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Purpose: The paper describes patterns of study on innovation in the regional economic resilience literature regarding methods and findings. Design/methodology/approach: This study is a descriptive one and it uses, as a method, the scoping review based on Scopus and Web of Science databases. Forty-eight theoretical-empirical papers were thematically coded, and analyses were conducted using R packages and MaxQDA. Findings: Innovation has been used narrowly in the regional resilience literature, considering the variables, the types of shocks and the analyzed loci. From the sampled papers, this study suggests that, depending on the operationalization, the addressed relationship can be positive or negative, which still needs further investigation. In addition, the study identified two lines of research. The first, characterized by quantitative research, secondary sources and multivariate analyses, focuses on testing predictive regional resilience models based on innovation-related variables. The second, characterized by qualitative or multi-method approaches, is more concerned with explaining the knowledge accumulation and the learning capacity related to regional innovation. Research limitations/implications: The paper's findings show a restricted view of the innovation–resilience relationship. Although this study does not present a meta-analysis, it reveals gaps for future research. Some suggestions can be highlighted, such as (1) expanding knowledge about innovation as a predictor of resilience, (2) the theoretical development of this relationship to guide empirical investigations and (3) studies that consider the meso or micro level, approaching the role of actors in fostering innovation in the regional resilience process. Originality/value: This paper fulfills an identified need to investigate how innovation has been operationalized in regional resilience empirical research. [ABSTRACT FROM AUTHOR]

The Reserve Bank of India, not to be left behind, played its part in this transformational journey, by issuing regulations and recommendations on banking mechanization and computerization. Financial sector in general and banking industry in Particular is the largest spender and beneficiary from information technology. According to John Finnerty, "Financial Innovation involves the design, the development, and the implementation of innovative financial instruments and processes, and the formulation of creative solutions to problems in finance". The various innovations in banking and financial sector are ECS, RTGS, EFT. [ABSTRACT FROM AUTHOR]

This is a conceptual article that aims to propose the concept of sensory and emotional smart cultural tourism, whose main idea is to promote the use of digital technologies in an approach that makes them transparent in the tourist experience and that this experience is focused on the sensory and emotional experience, capable of triggering memorable sensory states, that is, unforgettable experiences. The proposal of sensory and emotional smart cultural tourism was conceived through an analytical-reflective literature review and proposes that the empirical approaches to be implemented from the concept take into account the co-design approach. Hence the essential triad (3P) - People, Places, Patrimony. The proposal presented by sensory and emotional smart cultural tourism aims to be a contribution to the process of innovation in the area of smart tourism. [ABSTRACT FROM AUTHOR]

As humanity reaches the 5.0 industrial revolution, education plays a critical role in boosting the quality of human resources. This paper reports bibliometric research on emerging TiP during 1993-2022 in the educational field to analyse its development on any level of education during the last three decades. This study employed a Scopus database. The findings are that the trend of TiP publication in educational fields has tended to increase every year during the past three decades and conference paper became the most published document type, the USA is the country which produces the most publications; 'Students' being the most occurrences keyword and total link strength. The publication of the TiP is ranked to the Quartile 1, which implies that a publication with the cited performance is a publication with credibility because the publisher has a good reputation. Researchers can find the topics most relevant to other metadata sources such as Web of Science, Publish, and Perish. [ABSTRACT FROM AUTHOR]

Abstract Indian pulp and paper industry is one of the fastest emerging business sector of the country which has shown tremendous growth in last few years. Governments policies are creating sustain pressure on paper industries to preserve the clean and pollution free environment at any price. As a result industries are pondering to replace the chemical bleaching processes with facile bio-based cost effective technologies. Eco-friendly bleaching enzymes like xylanases and laccases have the potential for biobleaching of wood and agro-based pulps at industrial scale. In India, enzymatic prebleaching of pulp is widely being investigated and has achieved favorable outcomes but at laboratory scales only and commercial application of enzymes for the delignification of pulp is still at budding stage. This article tends to draw the attention on significant efforts which have been continually attributed by indigenous research laboratories and industries to replace the chemical bleaching with enzymes. [ABSTRACT FROM AUTHOR]

