key: cord-0072877-vbohy39a authors: Rodrigues, Margarida; Franco, Mário title: Bibliometric review about eco-cites and urban sustainable development: trend topics date: 2022-01-06 journal: Environ Dev Sustain DOI: 10.1007/s10668-021-02006-7 sha: 34ec89f94d778eac274eaa54f3e9e62cbc6379af doc_id: 72877 cord_uid: vbohy39a The world is undergoing exponential urbanization, with consequences for society in general, both for cities and people, with serious economic, social and environmental implications. Therefore, it is crucial to reconsider urban models of cities, to ensure global, long-term sustainability. Numerous researchers have argued that one of these models involves eco-city projects, and this study aims to carry out a systematic review of the literature on this topic, through bibliometrics. To do so, the Smarter, Prisma and Vantage Point methods were used, reflecting the originality of the study. The results obtained show that China has aroused researchers’ interest regarding its eco-city projects, with most studies being empirical, and so this study complements them. The main contribution of this research lies in identifying the keywords most used by authors, these being eco-cities, sustainable cities (cluster 1) and eco-cities, China, sustainable urban development and eco-cycle model (cluster 2). Finally, implications for theory and practice are presented, together with suggestions for future research. The world's population is due to growth by 2 billion in the next 30 years, from the current 7,7 billion people to 9,7 billion in 2050, according to the United Nations-World Population Prospects 2019 (UN, 2019) . In Europe, urban areas account for around 67% of the population of the European Union, representing approximately 80% of the energy used and contributing 85% to Europe's Gross Domestic Product (UE, 2021) . This means that 75% of Europe's population live in urban areas, creating environmental challenges, and it sustainability (Miao & Lang, 2015) . This line of thought is clear in an empirical study carried out in China by Xie et al. (2020) , which concluded that building an eco-city is a high ambition, although necessary if aiming to manage and sustain urban economic growth while considering environmental questions. The vast literature on topics involving the eco-city concept in its various aspects contains numerous empirical studies about China (e.g. Caprotti & Romanowicz, 2013; Kang et al., 2019; Liu et al., 2014; Miao & Lang, 2015; Visser, 2019; Xu, 2017 ) and a shortage of bibliometric studies on scientific production in the field which would allow conclusions to be drawn about the state of the art. This gap is confirmed by a search on the WoS to identify the number of systematic literature reviews, resulting in six documents between 2016 and 2018. Also the arguments that "eco cites can be seen as a new life style" and that "cities often focus on one or two elements of the paradigm and do not really follow an integrated approach. Secondly, some cities wanted to be eco-cities in the 1990s and are trying to become sponge cities now (Zhuanghe), or smart cities (Shenzhen and Beijing), where they were an eco-city before (both). This has to do with the support received from the national level" ( van Dijk & Zhang, 2019, p. 14) . This argument confirms the importance of elaborating a systematic review of the literature on the topic, as highlighted by Wachsmuth et al. (2016) , who concluded that cities everywhere are facing unprecedented challenges, with new measures and actions being necessary to achieve broader goals of ecological effectiveness, economic growth and equitable social development, given that they have become one of the largest contributors to greenhouse gas emissions and represent 60 to 80% of global energy consumption (UN-Habitat, 2016 ). In addition, Saiu (2017, p. 3) concludes that "the vast body of literature on the projects analyzed can be subdivided into two general categories: single case studies and comparative research. This second category is often focused on the projects carried out in the same geographical, socio-economic and political context", corroborating the justification for carrying out a systematic review of the literature on the topic. Therefore, this study aims to make a bibliometric analysis of eco-cities and urban sustainable development, so as to identify trend topics, using qualitative (descriptive analysis and Prisma) and quantitative (Smarter and Vantage Point methods) methodology. The study's contribution lies in using an innovative methodology resorting to three methods simultaneously to determine the state of the art of the subject. This will allow the elaboration of a theoretical, conceptual study of which, according to Saiu (2017) , there is a shortage in the academic sphere. In addition, the use of the SMARTER method was crucial during the process of deciding the eligibility of the studies, given that its multiple attributes remove the subjectivity inherent in this phase. Furthermore, this method has been little used in research on cities, and this is the innovative character of this study. The systematic literature review requires all the stages followed to be transparent (Briner & Denyer, 2012) that the collection and systematization of data is specific (Hadengue et al., 2017) and that the results obtained are clear (Briner & Denyer, 2012) . In this context, Tranfield et al. (2003) define the stages to follow in this type of review, i.e. planning the review, locating studies, evaluating their contributions and a summarized analysis of the results obtained, which were corroborated by Xiao and Watson (2019) . The review presented here followed the bibliometric analysis for scientific mapping of the topic under discussion (Connor & Voos, 1981; Garfield, 1979; Powell et al., 1996; Quinlan et al., 2008; Wasserman & Faust, 1994; White & Griffith, 1981) . The systematic review of the literature carried out through bibliometrics aims to identify the most relevant topics, as defended by several authors (e.g. Connor & Voos, 1981; Howard & Katherine, 1998; Powell et al., 1996; Quinlan et al., 2008; Wasserman & Faust, 1994) which assumes scientific documents (Article or review, Proceedings papers and Book Review) as the unit of analysis for grouping them, according to their objectives and issues central banks (Grácio, 2016) . Consequently, the operationalization of a bibliometry requires the definition of rigorous steps to follow, which are: a) identification, assessment, content analysis in specific areas (Rowley & Slack, 2004) ; b) to assess critical aggregate value by summarizing the literature on the topic studied, identifying gaps and indications for future avenues (Mentzer & Kahn, 1995) ; c) guarantee the standardized descriptive analysis (e.g. authors, scientific journals, citations and co-citations, keywords, countries, publications by year) (Prasad & Tata, 2005; Treinta et al., 2014) and conceptual contents (Seuring & Müller, 2008) ; and d) through a methodical and structured research design, defining criteria and keywords and criterion (filtering and eligibility criteria). This means that the bibliometric analysis adopts a mixed methodology to allow assessment of the qualitative and quantitative coverage of a given area of interest (Geaney et al., 2015) , as is presented here. The adoption of the bibliometric methods referred to above is related to the appropriateness of the provision of this systematic review presented here with internal and external validity and, thus, excluding subjectivity. In other words, for the purpose of this study it is crucial to use a mixed approach, by using different qualitative and quantitative methodological procedures, since the qualitative and quantitative methods are complementary to each other and not mutually exclusive (Minayo & Sanches, 1993; Patton, 1991 Patton, , 2002 . On the other hand, the quantitative method has a strong external validity and a weak external validity, while the qualitative method has a strong internal validity and a little external validity (Serapioni, 2000) . In these circumstances, the methods chosen for the elaboration of bibliometrics allow the weak validities to be overcome. This means that SMARTER (quantitative approach), Vantage Point (quantitative approach) and Prisma (qualitative approach-eligibility). In short, this research uses a mixed methodology, given that the eligibility of the documents was obtained by the qualitative PRISMA method and the bibliometry was carried out by the quantitative SMARTER and VANTAGE POINT methods. Additionally, a descriptive and content analysis is presented, for its replicability and valid inferences (Bryman, 2012; Krippendorff, 2012) , to complement the results obtained by bibliometrics, endowing this investigation with internal and external validity. This means that the use of different methods of bibliometric analysis allows a holistic combination for the exploration of research trends in a given topic in the literature (Chang et al., 2015) . In addition, Pasadeos et al. (1998) advocated that bibliometric methods have become dominant and influential in defining future research on new topics. Carrying out the bibliometrics involved: (1) the SMARTER method; (2) the PRISMA method; and (3) VANTAGE POINT software. Table 1 summarizes each of these methods. Therefore, the use of the SMARTER method allowed, objectively, the reduction in the size of the initial database, through multi-criteria attributes (Choulak et al., 2019; Evidence-based et al., 2010; Garza-Reyes, 2015; Rutten-Van Mölken et al., 2018) , while the PRISMA method improved the database returned by SMARTER, by applying eligibility criteria. Finally, the use of VANTAGE POINT, developed by Porter and Cunningham (2004) , allowed the elaboration of a text-mining, to find patterns and relationships on the basis of final documents selected in the WoS (n = 70) (see Fig. 1 ) and if approaching who, what, when, and where. This software has been used in previous research in mapping scientific analyses (e.g. Morel et al., 2009; Porter & Youtie, 2009; Shapira et al., 2010) . Data were collected online from the WoS database. WoS is widely recognized as a database focused on peer-reviewed articles (Geissdoerfer et al., 2017) , mostly used for bibliometric studies due to presenting more standardized and consistent data (Chen et al., 2017a, b) . Table 2 shows the criteria used in the search of WoS. According to the items in Table 2 , Fig. 1 presents the sequential procedures of triangulation of the three methods