2,825 research outputs found

    Mobile heritage practices. Implications for scholarly research, user experience design, and evaluation methods using mobile apps.

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    Mobile heritage apps have become one of the most popular means for audience engagement and curation of museum collections and heritage contexts. This raises practical and ethical questions for both researchers and practitioners, such as: what kind of audience engagement can be built using mobile apps? what are the current approaches? how can audience engagement with these experience be evaluated? how can those experiences be made more resilient, and in turn sustainable? In this thesis I explore experience design scholarships together with personal professional insights to analyse digital heritage practices with a view to accelerating thinking about and critique of mobile apps in particular. As a result, the chapters that follow here look at the evolution of digital heritage practices, examining the cultural, societal, and technological contexts in which mobile heritage apps are developed by the creative media industry, the academic institutions, and how these forces are shaping the user experience design methods. Drawing from studies in digital (critical) heritage, Human-Computer Interaction (HCI), and design thinking, this thesis provides a critical analysis of the development and use of mobile practices for the heritage. Furthermore, through an empirical and embedded approach to research, the thesis also presents auto-ethnographic case studies in order to show evidence that mobile experiences conceptualised by more organic design approaches, can result in more resilient and sustainable heritage practices. By doing so, this thesis encourages a renewed understanding of the pivotal role of these practices in the broader sociocultural, political and environmental changes.AHRC REAC

    Alcohol Addiction Recovery Experiences Among Christian African Immigrants

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    AbstractThe problem of alcohol addiction is heightened when other psychological factors are present, such as the stress of acculturation. The purpose of this research was to describe the experiences of Christian African immigrants in America who have used faith-based treatment approaches while in recovery from alcoholism and to determine how their faith may have been a way of coping with their recovery. In this hermeneutic qualitative phenomenological study, data were collected through semi-structured interviews with eight participants. The data were analyzed to explore the experiences of Christian African acculturating to America who endorse a faith-based approach to their recovery, and the following three main categories emerged: (a) acculturation stress and its relationship to alcoholism; (b) factors that affected recovery; and (c) integrating psychological, spiritual, and medical factors in recovery. In addition, 13 subcategories emerged: (a) job and settlement stress; (b) using alcohol to cope; (c) stress from helping people at home country; (d) culture shock, accent, communication, and respect differences; (e) social drinking/peer pressure; (f) family support; (g) church and related activities support; (h) personal faith/spiritual growth support; (i) spiritual leaders and relationship support; (j) role of spirituality; (k) the place of psychology and therapy; (l) the role of medication; and spiritual support system. The findings of this research will provide a better understanding of the experiences of participants who have endorsed faith as crucial to their recovery. This has potential implications for positive social change by providing a clearer understanding of this phenomenon, which can help with addiction counseling, especially for the population of the study

    Planetary Hinterlands:Extraction, Abandonment and Care

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    This open access book considers the concept of the hinterland as a crucial tool for understanding the global and planetary present as a time defined by the lasting legacies of colonialism, increasing labor precarity under late capitalist regimes, and looming climate disasters. Traditionally seen to serve a (colonial) port or market town, the hinterland here becomes a lens to attend to the times and spaces shaped and experienced across the received categories of the urban, rural, wilderness or nature. In straddling these categories, the concept of the hinterland foregrounds the human and more-than-human lively processes and forms of care that go on even in sites defined by capitalist extraction and political abandonment. Bringing together scholars from the humanities and social sciences, the book rethinks hinterland materialities, affectivities, and ecologies across places and cultural imaginations, Global North and South, urban and rural, and land and water