This study employs a bibliometric approach to analyze the landscape of artificial intelligence (AI) components used in performance measurement. As organizations increasingly leverage AI for optimizing processes and decision-making, understanding the trends in AI components becomes imperative. The identified AI components are classified based on their roles in enhancing performance measurement, offering insights into the prevalent methodologies and emerging technologies. The bibliometric analysis encompasses a comprehensive review of scholarly articles, conference papers, and patents, systematically exploring the evolving field. In this research, the methodology involves data extraction from reputable academic databases and patent repositories, followed by applying bibliometric techniques to quantify and visualize key aspects. The findings of this study contribute to the existing knowledge by mapping the intellectual structure of AI components for performance measurement. [ABSTRACT FROM AUTHOR]

Abstract In the field of technology management, methods have been developed to detect technologies that are important in industry by analyzing massive numbers of documents. Such methods have been applied to the field of the Internet of Things as well to investigate technological trends. The Internet of Things consists of several conventional concepts, such as radio frequency identification, near field communication, and sensor networks. However, no research compares these technologies by analyzing massive quantities of papers and patents. Thus, in this study, we explored the research areas of technologies related to the Internet of Things, for which there are opportunities for commercialization in the near future. We also discuss potential applications of these technologies in diverse systems. Highlights • Extracting commercialization opportunities of the Internet of Things • Measuring text similarity between papers and patents • Results were good agreement with public government document contains IoT policy. • Extracted important technological options even experts did not discuss. [ABSTRACT FROM AUTHOR]

Many key aspects of bridge design are governed by site-related, geometric, functional and constructional constraints. Economy is yet another decisive factor in public works, whilst enhanced sensitivity to aesthetics is driving the demand for more than merely utilitarian structures. Such exacting boundary conditions often spur careful or even innovative structural design. Since the successful translation of numerous constraints into a reliable, functional, cost-effective structure with aesthetic appeal is primarily a question of sound conceptual design, the importance of this step in the design process as a whole cannot be overstated. This paper summarises the more prominent aspects of conceptual bridge design, particularly in connection with meeting and duly balancing non-standardised economy- and aesthetics-related objectives. Taking the outcome of the conceptual design stage as a starting point, the paper also addresses the use of digital design tools for the development of other construction documents. By way of illustration, the ideas underlying the conceptual design for the Butarque footbridge in Leganés, Spain are discussed, in connection primarily with the specific boundary conditions but also with the actual layout, detailing and construction. The example shows that a modern, technologically advanced design may be compatible with a solution whose elegance meets the most exacting aesthetic standards. It also shows that when the conceptual approach is well thought out, the solution is subject to only minor change in subsequent design stages. [ABSTRACT FROM AUTHOR]

With the emergence of new technologies the area of education is also growing very fast. By using new innovations teaching and learning has become technically very strong. Learning is becoming tech learning or e-learning. Educators and students are getting very smart and hence study and learning is also becoming smart. Maximum available learning systems don't involve pen and paper based learning. Due to the emergence of ICTs in the learning atmosphere it doesn't indicate that our traditional education methodologies have become outdated. Smart study is such a stage which allows students continue to learn in smart way by using smart pens and papers. Using smart paper and pen the contents written on the paper can be converted into digital format. Smart study using pen and paper is helpful for practicing handwriting in same traditional manner. This paper presents a smart study platform which combines work with printed and digital contents. [ABSTRACT FROM AUTHOR]

