analyses showing that technological relatedness amplifies the benefits of cross-domain recombination. The findings offer new insight into how local and external knowledge dynamics jointly shape industrial upgrading and provide policy implications for narrowing China's regional innovation gap.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103718"},"PeriodicalIF":4.0,"publicationDate":"2025-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144604235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Establishing the validity of a Volunteered Geographic Information mapping approach for measuring the spatial and social distribution of police stop experiences in a large urban area 建立一种自愿地理信息制图方法的有效性,用于测量大型城市地区警察拦截经验的空间和社会分布
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-07 DOI: 10.1016/j.apgeog.2025.103715
Carolyn Côté-Lussier , Ben Bradford , Jason T. Carmichael , Lisa Kakinami , Myrna Lashley , Frédéric Rouleau , Leslie Touré Kapo
{"title":"Establishing the validity of a Volunteered Geographic Information mapping approach for measuring the spatial and social distribution of police stop experiences in a large urban area","authors":"Carolyn Côté-Lussier ,&nbsp;Ben Bradford ,&nbsp;Jason T. Carmichael ,&nbsp;Lisa Kakinami ,&nbsp;Myrna Lashley ,&nbsp;Frédéric Rouleau ,&nbsp;Leslie Touré Kapo","doi":"10.1016/j.apgeog.2025.103715","DOIUrl":"10.1016/j.apgeog.2025.103715","url":null,"abstract":"","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103715"},"PeriodicalIF":4.0,"publicationDate":"2025-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144570643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-resolution population density mapping in urban areas using a contextualized geographically weighted neural network (CGWNN) model 基于情境化地理加权神经网络(CGWNN)模型的城市高分辨率人口密度制图
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-04 DOI: 10.1016/j.apgeog.2025.103708
Ge Qiu , Yuchen Li , Kun Qin , Chen Li , Shuhan Yang , Chun Yin , Yaolin Liu , Shaoqing Dai , Peng Jia
{"title":"High-resolution population density mapping in urban areas using a contextualized geographically weighted neural network (CGWNN) model","authors":"Ge Qiu ,&nbsp;Yuchen Li ,&nbsp;Kun Qin ,&nbsp;Chen Li ,&nbsp;Shuhan Yang ,&nbsp;Chun Yin ,&nbsp;Yaolin Liu ,&nbsp;Shaoqing Dai ,&nbsp;Peng Jia","doi":"10.1016/j.apgeog.2025.103708","DOIUrl":"10.1016/j.apgeog.2025.103708","url":null,"abstract":"<div><div>High-resolution gridded population data are crucial for various fields. Estimating heterogeneous urban populations presents challenges due to nonlinear relationships between influential factors and population density, which vary spatially across grids within different land-use parcels. This study developed a Contextualized Geographically Weighted Neural Network (CGWNN) model to estimate population density on 100 × 100m grid cells in Beijing, China, using multi-source data. This model integrated the artificial neural network with geographically weighted regression to account for nonlinear associations that are similar across proximate grids. By incorporating parcel-level land uses as variable weights, it also considered contextually varying associations across proximate grids located in different land-use parcels. Our CGWNN model achieved superior accuracy (R<sup>2</sup> = 0.85) compared to other models that ignored the aforementioned associations and widely used population datasets. The top three important variables were the distances to the nearest school, restaurant, and auto service, all negatively associated with population density. Additionally, the intensity of artificial light at night (ALAN) exhibited both positive and negative associations with population density in different regions, suggesting that the increased ALAN did not necessarily indicate higher population density in urban areas. Our modeling approach shows promise for accurate population estimation, which could be extended to larger areas, benefiting various fields.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103708"},"PeriodicalIF":4.0,"publicationDate":"2025-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144563953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The spatiotemporal evolution of digital technology innovation and multidimensional mechanism of digitalization 数字技术创新的时空演化与数字化的多维机制
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-02 DOI: 10.1016/j.apgeog.2025.103714
Yingqi Xu, Tao Wang