    Predicting Paid Certification in Massive Open Online Courses

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    Massive open online courses (MOOCs) have been proliferating because of the free or low-cost offering of content for learners, attracting the attention of many stakeholders across the entire educational landscape. Since 2012, coined as “the Year of the MOOCs”, several platforms have gathered millions of learners in just a decade. Nevertheless, the certification rate of both free and paid courses has been low, and only about 4.5–13% and 1–3%, respectively, of the total number of enrolled learners obtain a certificate at the end of their courses. Still, most research concentrates on completion, ignoring the certification problem, and especially its financial aspects. Thus, the research described in the present thesis aimed to investigate paid certification in MOOCs, for the first time, in a comprehensive way, and as early as the first week of the course, by exploring its various levels. First, the latent correlation between learner activities and their paid certification decisions was examined by (1) statistically comparing the activities of non-paying learners with course purchasers and (2) predicting paid certification using different machine learning (ML) techniques. Our temporal (weekly) analysis showed statistical significance at various levels when comparing the activities of non-paying learners with those of the certificate purchasers across the five courses analysed. Furthermore, we used the learner’s activities (number of step accesses, attempts, correct and wrong answers, and time spent on learning steps) to build our paid certification predictor, which achieved promising balanced accuracies (BAs), ranging from 0.77 to 0.95. Having employed simple predictions based on a few clickstream variables, we then analysed more in-depth what other information can be extracted from MOOC interaction (namely discussion forums) for paid certification prediction. However, to better explore the learners’ discussion forums, we built, as an original contribution, MOOCSent, a cross- platform review-based sentiment classifier, using over 1.2 million MOOC sentiment-labelled reviews. MOOCSent addresses various limitations of the current sentiment classifiers including (1) using one single source of data (previous literature on sentiment classification in MOOCs was based on single platforms only, and hence less generalisable, with relatively low number of instances compared to our obtained dataset;) (2) lower model outputs, where most of the current models are based on 2-polar iii iv classifier (positive or negative only); (3) disregarding important sentiment indicators, such as emojis and emoticons, during text embedding; and (4) reporting average performance metrics only, preventing the evaluation of model performance at the level of class (sentiment). Finally, and with the help of MOOCSent, we used the learners’ discussion forums to predict paid certification after annotating learners’ comments and replies with the sentiment using MOOCSent. This multi-input model contains raw data (learner textual inputs), sentiment classification generated by MOOCSent, computed features (number of likes received for each textual input), and several features extracted from the texts (character counts, word counts, and part of speech (POS) tags for each textual instance). This experiment adopted various deep predictive approaches – specifically that allow multi-input architecture - to early (i.e., weekly) investigate if data obtained from MOOC learners’ interaction in discussion forums can predict learners’ purchase decisions (certification). Considering the staggeringly low rate of paid certification in MOOCs, this present thesis contributes to the knowledge and field of MOOC learner analytics with predicting paid certification, for the first time, at such a comprehensive (with data from over 200 thousand learners from 5 different discipline courses), actionable (analysing learners decision from the first week of the course) and longitudinal (with 23 runs from 2013 to 2017) scale. The present thesis contributes with (1) investigating various conventional and deep ML approaches for predicting paid certification in MOOCs using learner clickstreams (Chapter 5) and course discussion forums (Chapter 7), (2) building the largest MOOC sentiment classifier (MOOCSent) based on learners’ reviews of the courses from the leading MOOC platforms, namely Coursera, FutureLearn and Udemy, and handles emojis and emoticons using dedicated lexicons that contain over three thousand corresponding explanatory words/phrases, (3) proposing and developing, for the first time, multi-input model for predicting certification based on the data from discussion forums which synchronously processes the textual (comments and replies) and numerical (number of likes posted and received, sentiments) data from the forums, adapting the suitable classifier for each type of data as explained in detail in Chapter 7

    La Forma del cáncer: Socialización y representación visual de la enfermedad en Instagram