We apply a commodity systems analysis to examine a series of changes that are transforming Alabama's pulp and paper industry. Alabama is a critical area for investigation because it lies at the heart of North America's principle pulp and paper production zone. Industry restructuring is a complex process involving the reorganization of capital and corporate ownership, as well as changes in technologies, which affect the labor process. For example, a recent spate of corporate mergers has resulted in concentration of mill ownership and has accelerated the prevalence of sub-contracting. Indeed, the expansion of sub-contracting into new realms raises the fundamental question of what constitutes a core activity in this capital-intensive industry. The consolidation process has not proceeded in a unidirectional manner, however. For example, some corporations have expanded investments in forest land, while other firms have actively sought to divest themselves of direct ownership of such land, freeing capital for investment elsewhere. Placing Alabama mills in a broader regional context, we examine a set of environmental and economic pressures within the commodity system that have led to these changes. [ABSTRACT FROM AUTHOR]

Highlights: [•] The impact of digital technologies on writing and reading is investigated in Finland. [•] The positive affordances of writing on paper are similar to those found in Italy. [•] Students consider important to write a lot, quickly and instantly without losing time. [•] A keyboard is a point of reference for all comparisons in students’ responses. [Copyright &y& Elsevier]

Abstract: Scientific breakthroughs are rare events, and usually recognized retrospectively. We developed methods for early detection of candidate breakthroughs, based on dynamics of publication citations and used a quantitative approach to identify typical citation patterns of known breakthrough papers and a larger group of highly cited papers. Based on these analyses, we proposed two forecasting models that were validated using statistical methods to derive confidence levels. These findings can be used to inform research portfolio management practices. [Copyright &y& Elsevier]

The article focuses on several papers selected from different periodicals by the journal on topics including teaching, learning, and writing. The article "Promoting research to the masses: Assessing the impact of a poster walk" deals with posters made by students on child development. The article "Retrieval-based learning: Active retrieval promotes meaningful learning" discusses retrieval learning helps in recalling, and the article "Innovating pedagogy" presents information on 10 innovations.

Abstract: Recent development saw concerted efforts by emerging countries to transform their industrial-based economy to post-industrial knowledge-based economy. The growth of science and technology is necessary to support this economic transformation strategy. Based on the concept of functionality development of a growth model, this study attempts to analyze the dynamism and sustainability of growth in science and technology of selected Asian emerging economies. Using the number of published papers and patents as proxies, bi-logistic growth functions were fitted to examine the prolongation ability of science and technology, and the time at which each functionality development emerges. The perspective of a paradigm shift from industrial to knowledge-based economic development is taken into consideration in the analysis. The estimated prolongation ability of the newly industrialized economies (NIEs) including South Korea, Taiwan and Singapore suggests significant transformation of their innovation system that led to a higher degree of functionality, while developing economies such as China, Malaysia and Thailand show no significant change over the years. The results suggest that the NIEs have succeeded in developing new growth trajectories that are beneficial for the transformation towards a knowledge-based economy. [Copyright &y& Elsevier]

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Economists since Adam Smith have recognized the contribution of innovation to profitability and growth. The relationship between corporate research and development and subsequent sales growth, both across and within industries, has been examined by many authors. Results have been varied showing at best no more than the suggestion of a causal relationship between research and development input and growth. These results are reviewed together with the various theories which have been developed in an attempt to explain the connection between technical innovation and growth. Starting with an exami nation of various national economies, the rate of commercial research and development expenditure has been compared to the rate of national growth. A number of industries in the United Kingdom, Germany, Japan and the United States of America were also examined, taking the automotive industry as a particular case. In addition to using published data a survey of smaller vehicle manu-facturers in the United Kingdom was conducted. Although positive correlation was found at an international and industry level, no association between research and development expenditure and sales growth was found at a company or project level in the United Kingdom. [ABSTRACT FROM AUTHOR]