referred to in Table 1 . The data collection process required the definition of the two search strings (search 1 and 2), supported by the previous reading of the literature on eco-cities, without any serial filter, returned 1414 scientific documents, the number of which was reduced to 203 with the application of the serial filters defined in Table 1 . On the other hand, the research was carried out on the WoS and the documents taken from the Science Citation Index (SCI), Science Citation Mostly used in studies in the field of medicine (Dolan, 2010) , but recently used in the field of management (Marques & Franco, 2020) ; Supported by the multi-attribute utility theory (MAUT), as an analytical instrument linked to the area of decision analysis (Keeney & Raiffa, 1976 ); Use of oscillating weights (SMARTs) and exploratory channels, by using distinct weighting methods, aiming to improve and reduce the load and time of the decision-maker (Edwards & Barron, 1994) ; Use of the multi-criteria method for the decision-making of the American School (MCDM), which postulates a function of multi-attribute utility to represent decision-makers' preferences (Barfod et al., 2016) ; questions being the comparability of alternatives, transitivity in the relation of preference and indifference; formation of hierarchies and establishing a measure of global merit (Keeney & Raiffa, 1993 ); This method is applied at the stage of selecting scientific documents (Garza-Reyes, 2015), varying according to the criteria adopted (Choulak et al., 2019; Dolan, 2010 ; Rutten-Van Mölken et al., 2018) 2. PRISMA method A flow diagram (Donato & Donato, 2019) ; Allows definition of eligibility criteria (Adiyarta et al., 2020); These criteria guide data selection (Liberati et al., 2009) 3. VANTAGE POINT software Text-mining tool for discovering knowledge in search results from patent and literature databases (Pradhan, 2016, page 29) ; Can produce various networks, co-occurrence analyses, word clouds, descriptive analyses (Pradhan, 2016) "It allows the user to analyse large volumes of structured text to discover patterns and relationships and quickly address who, what, when, and where" (Cobo et al., 2011 (Cobo et al., , p. 1389 Index Expanded (SCI-Expanded), Social Science Citation Index (SSCI) and Social Scientific Citation Index (AHCI) compiled by Thomson / Reuters, in ISI's online database, one of the largest repositories and frequently used in this type of research, which includes numerous scientific publications and all bibliographic information about their authors, citations, journals, among others. Based on the 203 documents obtained, it became crucial to proceed to a scientific cut, using the SMARTER method, which led to the definition of decision criteria shown in Fig. 2 . Thus, this method reduced the final basis to be analysed in this study, for 133 articles. However, since this is a quantitative methodology, the application of the PRISMA method was crucial to analyse the 133 articles by means of two eligibility criteria (Fig. 4) , Search 1-("eco cit*" or "eco-cit*" or "ecological cit*" or "green cit*" and "sustainability" or "triple bottom") Search 2-("eco cit*" or "eco-cit*") The SMARTER method was applied to the total of 203 documents selected. This adopts different criteria to assess different alternatives for different lines of arguments (Marques & Franco, 2020) and in this way present a common result (Garza-Reyes, 2015) . Figure 2 shows the criteria used for systematization of the 133 articles (see Fig. 1 ). With this method, it is essential to define the relative importance of the criteria and respective weights, i.e. exploration of the ordering of criteria (Marques & Franco, 2020) . According to Olson and Dorai (1992) , the centroid method attributes different weights, where W1 is the weight of the most important objective, W2 the weight of the second most important objective and W k for the most important K objective. Consequently, for the K objectives, we have Eqs. 1, 2 and K, the importance of the respective criteria, with the total sum of weights equal to 1 (Olson & Dorai, 1992) : Edwards and Barron (1994) presented the stages to be followed rigorously in this method, as summarized in Table 3 . Table 4 presents the potential alternatives (A n ) for the 203 documents (S4). The steps defined in S4 led to S5, obtained by creating a spreadsheet with the following Eqs. 1-5 applied to all D203s, as follows: Table 5 shows the weights of the ROC curve used to analyse assessment of the criteria (S6), as defined by Roberts and Goodwin (2002) . Finally, Table 6 contains the utilities for each attribute (W )). From the results obtained in the nine stages and through Fig. 3 , the cut year can be determined, as graphic representation of the ROC curve shows the cut axis. This means that the ROC curve has the great advantage of allowing a relation to be established between sensitivity and specificity and representing the whole universe of possible events (Azevedo & Pereira, 2010) . In Fig. 3 , the cut is the penultimate point on the ROC curve, i.e. a value of 96.13 for sensitivity and 64.52 for specificity, meaning a cut in the ROC weights from 64.52. In this specific case, the cut of the 133 documents is according to time, which defined