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    Social media platforms like Instagram are a source of information and support for cancer patients. On this platform, millions of images shared by patients, organisations and the general public give shape to the social imagination of one of the most feared illnesses around the world. This thesis proposes a method to identify and obtain images of cancer from Instagram, a social media that in 2022 remains nearly inaccessible to research. Through a transdisciplinary lens, it combines the sociology of everyday life, visual sociology and methodologies from social media analysis to discover visual patterns in the images and find alternative discourses. The results show the variety of visual resources that patients use to communicate their illness and support the construction of their identity. They also show how Instagram’s economy of affection favours the publication of positive images, aligned with the discourse of survivorship, while they hamper the expression of other experiences. It concludes with the proposal for a new regime in the communication of cancer, based on the concept of socialisation.Las redes sociales visuales como Instagram son una fuente de información y apoyo para pacientes de cáncer. En esta red, millones de imágenes compartidas por pacientes, organizaciones y por el público general configuran la imaginación social de una de las enfermedades más temidas en todo el mundo. Esta tesis plantea una metodología para extraer y estudiar imágenes de esta red, prácticamente inaccesible para la investigación en 2022, y para su codificación. A través de un enfoque transdisciplinar, combina la sociología de la vida cotidiana, la sociología visual y las metodologías del análisis de redes sociales para descubrir patrones visuales en las imágenes de cáncer e identificar discursos alternativos. Los resultados muestran la variedad de recursos visuales que utilizan los pacientes de cáncer para comunicar su enfermedad y apoyar un proceso de construcción de la identidad. Muestran también cómo la economía afectiva de esta plataforma favorece la publicación de imágenes positivas y alineadas con el discurso de la supervivencia, mientras que supone un reto para visibilizar otras experiencias. Concluye con la propuesta de un nuevo modelo de comunicación sobre cáncer, basado en el concepto de la socialización.Departamento de Sociología y Trabajo SocialDoctorado en Investigación Transdisciplinar en Educació

    Effects of municipal smoke-free ordinances on secondhand smoke exposure in the Republic of Korea

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    ObjectiveTo reduce premature deaths due to secondhand smoke (SHS) exposure among non-smokers, the Republic of Korea (ROK) adopted changes to the National Health Promotion Act, which allowed local governments to enact municipal ordinances to strengthen their authority to designate smoke-free areas and levy penalty fines. In this study, we examined national trends in SHS exposure after the introduction of these municipal ordinances at the city level in 2010.MethodsWe used interrupted time series analysis to assess whether the trends of SHS exposure in the workplace and at home, and the primary cigarette smoking rate changed following the policy adjustment in the national legislation in ROK. Population-standardized data for selected variables were retrieved from a nationally representative survey dataset and used to study the policy action’s effectiveness.ResultsFollowing the change in the legislation, SHS exposure in the workplace reversed course from an increasing (18% per year) trend prior to the introduction of these smoke-free ordinances to a decreasing (−10% per year) trend after adoption and enforcement of these laws (β2 = 0.18, p-value = 0.07; β3 = −0.10, p-value = 0.02). SHS exposure at home (β2 = 0.10, p-value = 0.09; β3 = −0.03, p-value = 0.14) and the primary cigarette smoking rate (β2 = 0.03, p-value = 0.10; β3 = 0.008, p-value = 0.15) showed no significant changes in the sampled period. Although analyses stratified by sex showed that the allowance of municipal ordinances resulted in reduced SHS exposure in the workplace for both males and females, they did not affect the primary cigarette smoking rate as much, especially among females.ConclusionStrengthening the role of local governments by giving them the authority to enact and enforce penalties on SHS exposure violation helped ROK to reduce SHS exposure in the workplace. However, smoking behaviors and related activities seemed to shift to less restrictive areas such as on the streets and in apartment hallways, negating some of the effects due to these ordinances. Future studies should investigate how smoke-free policies beyond public places can further reduce the SHS exposure in ROK

    Fictocritical Cyberfeminism: A Paralogical Model for Post-Internet Communication

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    This dissertation positions the understudied and experimental writing practice of fictocriticism as an analog for the convergent and indeterminate nature of “post-Internet” communication as well a cyberfeminist technology for interfering and in-tervening in metanarratives of technoscience and technocapitalism that structure contemporary media. Significant theoretical valences are established between twen-tieth century literary works of fictocriticism and the hybrid and ephemeral modes of writing endemic to emergent, twenty-first century forms of networked communica-tion such as social media. Through a critical theoretical understanding of paralogy, or that countercultural logic of deploying language outside legitimate discourses, in-volving various tactics of multivocity, mimesis and metagraphy, fictocriticism is ex-plored as a self-referencing linguistic machine which exists intentionally to occupy those liminal territories “somewhere in among/between criticism, autobiography and fiction” (Hunter qtd. in Kerr 1996). Additionally, as a writing practice that orig-inated in Canada and yet remains marginal to national and international literary scholarship, this dissertation elevates the origins and ongoing relevance of fictocriti-cism by mapping its shared aims and concerns onto proximal discourses of post-structuralism, cyberfeminism, network ecology, media art, the avant-garde, glitch feminism, and radical self-authorship in online environments. Theorized in such a matrix, I argue that fictocriticism represents a capacious framework for writing and reading media that embodies the self-reflexive politics of second-order cybernetic theory while disrupting the rhetoric of technoscientific and neoliberal economic forc-es with speech acts of calculated incoherence. Additionally, through the inclusion of my own fictocritical writing as works of research-creation that interpolate the more traditional chapters and subchapters, I theorize and demonstrate praxis of this dis-tinctively indeterminate form of criticism to empirically and meaningfully juxtapose different modes of knowing and speaking about entangled matters of language, bod-ies, and technologies. In its conclusion, this dissertation contends that the “creative paranoia” engendered by fictocritical cyberfeminism in both print and digital media environments offers a pathway towards a more paralogical media literacy that can transform the terms and expectations of our future media ecology

