Search results

COVID-19 continues to spread, and cause increasing deaths. Physicians diagnose COVID-19 using not only real-time polymerase chain reaction but also the computed tomography (CT) and chest x-ray (CXR) modalities, depending on the stage of infection. However, with so many patients and so few doctors, it has become difficult to keep abreast of the disease. Deep learning models have been developed in order to assist in this respect, and vision transformers are currently state-of-the-art methods, but most techniques currently focus only on one modality (CXR).

This work aims to leverage the benefits of both CT and CXR to improve COVID-19 diagnosis. This paper studies the differences between using convolutional MobileNetV2, ViT DeiT and Swin Transformer models when training from scratch and pretraining on the MedNIST medical dataset rather than the ImageNet dataset of natural images. The comparison is made by reporting six performance metrics, the Scott–Knott Effect Size Difference, Wilcoxon statistical test and the Borda Count method. We also use the Grad-CAM algorithm to study the model's interpretability. Finally, the model's robustness is tested by evaluating it on Gaussian noised images.

Although pretrained MobileNetV2 was the best model in terms of performance, the best model in terms of performance, interpretability, and robustness to noise is the trained from scratch Swin Transformer using the CXR (accuracy = 93.21 per cent) and CT (accuracy = 94.14 per cent) modalities.

Models compared are pretrained on MedNIST and leverage both the CT and CXR modalities.

The aim of this chapter is to investigate the immigrant women entrepreneurship phenomenon by analysing management academic literature on the issue. Stemming from the most current data on immigration and from the awareness that entrepreneurship is a viable instrument of immigrant (women) integration and inclusion, this chapter analyses the most updated management results on the issue. The analysis is mainly centred on works published after 2019, and some interesting insights emerge. Among them, we can refer to the awareness that research on immigrant women entrepreneurship is still in its infancy. Although, indeed, immigrant entrepreneurs and women entrepreneurs have been analysed considerably by researchers, it has been mainly in isolation. Therefore, room for investigating still exists, and this chapter uncovers some possible future research avenues. Moreover, by reviewing the selected papers, it clearly emerges that not all immigrant women entrepreneurs are alike; different targets (that is, different ethnicities) must be addressed differently by policy makers when policy measurements are identified. In other words, generic programmes aimed at increasing entrepreneurship among immigrant women cannot necessarily be successful.

This chapter examines emerging theoretical approaches and thematic aspects of creative and cultural entrepreneurship and the significant societal and economic contributions of creative firms. It reviews the concepts and definitions essential to examining creative industry entrepreneurship. The authors then provide framing for this exceptional collection of chapters in Volume 1 (of 2) and discuss existing research approaches from surveys and small-scale qualitative studies. Then, the chapter’s overview showcases the range of international research included in three sections: conceptual reflections on creative and cultural entrepreneurship, resilience and adaptation of creative and cultural enterprises, and insights into creative subsectors. Finally, the chapter proposes a research agenda for developing the field further, addressing methodological gaps (longitudinal studies and cluster research), emerging thematics (rural creative industries and creative placemaking) and sector studies (game and film industries).

Recent construction literature has been focusing more on integrative contracting approaches such as integrated project delivery (IPD). However, conceptual studies on integration in IPD literature are scattered and fragmented, that is, most of the studies only focused on the segmented dimension of integration. A systemic understanding of the concepts of integration in IPD project-based context is still lacking. To fill this gap, this paper analyzes two aspects of integration (dimensions and directions) in IPD literature and explores their extent in construction projects.

Grounded theory review and focus group discussion approaches were employed to perform a thorough conceptual review of the literature, frame the research into the theory and increase the fundamental understanding of the concept of integration in IPD literature.

In this study, IPD integrating techniques were identified and their integration dimensions and directions were discussed. Results show that integration in the project-based environment of IPD is a multidimensional construct. Based on organizational, contractual and operational characteristics of IPD projects, twenty-four integration mechanisms were identified and framed into seven clusters. The integration directions over project life-cycle were demonstrated in three contexts: (1) an on-site construction project, delivered traditionally, (2) an on-site construction project, delivered with IPD and (3) an off-site construction project, delivered with IPD.