a cut of approximately 10 years from the date of publication (Cerón-Palma et al., 2012) . After determining the cut year (2012) PRISMA was applied (Fig. 4) to obtain the final sample of documents for the bibliometric analysis using VANTAGE POINT. The typology of the final 70 documents selected presents the distribution shown in Fig. 5 . An Potencial alternatives, Cm Criterion, Wm Roc weights S1 -Objectives and decision-making: ordering of the alternatives for selection of the state of the art by the decision-maker S2 -Hierarchy of the attributes defined to value the alternatives S3 -Alternative articles to be used to replicate the model proposed, through a search of WoS with the keywords and filters indicated in Table 2 (Table 4 ) S4 -Articles assessed by the type of attribute (Table 4) , with n = 203 potential alternatives (A n ) according to m = 3 criteria (C m ) to be applied to S3 S5 -Analysis of the values obtained for the criteria defined in S4 S6 -Assessment according to C m : C1-Citescore and C2 -Number of citations are functions of maximization, where the higher the value, the greater the utility; C3 -Time, assesses performance in qualitative terms. The weights used are those of the ROC curve (Centroid Order) (Roberts & Goodwin, 2002) ( Figure 5 clearly shows the prevalence of scientific articles on other typologies of documents and shows the areas of research they deal with, highlighting that most studies are related to searching on the term of "Urban Studies"(e.g. Caprotti et al., 2015; Flynn et al., 2016; Lee, 2015; Lin, 2018; Mehmood, 2016; Mneimneh et al., 2017; Tateishi, 2018; Wu, 2020; Zhuang, 2015) . In other words, the fact there is growing concern about increased population density in cities, with environmental and social consequences, has aroused researchers' interest in urban areas, especially those that have already implemented models of eco-cities, as in the case of China. Successful eco cities include Reykjavik-Iceland, Zurich-Switzerland, Bristol-South West England, Portland-Oregon, Vancouver-Canada, Copenhagen-Denmark and others (Better World Soluctions.eu, 2021; . The countries with most publications are shown in Fig. 6 . Once more, China stands out with 26 publications about eco-cities, since a great many studies included here are about this country and the first authors originate there. (Saiu, 2017) . This does not mean there are no successful cases-we already have many examples of successful implementation of ecocity principles around the world. (Mersal, 2017, p. 31) . Lexical analysis of the 70 documents also shows the terms occurring most frequently in the articles' contents (Fig. 8) . The word-cloud reveals the emergence of the words "eco-city, China, governance, transitions" in the documents selected on this topic. The most cited of the total 70 articles are shown in Table 7 . The above table provides various interpretations. The first is that the most cited article (135) is about eco-cities in Africa, which intends to highlight the fantasy of implementing this type of city in that region, but without presenting any scientific bibliographic references (Watson, 2014) . The second is that the JOURNAL OF URBAN TECHNOLOGY is the journal with most articles (5) in this list with a citescore of 2.25 (Quartile 1), while CITIES with a citescore of 3.853 only presents 2 articles (Anthopoulos, 2017; Caprotti, 2014) , although the one by Anthopoulos, (2017) is in the second position in the Top 10 with 95 citations. Finally, the year 2014 includes four articles, with the most recent article being from 2017 (Anthopoulos, 2017) . No less important is the number of publications per year (Fig. 9) , with 2017 having most publications, followed by 2014. It stands out that 2014 has five articles in the Top 10. The prevalence of 2017 with most publications shows it is important to study how strategies are used in eco-city projects, to understand the transition of other cities to this typology, because, as explained by the European Union, it is urgent to achieve global, long-term sustainability (UE, 2021) . Bibliometric analyses generally show author clusters for the articles on their databases. However, this study presents the cross-correlations between authors and keywords, as shown in Fig. 10 . There are two main clusters, where the size of the node reflects the volume of associated registers and the lines the measures of similarity. Cluster 1 includes the words "sustainable city, eco-city" and Cluster 2 the words "eco-city, China, sustainable urban development and eco-cycle model". There is also a correlation between all the authors shown around the two largest nodes, for example, Caprotti (2014) in Cluster 1, whose keywords were used by the authors in the smaller nodes on the right; Caprotti (2014) analysed Tianjin Eco-City, China, as the starting point for discussion on eco-city projects in the light of their definition, social resilience and urban population growth, aiming to raise new questions in future research on the topic. Li and Qiu (2015) also made a comparative study between Suzhou (China) and Kitakyushu (Japan), as examples of reference on eco-cities, to analyse the structural development of this type of city by the Chinese government and their quality. These authors concluded