    Restoration of Key Middle Age Demographic Can Save the African Methodist Episcopal Church

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    St. Luke faced years of struggles resulting in a dwindling ministry and membership with specific impacts resulting in missing generations within the church. The missing generations include Generation X who were born between 1965-1980, Generation Y who were born between 1981-1996, and generation Z who were born between 1997-2012. There are many methods used to combat church decline and incentivize membership growth including evangelism, mega facilities, appealing ministry, and church legacy attracting the community. This research sought to prove that if ministries were developed specifically targeting the wants and needs of the missing generations souls would be won for Christ and the St. Luke membership would grow. To identify the needs and desires of potential members, a survey was conducted to understand the current spiritual state, any existing church hurt, and ministry topics. Using the information gathered the St. Luke ministry was revamped and participants were invited to participate in the ministry classes and activities. Interviews of the participants were executed to gauge the success and execution of the new ministry approach as well as understand more about the answers provided on the surveys

    NEMISA Digital Skills Conference (Colloquium) 2023

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    The purpose of the colloquium and events centred around the central role that data plays today as a desirable commodity that must become an important part of massifying digital skilling efforts. Governments amass even more critical data that, if leveraged, could change the way public services are delivered, and even change the social and economic fortunes of any country. Therefore, smart governments and organisations increasingly require data skills to gain insights and foresight, to secure themselves, and for improved decision making and efficiency. However, data skills are scarce, and even more challenging is the inconsistency of the associated training programs with most curated for the Science, Technology, Engineering, and Mathematics (STEM) disciplines. Nonetheless, the interdisciplinary yet agnostic nature of data means that there is opportunity to expand data skills into the non-STEM disciplines as well.College of Engineering, Science and Technolog