{"title":"The spatiotemporal evolution of digital technology innovation and multidimensional mechanism of digitalization","authors":"Yingqi Xu,&nbsp;Tao Wang","doi":"10.1016/j.apgeog.2025.103714","DOIUrl":"10.1016/j.apgeog.2025.103714","url":null,"abstract":"<div><div>Advancing digital technology represent a critical strategic response to the ongoing technological revolution and industrial transformation, constituting a research focus in innovation geography. This study analyses the spatiotemporal evolution of digital technology innovation (DTI) across 296 China cities, employing panel regression models to explore the multidimensional digitalization enabling mechanisms. The results show that the number of authorized digital technology invention patents in China increased from 46,456 in 2011 to 404,014 in 2022, representing an average annual growth rate of 21.73 %. Enterprises serving as the core actors of DTI, especially in digital product manufacturing. The impact of digital infrastructure and digital economy industry on DTI follows an inverted U-shaped curve, while digital inclusive finance demonstrates a U-shaped impact. Digital talent plays a significant facilitating role. Notably, the impacts of multidimensional digitalization vary across different digital industries and cities of varying sizes. Multidimensional digitalization influences DTI in surrounding cities through polarization and trickle-down effects, facilitating the diffusion of innovative resources. These findings provide specific guidance for promoting digital technology innovation.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103714"},"PeriodicalIF":4.0,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144524009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the impact of streetscapes on waterlogging risk from a 15-minute walkability perspective 从15分钟步行的角度探讨街道景观对内涝风险的影响
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-02 DOI: 10.1016/j.apgeog.2025.103699
Bin Li , Changxiu Cheng , Kaixuan Dai
{"title":"Exploring the impact of streetscapes on waterlogging risk from a 15-minute walkability perspective","authors":"Bin Li ,&nbsp;Changxiu Cheng ,&nbsp;Kaixuan Dai","doi":"10.1016/j.apgeog.2025.103699","DOIUrl":"10.1016/j.apgeog.2025.103699","url":null,"abstract":"<div><div>Understanding the impact of streetscapes on waterlogging risk is critical for enhancing urban resilience. This study uses street view images and navigation data to investigate the spatial variability of waterlogging probability and dominant factors within a 15-min walkable radius of residential communities, applying interpretable machine learning. Focusing on Beijing's main urban area, the results reveal that within 150 m of waterlogging points, buildings have the greatest impact, followed by walls and roads, while sidewalks and plants play a minimal role. Streetscapes such as roads, walls, buildings, and sidewalks exhibit an inverted U-shaped trend in their impact on waterlogging risk, whereas sky and vegetation, particularly grass, significantly reduce the risk. Dominant factors vary spatially: in areas near airports and railways, dense buildings increase waterlogging risk, while walls and open sky mitigate it; in the eastern business district, walls and sky are the main contributors to waterlogging, but grass alleviates it; in decentralized areas, open skies reduce risk, while buildings exacerbate it; in the northern periphery, dispersed buildings and walls help reduce waterlogging; and along the Fifth Ring Road, walls, sky, and trees play a stronger role. Spatially, high-risk zones are concentrated along major roads, particularly between the 3rd and 4th Ring Roads in the south, forming a U-shaped pattern, while areas near the 2nd Ring Road show lower risk. These findings provide actionable insights for urban planning, streetscape design, and Waterlogging prevention strategies.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103699"},"PeriodicalIF":4.0,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144524007","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spatial accessibility to healthy food in context: Adapting current conceptualizations to a Latin American city 健康食品的空间可达性:适应拉丁美洲城市的当前概念
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-02 DOI: 10.1016/j.apgeog.2025.103709
Leticia Vidal , Gerónimo Brunet , Diego Hernández , Florencia Alcaire , Lucía Bonilla , María Costa , María Rosa Curutchet , Fernanda Risso , Sofía Verdier , Gastón Ares
{"title":"Spatial accessibility to healthy food in context: Adapting current conceptualizations to a Latin American city","authors":"Leticia Vidal ,&nbsp;Gerónimo Brunet ,&nbsp;Diego Hernández ,&nbsp;Florencia Alcaire ,&nbsp;Lucía Bonilla ,&nbsp;María Costa ,&nbsp;María Rosa Curutchet ,&nbsp;Fernanda Risso ,&nbsp;Sofía Verdier ,&nbsp;Gastón Ares","doi":"10.1016/j.apgeog.2025.103709","DOIUrl":"10.1016/j.apgeog.2025.103709","url":null,"abstract":"<div><div>The study aimed at conceptualizing adequate spatial accessibility to healthy food in Montevideo. The conceptualization was developed following three key steps: i) analysis of observational data on food purchasing behavior, ii) development of an initial definition, iii) validation and refinement with key local stakeholders. Primary data was obtained from a telephone survey with 505 residents to explore food purchasing patterns. Secondary data corresponded to surveys on household expenditure surveys and mobility. Observational data highlighted the diversity of food outlets where residents of Montevideo purchase their food. Small neighborhood stores were identified as key sources of healthy foods, especially for residents of low socio-economic status. Regarding food shopping trips, walking was identified as the main transportation mode. The median travel time was estimated to be 10 min or lower. Areas with adequate spatial accessibility to healthy food in Montevideo were defined as those where residents have access within 600 m to outlets selling all the following food groups: fruits and vegetables, meat, eggs, milk, or culinary ingredients. The methodological approach presented in the current study can be used by other authors to adapt current conceptualizations of spatial accessibility to healthy foods to their local context.