that the Chinese city showed a notable evolution in its green spaces and environmental infrastructure, despite persistent gaps in indicators to measure environmental quality. Miao and Lang (2015) considered two ambitious eco-city projects launched in China in the last 15 years-the "Dongtan eco-city" project in Shanghai (currently halted) and the Sino-Singaporean Tianjin Eco-City (in progress) in Tianjin, aiming to understand the status of each of them. The Dongtan project failed due to the lack of more government support, financial funding and international knowledge inputs. Finally, Liu et al. (2014) argued that the complexity surrounding sustainability and future uncertainties suggests the construction of more robust, resilient, as well as sustainable, cities to address climate change and the shortage of resources. Standing out in Cluster 2 is Yigitcanlar (2015) , who made a critical review of the smart city model and the application of intelligent urban technology, analysing particularly emerging practices of ubiquitous eco-cities as examples of smart city initiatives, concluding that city planning should consider the implications of those technologies in achieving sustainable environments in the future. Included in this cluster is the ROC cut-off article (Cerón-Palma et al., 2012) which examined the obstacles and opportunities related to implementing Rooftop Eco.Greenhouses in Mediterranean cities in Europe, these being ecological greenhouses that improve the sustainability of buildings in cities. The authors concluded that the sustainable urban model for the future should facilitate the exchange between cities, for example. With this being a topic of great interest to academics, town planners, politicians and other entities, it is concluded that the construction of an eco-city is undoubtedly an extremely complex process. In other words, the ideal eco-city would be built from scratch, which in most cases is not possible, given the case of China with its unfinished projects, or by implementing eco-spaces within existing cities. Therefore, presenting a theoretical framework for these cities means including questions of various typologies of existing cities and regrouping them according to the definition of the eco-city. In these circumstances, the model presented here (Fig. 11) is supported by the keywords of Clusters 1 and 2 and Fig. 11 Theoretical framework of the future of cities the respective articles at their origin. It is paramount that eco-cities should not neglect any urban actor, and specifically residents, who in the midst of the current COVID 19 pandemic look increasingly for a sustainable future, environmental, social and economic safety, and a high quality of life. The topic studied here is complex and controversial, as it involves numerous economic, social and environmental questions. These questions are directed to the building of cities that can stimulate global sustainability. In this context, research related to eco-cities has not included any article mapping only the term eco-city, as studies have interlinked this with other topics, such as smart cities, technological infrastructure, maximizing energy efficiency and reducing greenhouse gas emissions among many other issues. Therefore, the bibliometric mapping carried out revealed that studies eligible according to various criteria defined were empirical, with comparative studies and focusing mainly on China. The predominance of this country is justified by the fact that in May 2003, the Chinese state established a plan to build ecological urban areas (Li & Qiu, 2015) . However, the unfinished projects aroused even greater interest in understanding why. The mapping and bibliometrics presented here suggest that cities have to be approached holistically in all their dimensions, as argued by Vakula et al. (2018) . This means that the urban buzz of cities must involve all the ergonomics of their ecosystems to achieve the desired sustainability and reduce the ecological footprint, although this is a high ambition (Xie et al., 2020) . It should be noted, the rapid urbanization that has been seen in the global urban area has triggered environmental and socio-economic challenges, which include climate change and pollution, among others, which can be understood as an opportunity for the transition to more ecological cities, supported by the models of success of eco cities (e.g. Madrid, Singapore, Zurich, Bristol and Vancouver) and, at the same time, economically sustainable, assuming cities as the driving vehicles for this potential lasting change. The bibliometric methods used, particularly SMARTER, PRISMA and VANTAGE POINT, are original in management studies and studies on urban spaces, which is an original contribution of this research. This study showed the importance of continuing to study sustainable city models already developed by the scientific community and proceed with empirical studies on them, to conclude about their weaknesses and strengths and, thus, promote future improvements. Farther the importance of the transition to a model of a circular economy, as highlighted by the European Union, the theoretical framework proposed here aims to show that cities, of any typology, should promote their economic, social and environmental