    Analyzing smart city development through an evolutionary approach

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    Cities have always been places where agglomeration economies attained their highest yields, producing cultural, economic, and social benefits being the main locus of entrepreneurship and innovation. However, rapid urbanization created many problems such as inequality, pollution, diseases, insecurity and so on, that end up restraining the dynamic of value creation in 21st century. This is challenging ‘industrial cities’ to rethink and to reshape their structures to overcome these issues. In this sense, the ‘smart city’ model has gained prominence in urban development. Many cities from different countries are designing strategies and implementing them through initiatives and projects towards smart city development. It is noted that these experiences are idiosyncratic, because cities are inherently different and have different issues that must be solved in a particular way. The first question that arise is: how to make a city smarter? Despite the contrasting view of frameworks and their multitude of dimensions and approaches, the literature points out that cities must have specific elements to induce innovation processes through digital solutions and the collaboration between stakeholders in order to address local challenges and, thus, increase local competitiveness and quality of life. However, it does not an easy task and involves a set of stakeholders that may not prone to collaborate and to promote smart city development. In fact, the main difficulties of a strategy emerge during the implementation phase, because many of the challenges for cities to become or to be smart exceed the scope and capabilities of their current organizations, institutional arrangements, and governance structures. Indeed, the lack of appropriate structural and organizational formations does not foster the involvement of local stakeholders and makes it difficult to organize and coordinate the different activities needed to achieve sustainable urban development. Then, the second question that emerge is: what kind of organization can foster smart city development? In this sense, the literature sheds light on the need to discuss alternative governance models to overcome those challenges by combining political and social support with strategic planning and creative thinking in order to deal with smart city complexity. Some authors point out that it is necessary to create a dedicated organization to lead the collaboration between those stakeholders in this process of urban transformation. From that discussion, what seems clear is that the analysis of the development process of a smart city in its different dimensions and units of analysis demands a theoretical background that enables academia and industry to capture the dynamics of evolution and, therefore, understand how smart cities change over time. It is necessary to incorporate theories and concepts that consider not only the notion of space-time, but especially that delve into how the relationships between the elements of the ecosystem interact and complement each other. Then, our third question is: how to analyze this dynamic, context-dependent, long-term process of urban development so that a city becomes smarter? Some authors point out the possibility of a theoretical approximation between evolutionary approach and smart city literature affirming that due to complexity of smart city development, smart city planning is shaped by evolutionary processes too. Thus, it is necessary to incorporate the notion of evolution in the processes of urban transformation and that they occur in a certain geographical location being conditioned by local contextual factors. As aforementioned, cities are inherently different and have different issues. Thus, to measure the existing level of development is crucial to foresee the right steps to enhance urban smartness. Smartness should be seen as a continuum, in which stakeholders may implement initiatives to create, improve or alter smart city elements across those different city dimensions. The notion of smartness may help cities to understand how this process of urban transformation affects their dimensions and their performance, and, consequently, analyze what should be done to accelerate it. In this sense, it is important that cities assess their current stage of development. The assessment of smart city development may bring multiple benefits for different stakeholders. It enables the identification of city strengths and weaknesses, comparison among cities, monitoring and racking projects implementation, increasing transparency on investments, enabling to make policies based on evidences, enhancing citizen awareness, and so on. The fourth question that emerges is: how to measure the smartness of a city? In terms of smart city assessment, many scholars, organizations and companies have developed indexes, toolkits, and benchmarking to measure and rank smart cities. These assessments schemes may provide a good overview about the city’s characteristics and both its strengths and weaknesses, as well as being used to showcase its competitive position. However, most of them neglect the multiple interrelated processes related to the smart city development by adopting a summative approach. This approach presents some limitations that do not properly capture the smartness of a city. Considering that, the objectives of this study are to (1) identify the dimensions and the driving elements to make a city smarter, (2) to understand the role of smart city dedicated organization on smart city governance, (3) to propose an evolutionary framework for the analysis of smart city development and (4) to create a model to measure the smartness