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103709"},"PeriodicalIF":4.0,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144524008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The death of neighborhood food outlets: Untangling spatial determinants of food retail environment vulnerability via interpretable machine learning 邻里食品店的死亡:通过可解释的机器学习解开食品零售环境脆弱性的空间决定因素
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-01 DOI: 10.1016/j.apgeog.2025.103700
Yinxu Liang , Zhigang Li , Ke Peng , Zilin Wang
{"title":"The death of neighborhood food outlets: Untangling spatial determinants of food retail environment vulnerability via interpretable machine learning","authors":"Yinxu Liang ,&nbsp;Zhigang Li ,&nbsp;Ke Peng ,&nbsp;Zilin Wang","doi":"10.1016/j.apgeog.2025.103700","DOIUrl":"10.1016/j.apgeog.2025.103700","url":null,"abstract":"<div><div>The global transformation of the retail environment has led to the widespread closure of small food outlets, threatening urban sustainability and dietary health. While extensive studies have explored the relationship between urban environments and food outlet closures, most of them do not differentiate between the closures of healthy and unhealthy food outlets. To address this gap, this study employs interpretable machine learning methods to examine the heterogeneity and differences in the spatial factors influencing healthy and unhealthy food outlet closures across 4328 neighborhoods in central Hangzhou, China, from 2019 to 2024. The findings reveal the following: (1) the median closure rate of healthy food outlets (47.2 %) was substantially higher than that of unhealthy ones (27.4 %), especially in suburban areas; (2) the impact of spatial variables on food outlet closures varied by neighborhood location; (3) a high supermarket density (&gt;1.5 stores/km<sup>2</sup>) reduced the closure risk of healthy outlets, while a high density of small retail outlets (&gt;200 stores/km<sup>2</sup>) mitigated closures of unhealthy outlets; (4) improved connectivity indicators, such as higher bus stop and sidewalk density, better protected healthy than unhealthy outlets. Based on these findings, we provide policy insights to foster a fairer, healthier, and more sustainable urban food retail environment.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103700"},"PeriodicalIF":4.0,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144518635","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Can innovation-driven productivity mitigate infrastructure spatial inequality? Evidence from 282 prefecture-level cities in China 创新驱动的生产力能否缓解基础设施空间不平等?来自中国282个地级市的证据
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-07-01 DOI: 10.1016/j.apgeog.2025.103710
Wencang Shen, Weilong Kong, Zhengfeng Zhang
{"title":"Can innovation-driven productivity mitigate infrastructure spatial inequality? Evidence from 282 prefecture-level cities in China","authors":"Wencang Shen,&nbsp;Weilong Kong,&nbsp;Zhengfeng Zhang","doi":"10.1016/j.apgeog.2025.103710","DOIUrl":"10.1016/j.apgeog.2025.103710","url":null,"abstract":"<div><div>Spatial inequality in infrastructure remains prominent under China's urban-rural dualism and regional imbalances during high-quality development. This study investigates whether innovation-driven productivity (IDP) - a core socioeconomic driver for shared prosperity - can mitigate infrastructure disparities. Employing TOPSIS modeling, inequality indices, and two-way fixed-effects analyses across 282 Chinese prefecture-level cities, we reveal: (1) National IDP levels show sustained growth, with eastern regions maintaining leadership in both magnitude and growth pace. (2) Infrastructure spatial inequality (ISI) follows an initial increase then decline, featuring pronounced early-stage regional disparities characterized by a “high in the north, low in the south” spatial pattern. (3) IDP development exhibits a significant inverted U-shaped relationship with ISI, initially exacerbating then alleviating disparities. (4) Heterogeneity analysis identifies distinct impact mechanisms across developmental stages and geographic regions. By demonstrating how IDP's effects vary spatiotemporally, this research provides practical guidance for optimizing land and space resource allocation, enhancing spatial fairness and justice, and promoting regional coordinated development. The findings inform targeted policy strategies that harness innovation dynamics to reduce urban-rural divides, support phased infrastructure investments, and ultimately advance shared prosperity through spatially adaptive governance approaches.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103710"},"PeriodicalIF":4.0,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144518636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mapping the stage-specific interactions in rural human settlements: A pathway to understanding rural objective well-being 绘制农村人类住区特定阶段的相互作用:了解农村客观福祉的途径