This paper gathers the segments of integration into a comprehensive overview, which can help researchers and practitioners explore elements of IPD project success more precisely. A theoretical framework of integration clusters is developed, based on IPD literature. The impact of IPD on on-site versus off-site construction is illustrated from an integration direction perspective. Finally, future areas of studies for researchers and practitioners about the concept of integration in an IPD context are discussed. This paper provides a point of departure for future theoretical and empirical explorations.

Considering that knowledge, skills and behavior can influence sustainability efforts, this study aims to assess which personality traits influence one’s sense of feeling connected to nature and presumably make more sustainable choices. The study also explores the situational factors that might pose barriers, despite an individual's preference for a sustainable lifestyle.

In total, 54 faculty members from six Higher Education Institutions in Bangladesh were interviewed based on a semi-structured questionnaire on the barriers to a sustainable lifestyle in Dhaka city, while their personality traits were assessed using the Interpersonal Reactivity Index, the Big Five Factors and the Connectedness to Nature Scale through a survey.

The results state that Empathic Concern and Fantasy, as dimensions of empathy, have strong positive correlations with feeling connected to nature. The physical, social and psychological challenges also cause fewer people to lead a sustainable lifestyle, despite feeling highly connected to nature.

Sustainability efforts need to be context-specific due to localized challenges the people face. While educators play a key role in mainstreaming sustainability, generalizing the findings of the study to the wider population is limited. Further investigation to explore demographic and socioeconomic factors will provide key insights to the determinants of sustainable behavior.

The findings highlight that educational institutions can play a key role in the development of empathy and sustainability education, while addressing the need for good governance and policies in mainstreaming sustainability for attaining the Sustainable Development Goals Agenda 2030.

Few studies have been conducted to understand sustainable behavior in Bangladesh and identify effective methods to promote sustainability. This study provides insights to sustainable behavior in the context of a least-developed country. Additionally, it will support educational institutions to work toward sustainable development by enabling empathic skills development in curricula, leading to more concrete sustainability efforts.

The aim of this chapter is to provide a relevant theoretical contribution to the field of entrepreneurship in cultural and creative industries (CCI) and suggestions for a research agenda. Entrepreneurship research is characterised by an apparent fragmentation, even if scholars advocate the development of a ‘stronger paradigm’ to strengthen the discipline. Rather than making explicit what is specific to entrepreneurship in CCI, or delineating the boundaries of a new community of scholars, in this chapter, the author attempts to identify certain key ingredients of a ‘hodgepodge’. The Schumpeterian entrepreneur, the opportunity seeker, and the everyday entrepreneur are introduced as well as an action model in which the reciprocal agency–structure relationship finds a place. It is highlighted how theories such as the Theory of Planned Behaviour, Social Identity Theory, Institutional Theory, Practice Theory, and Paradox Theory (can) inform research on entrepreneurship in CCI.

This study aims to evaluate a promising community-oriented policing strategy called “front porch roll call” (FPRC), which involves conducting roll calls in public forums.

A mixed methods approach was used by drawing on survey data, field observations and qualitative interviews to describe how FPRCs were implemented in Saginaw, MI from 2019 to 2022, and how they can be successfully implemented to operate in accordance with the theoretical foundations of community-oriented policing.

Survey data from FPRC attendees reported improvements in their perceptions of police legitimacy, trust in the police and procedural fairness—each of which are vital pathways to developing collaborative crime prevention initiatives in community-oriented policing. Qualitative interviews and field observations provided unique insights into areas of improvement and ways to enhance sustainability for future use.

Community-oriented policing offers a philosophical approach to addressing crime problems through the formation of localized, collaborative solutions that come from police-community partnerships. A key implementation challenge is that such programs can fail to align their initiatives with the theoretical principles of community policing. FPRCs offer an innovative solution that operates closely with the spirit of community-oriented policing. Data from a mixed-methods evaluation provide further insights into their challenges with implementation and ways to improve upon them.