of a city using different methods, considering the type of data, its manipulation and analysis. To achieve these objectives, the research focused on understanding the concept of smart cities and that their development depends on a non-linear process, which should make some steps like designing strategies, implementing them through projects to solve the current urban issues. For that, the establishment of a governance structure is crucial to smart city development succeed since collaboration is needed to create complex solutions and the legitimacy of a vision. Therefore, a dedicated organization is important to articulate the stakeholders and boost the development of projects and initiatives. However, just collaborative networks will not solve the urban issues per se. It should be identified how to create, improve, change the elements from the hard and soft dimensions of a city (i.e., economy, social, environment). It is important to highlight that a smart strategy, project, or solution to be smart in fact must consider that these dimensions are integrated and then affect and are affected by each other. In addition, it is needed to incorporate in this urban planning and management discourse the notion of time and space, because past events can affect the current stage of development and the present decisions will impact future of the city. As an evolutionary process, each city will certainly follow different paths, because the dynamics of its development depends on how the (eco)system is configured and which is his level of smartness. It also should be considered the history of city and its context to define more assertive strategies and projects. Thus, for the analysis of smart city development, it is necessary to apply an evolutionary framework capable to link micro-behavior to macro- processes that occur in each territory over time. By considering smart city development as a process that changes the urban realm and the behavior of stakeholders over time, there is a need to measure how this is in fact helping (or not) the urban performance and, how cities can achieve a sustainable development in a more efficient way. In this study, it focusses on the measurement of smartness of an urban innovation ecosystem, because it provides an overview of the current stage of development and the relationship among the elements and dimensions, which could guide policymakers and the society on what invest, how to design a comprehensive strategy and when to implement it.As cidades sempre foram locais onde as economias de aglomeração atingiram seus maiores rendimentos, produzindo benefícios culturais, econômicos e sociais sendo o principal locus de empreendedorismo e inovação. No entanto, a rápida urbanização criou muitos problemas como desigualdade, poluição, doenças, insegurança e assim por diante, que acabam por restringir a dinâmica de criação de valor no século XXI. Isso está desafiando as "cidades industriais" a repensar e remodelar suas estruturas para superar esses problemas. Nesse sentido, o modelo de 'cidade inteligente' tem ganhado destaque no desenvolvimento urbano. Muitas cidades de diferentes países estão desenhando estratégias e implementando-as por meio de iniciativas e projetos para o desenvolvimento de cidades inteligentes. Nota-se que essas experiências são idiossincráticas, pois as cidades são inerentemente diferentes e possuem questões diversas que devem ser resolvidas de forma particular. A primeira questão que surge é: como tornar uma cidade mais inteligente? Apesar da visão contrastante dos frameworks e de sua multiplicidade de dimensões e abordagens, a literatura aponta que as cidades devem ter elementos específicos para induzir processos de inovação por meio de soluções digitais e da colaboração entre stakeholders para enfrentar os desafios locais e, assim, aumentar a competitividade local e qualidade de vida. No entanto, não é uma tarefa fácil e envolve um conjunto de stakeholders que podem não estar dispostos a colaborar e promover o desenvolvimento de cidades inteligentes. De fato, as principais dificuldades de uma estratégia surgem durante a fase de implementação, pois muitos dos desafios para as cidades se tornarem ou serem inteligentes excedem o escopo e as capacidades de suas atuais organizações, arranjos institucionais e estruturas de governança. De fato, as principais dificuldades de uma estratégia surgem durante a fase de implementação, pois muitos dos desafios para as cidades se tornarem ou serem inteligentes excedem o escopo e as capacidades de suas atuais organizações, arranjos institucionais e estruturas de governança. Com efeito, a falta de formações estruturais e organizativas adequadas não favorece o envolvimento dos atores locais e dificulta a organização e coordenação das diferentes atividades necessárias para alcançar um desenvolvimento urbano sustentável. Então, a segunda questão que surge é: que tipo de organização pode fomentar o desenvolvimento de cidades inteligentes? Nesse sentido, a literatura lança luz sobre a necessidade de discutir modelos alternativos de governança para superar esses desafios, combinando apoio político e social com planejamento estratégico e pensamento criativo para lidar com a complexidade da cidade inteligente. Alguns autores apontam que é necessário criar uma organização dedicada a liderar a colaboração entre as partes interessadas neste processo de transformação urbana. A partir dessa discussão, o que parece claro é que a análise do processo de desenvolvimento de uma smart city em suas diferentes dimensões e unidades de análise demanda um embasamento teórico que permita à academia e à indústria captar a dinâmica da evolução e, assim, compreender como as smart cities mudam com o tempo. É preciso incorporar teorias e conceitos que considerem não apenas