development without neglecting community life, history, local values and culture, proximity, mobility, good governance practices, information and communication technology (ICT), the network functioning of hard and soft infrastructure, and people, to be able to provide their residents with quality of life and well-being. Furthermore, the pillars and issues of cities should be directed towards a circular urban economy, in order to reduce the ecological footprint by diminishing the use of non-renewable resources, maximizing energy efficiency and reducing greenhouse gas emissions, among other measures. It is important to mention that these considerations to the presented framework do not aim to define the direction of the future development of cities, nor to recall the obligations of local authorities, but rather a useful guide for all economic and non-economic actors crucial for the sustainable development of ecosystems in cities in a near future. Another contribution to theory lies in adopting a mixed methodological approach where the research techniques used-qualitative PRISMA method and the quantitative SMARTER and VANTAGE POINT methods-are complementary rather than mutually exclusive (Minayo & Sanches, 1993; Patton, 1991 Patton, , 2002 . Therefore, this approach overcame the weaknesses of the quantitative and qualitative methods, as this triangulation allowed the external and internal validity of the research presented here. Concerning implications for practice, the articles reviewed show the importance of continuing with research to identify cases of success and failure, to provide lessons for future projects. In addition, sustainability and concern about climate change, among many other aspects, should always be present in those projects. This is even more urgent, given the current COVID 19 pandemic and all its tangible and intangible consequences, and the increased ecological footprint witnessed. In addition, the empirical contributions of the studies presented here provide practical implications for public policy and local authorities. These types of studies are essential for local governments and political decision-makers to be able to take corrective measures in the various axes of their urban economic growth strategies at the macro-, micro-and meso-levels to achieve the intelligent, inclusive and sustainable growth aimed for by the European Union. Like any study, this one is not without limitations. The first concerns only using WoS, despite this being recognized internationally as the most widely used. The second has to do with the search terms used, as many others could have been employed. Finally, the bibliometric methods adopted do not preclude others. These limitations suggest various indications for the future. The first would be to use the WoS and SCOPUS databases to replicate this study. The second would be to add search terms, such as infrastructure, technology, intelligence, greenhouse gases, waste, pollution and energy efficiency. As this is a fertile field of research, also suggested is study of all smart cities of reference, to determine if they can be framed in the ecocity concept, and research relating this concept to the transition to the circular economy model. It would also be interesting to study the eco-city model implemented in Korea. Finally, using other bibliometric software would provide numerous paths for the future, given the proliferation of this, as well as using SMARTER through SPSS software. Finally, this study showed that the trend topics for future research are fertile, due to the wide-ranging nature of the eco-city concept. Continued study of Chinese eco-cities is certainly pertinent for better understanding of their strengths and weaknesses, and also as in that country it is the government's will to construct eco-cities, studying why in these cities with excellent systems to monitor epidemics (e.g. Singapore), COVID 19 did not occur to a lesser extent. Another topic would be to study how eco-cities worldwide reach a balance between the rural city and the urban city, as mentioned by Register (1987 Register ( , 2006 . 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Environment and Urbanization Author cocitation: A literature measure of intellectual structure Eco-city planning Policies, practice and design Adding new narratives to the urban imagination: An introduction to 'New directions of urban studies in China Guidance on conducting a systematic literature review Urban entrepreneurialism and sustainable development: A comparative analysis of Chinese Eco-developments Bargaining for nature: Treating the environment in China's urban planning practice Smart cities: An effective urban development and management model? Australian Planner Korean ubiquitous-eco-city: A smart-sustainable urban form or a branding hoax? Confucian ecological vision and the Chinese eco-city Receiver-operating characteristic (ROC) plots: A fundamental evaluation tool in clinical medicine The authors are grateful to the anonymous referees of the journal for their extremely useful suggestions to improve the quality of the paper. The authors gratefully acknowledge financial support from National Funds of the FCT-Portuguese Foundation for Science and Technology within the project «UIDB/04007/2020».