In Denmark, there has been, over decades, an intensified political focus on how humanities research and doctoral education contribute to society. In this vein, the notion of impact has become a central part of the academic language, often associated with terms like use, effects and outputs, stemming from neoliberal ideologies. The purpose of this paper is to explore how humanities academics are living with the impact agenda, as both experienced researchers and as doctoral supervisors educating the next generation of researchers in this post-pandemic era. Specifically, the authors are interested in the supervisor-researcher relationship, that is, the relationship between how the supervisors navigate the impact agenda as researchers and then the way they tell their doctoral students to do likewise.

The authors have studied how the impact agenda is accommodated by humanities academics through a series of qualitative interviews with humanities researchers and humanities PhD supervisors, encompassing questions of how they are living with the expectation of impact and how it is embedded in their university and departmental context.

The study shows that there is no link between how the supervisors navigate the impact agenda in relation to their own research work and then the way they tell their doctoral students to approach it. Within the space of their own research, the supervisors engage in resistance practices towards the impact agenda in terms of minimal compliance, rejection or resignation, whereas in the space of supervision, the impact agenda is re-inscribed to embody other understandings. The supervisors want to protect their students from this agenda, especially in the knowledge that many of them are not going to stay in academia due to limited researcher career possibilities. Furthermore, the paper reveals a new understanding of the impact agenda as having a relational quality, and in two ways. One is through a positional struggle, the reshaping of power relations, between universities (or academics) and society (or the state and the market); the other is as a phenomenon very much lived among academics themselves, including between supervisors and their doctoral students within the institutional context.

This study opens up the impact agenda, showing what it means to be a humanities academic living with the effects of the impact agenda and trying to navigate this. The study is mapping and tracking out the many different meanings and variations of impact in all its volatility for academics concerned about it. In current, post-pandemic times, when manifold expectations are directed towards research and doctoral education, it is important to know more about how these expectations affect and are dealt with by those who are expected to commit to them.

By merging good countryside and rural capitals frameworks, a model for reimagining the island's development is formulated, which is then applied to the female perspective to provide valuable insights from a group that is often marginalized in rural areas. As Croatian islands are highly tourism-oriented, this study finds it important to explore possibilities for future island development that can provide balanced and vibrant settlements on the islands.

The present paper synthesizes Shucksmith's (2018) model of a good countryside, which serves as a goal, with Gkartzios et al.'s (2022) capitals framework, which is viewed as a means of attaining a good countryside, specifically a good island. The research is delimited to the island of Brac, Croatia. By conducting interviews with female respondents, this study aims to capture the female perspective on envisioning potential futures of “good” island living, a perspective that is frequently underestimated despite its significant contributions to the creation of an ideal locale.

The results demonstrate that there is a substantial amount of socio-cultural rural capital that is leveraged to strengthen relatedness and rights as development objectives. However, low levels of economic, built and land-based rural capital pose challenges to achieving repair and re-enchantment, which are crucial for settlements that rely on tourism.

These findings bear immense implications for policymakers and planners, underscoring the imperative to account for the perspectives and needs of diverse social groups, including women, in the design and implementation of development strategies for islands. By doing so, a sustainable and equitable future, rich in tourism potential, can be cultivated on the island.

The policies in creative and cultural industries (CCIs) are often based on an implicit assumption that work in the cultural and creative sectors is ‘good work’ and dominant discourses tend to over-celebrate entrepreneurship. The authors argue that enough attention has been paid to the real work in CCIs. The stake is to better address the symptoms observed for a sustainable and inclusive economy in the CCIs. Through the entrepreneurship-as-practice perspective, the authors document the professionalisation difficulties in music sector, with a qualitative study in a French city, with a particular focus on the marginalisation experienced by the young artists. With the identification of their work specificities and the tendencies for the twenty-first century, the authors point out the diversity of the tasks, the multi-activity and collective practices and the need for some innovative support organisational forms to develop training and skilling (both artistic and entrepreneurial).