a noção de espaço-tempo, mas principalmente que se aprofundem em como as relações entre os elementos do ecossistema interagem e se complementam. Então, nossa terceira pergunta é: como analisar esse processo de desenvolvimento urbano dinâmico, dependente do contexto e de longo prazo para que uma cidade se torne mais inteligente? Alguns autores apontam a possibilidade de uma aproximação teórica entre a abordagem evolutiva e a literatura de cidades inteligentes, afirmando que devido à complexidade do desenvolvimento de cidades inteligentes, o planejamento de cidades inteligentes também é moldado por processos evolutivos. Assim, é necessário incorporar a noção de evolução nos processos de transformação urbana e que eles ocorram em uma determinada localização geográfica sendo condicionados por fatores contextuais locais. Como mencionado anteriormente, as cidades são inerentemente diferentes e têm problemas diferentes. Assim, medir o nível de desenvolvimento existente é crucial para prever os passos certos para aumentar a inteligência urbana. A inteligência deve ser vista como um continuum, no qual as partes interessadas podem implementar iniciativas para criar, melhorar ou alterar os elementos da cidade inteligente nessas diferentes dimensões da cidade. A noção de smartness pode ajudar as cidades a entender como esse processo de transformação urbana afeta suas dimensões e seu desempenho e, consequentemente, analisar o que deve ser feito para acelerá- lo. Nesse sentido, é importante que as cidades avaliem seu atual estágio de desenvolvimento. A avaliação do desenvolvimento de cidades inteligentes pode trazer múltiplos benefícios para diferentes partes interessadas. Permite identificar os pontos fortes e fracos da cidade, comparar cidades, monitorar e acompanhar a implementação de projetos, aumentar a transparência nos investimentos, possibilitar a formulação de políticas com base em evidências, aumentar a conscientização do cidadão e assim por diante. A quarta questão que surge é: como medir a inteligência de uma cidade? Em termos de avaliação de cidades inteligentes, muitos acadêmicos, organizações e empresas desenvolveram índices, kits de ferramentas e benchmarking para medir e classificar cidades inteligentes. Esses esquemas de avaliação podem fornecer uma boa visão geral sobre as características da cidade e seus pontos fortes e fracos, além de serem usados para mostrar sua posição competitiva. No entanto, a maioria deles negligencia os múltiplos processos inter-relacionados relacionados ao desenvolvimento da cidade inteligente, adotando uma abordagem somativa. Essa abordagem apresenta algumas limitações que não capturam adequadamente a inteligência de uma cidade. Considerando isso, os objetivos deste estudo são (1) identificar as dimensões e os elementos impulsionadores para tornar uma cidade mais inteligente, (2) entender o papel da organização dedicada a cidades inteligentes na governança de cidades inteligentes, (3) propor uma abordagem evolutiva framework para a análise do desenvolvimento de cidades inteligentes e (4) criar um modelo para medir a inteligência de uma cidade usando diferentes métodos, considerando o tipo de dados, sua manipulação e análise. Para atingir esses objetivos, a pesquisa se concentrou em entender o conceito de cidades inteligentes e que seu desenvolvimento depende de um processo não linear, que deve seguir algumas etapas como desenhar estratégias, implementá-las por meio de projetos para resolver os problemas urbanos atuais. Para isso, o estabelecimento de uma estrutura de governança é crucial para o sucesso do desenvolvimento de cidades inteligentes, pois é necessária a colaboração para criar soluções complexas e a legitimidade de uma visão. Portanto, uma organização dedicada é importante para articular as partes interessadas e impulsionar o desenvolvimento de projetos e iniciativas. No entanto, apenas redes colaborativas não resolverão os problemas urbanos per se. Deve ser identificado como criar, melhorar, mudar os elementos das dimensões hard e soft de uma cidade (ou seja, econômica, social, ambiental). É importante destacar que uma estratégia, projeto ou solução inteligente para ser inteligente de fato deve considerar que essas dimensões estão integradas e então afetam e são afetadas umas pelas outras. Além disso, é necessário incorporar neste discurso de planejamento e gestão urbana a noção de tempo e espaço, pois eventos passados podem afetar o atual estágio de desenvolvimento e as decisões presentes impactarão o futuro da cidade. Como processo evolutivo, cada cidade certamente seguirá caminhos diferentes, pois a dinâmica de seu desenvolvimento depende de como o (eco)sistema se configura e qual é o seu nível de inteligência. Também deve ser considerada a história da cidade e seu contexto para definir estratégias e projetos mais assertivos. Assim, para a análise do desenvolvimento de cidades inteligentes, é necessário aplicar um quadro evolutivo capaz de vincular o microcomportamento aos macroprocessos que ocorrem em cada território ao longo do tempo. Ao considerar o desenvolvimento de cidades inteligentes como um processo que muda o ambiente urbana e o comportamento dos stakeholders ao longo do tempo, há a necessidade de medir como isso está de fato ajudando (ou não) o desempenho urbano e como as cidades podem alcançar um desenvolvimento sustentável em uma forma mais eficiente. Este artigo tem como foco a mensuração da inteligência de um ecossistema de inovação urbana, pois fornece uma visão geral do estágio atual de desenvolvimento e a relação entre os elementos e dimensões, o que poderá orientar os formuladores de políticas e a sociedade sobre o que investir, como projetar uma estratégia abrangente e quando implementá-la
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