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-06-30 DOI: 10.1016/j.apgeog.2025.103713
Yaofu Huang , Zheng Li , Xinhui Wu , Yutian Liang , Xun Li
{"title":"Mapping the stage-specific interactions in rural human settlements: A pathway to understanding rural objective well-being","authors":"Yaofu Huang ,&nbsp;Zheng Li ,&nbsp;Xinhui Wu ,&nbsp;Yutian Liang ,&nbsp;Xun Li","doi":"10.1016/j.apgeog.2025.103713","DOIUrl":"10.1016/j.apgeog.2025.103713","url":null,"abstract":"<div><div>In many developing countries, simultaneously advancing all aspects of rural human settlements is impractical due to limited resources. Understanding how housing, infrastructure, public services, and environmental systems interact to influence objective well-being is therefore essential for policymakers to set effective priorities. For this study, we surveyed 102 counties in China to develop a Human Settlements Well-being Index (HSWI), which evaluates objective well-being from the perspective of rural human settlements. We integrated the moving window method, generalized additive models, and social network analysis to break down the overall county network ordered by the HSWI into 63 progressively evolving local clusters, capturing stage-specific nonlinear interactions among human settlement elements. K-means clustering identified two thresholds in well-being scores (58 and 63), dividing counties into three development stages: low (&lt;58), middle (58–63), and high (&gt;63). At the low level, indicators are firmly connected, with housing improvements at the center of the network. At the middle level, isolated positive clusters form around village environmental improvements and elderly care services. The positive connections increase at the high level, and new clusters emerge, focused on wastewater treatment and waste sorting. Collectively, these findings provide actionable guidance for developing countries to optimize rural well-being through phased, priority-driven strategies.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103713"},"PeriodicalIF":4.0,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144513711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Species as placemakers: the role of species in place attachment 物种作为场所制造者:物种在场所依恋中的作用
IF 4 2区 地球科学
Applied Geography Pub Date : 2025-06-28 DOI: 10.1016/j.apgeog.2025.103697
Edith Shum , Vanessa M. Adams , Georgina G. Gurney
{"title":"Species as placemakers: the role of species in place attachment","authors":"Edith Shum ,&nbsp;Vanessa M. Adams ,&nbsp;Georgina G. Gurney","doi":"10.1016/j.apgeog.2025.103697","DOIUrl":"10.1016/j.apgeog.2025.103697","url":null,"abstract":"<div><div>Our connections to places are formed on the basis of bonding routes defined by the meanings and values that shape our own identity. In the context of global environmental change, the meanings and role of specific features of a place - such as the species living there - are shifting and redefining people-place relationships. Here we conduct a systematic review to explore the current literature on the interplay between people, species, and place attachment. Our review identified 30 peer-reviewed studies which suggests this is an emergent area of research. Drawing from our findings, we illustrate the relationship explored between species and place attachment and highlight its connection to the multidimensional construct of place attachment. Based on the person-process-place framework, we describe six roles that species played in place attachment evident in the literature: 1) identification, 2) association, 3) interaction, 4) knowledge, 5) kinship, and 6) actors. With foreseeable impacts of environmental change, we call for place attachment scholars to consider the changing role of species in people-place relationships. By using species as a focal point in conservation strategies, the six roles described builds on existing frameworks and highlights important processes in shaping intentional behaviours in management practices.</div></div>","PeriodicalId":48396,"journal":{"name":"Applied Geography","volume":"182 ","pages":"Article 103697"},"PeriodicalIF":4.0,"publicationDate":"2025-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144510835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","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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