This study analyzes USPTO patents in the period 1998–2017. The number of science-related patents has increased twice as fast as the number of patents and scientific publications, and the number of cited papers per patent has almost doubled. These results vary substantially from one scientific and technological field to another. The proportion of the research papers cited by a patent has doubled. It refers to papers that are mostly published by the countries that have developed both scientific and technological capability and, surprisingly, are mainly used by inventors abroad. However, a weak relationship between the number of citations received from patents and papers reveals that the assessment of research performance needs some changes as the percentage of papers related to the innovations has grown over time. • Over time, the number of science-related patents has increased twice as fast as the number of patents and publications. • The percentage of technology-oriented research has doubled over time. • The countries that are capable both in science and technology produce the main part of technology-oriented research. • The relationship between the number of citations received from patents and papers is weak. • Except for the US, countries utilize foreign science more than domestic ones. [ABSTRACT FROM AUTHOR]

The article calls for papers for the submission of manuscripts related to the implications of digital pathologies in education on or before May 27, 2011.

• Underlines the importance of place quality for innovation districts. • Presents conceptual frameworks of innovation district place quality. • Brings clarity to the conceptual frameworks of innovation district. Innovation districts are the nexus of knowledge-based development in cities, where public and private actors work towards fostering, attracting and retaining investment and talent, e.g., creative class of knowledge workers, entrepreneurs, start-ups, business incubators, with an aim of revitalising urban areas, and boosting knowledge and innovation economy activities. Place quality has been an important factor in the success of these districts, and there is a growing literature on the topic. This opinion paper brings further clarity to the previously developed conceptual frameworks of innovation district place quality. [ABSTRACT FROM AUTHOR]

In the context of the current global recession, big tech and big data corporations have amassed a disturbing amount of power and influence in this new phase of platform and surveillance capitalism. Against this backdrop, and inspired by Gibson-Graham's invitation to look for difference rather than dominance, this paper considers digital commons as a viable post-capitalist alternative. In particular, this research's focus will be on the international activist collective, FairCoop. This group, inspired by ideas of degrowth, decentralization and post-capitalism, has developed its own crypto-currency, FairCoin, along with tools and infrastructures that seek to challenge the economic and digital status quo. Grounded in ethnographic fieldwork, this investigation explores the practices and experiences of this alternative economic project. Drawing on commoning literature, the paper engages with the challenges that such initiatives face, such as the risky entanglements with crypto-markets, governance mechanisms, transparency and management issues, scalability and individual burnouts. By studying FairCoop and associated collectives such as Komun and Kaana, this paper demonstrates how alternative economies, blockchain initiatives and digital commoning can contribute to more progressive and transformative technological innovation. Yet, focusing on the practice and (re)production of the commons reveals a multifaceted picture. I argue that if we are to study the present and future of digital commoning, it is crucial to engage with difficult issues such as tensions, hierarchies and democratic deficits. These cases will be discussed to further the debate on the possibilities for post-capitalism in the digital era and bring alternative economies, technological innovation and commoning perspectives into a fruitful dialogue. [ABSTRACT FROM AUTHOR]

With the continuous improvement of the level of modern science and technology, digital technology has also developed rapidly. And digital technology is widely used in the creation of sculpture art to make the sculpture works more three-dimensional, digitized and convenient. This paper will start from two aspects of the material and technology of sculpture art to discusses the transfer of the weight of the digital technology in the creation of contemporary sculpture. I hope that we can provide some references for future relevant researches on the application of digital technology in sculpture creation through this paper’s study. [ABSTRACT FROM AUTHOR]

Determining how scientific achievements influence the subsequent process of knowledge creation is a fundamental step in order to build a unified ecosystem for studying the dynamics of innovation and competitiveness. Relying separately on data about scientific production on one side, through bibliometric indicators, and about technological advancements on the other side, through patents statistics, gives only a limited insight on the key interplay between science and technology which, as a matter of fact, move forward together within the innovation space. In this paper, using citation data of both research papers and patents, we quantify the direct influence of the scientific outputs of nations on further advancements in science and on the introduction of new technologies. Our analysis highlights the presence of geo-cultural clusters of nations with similar innovation system features, and unveils the heterogeneous coupled dynamics of scientific and technological advancements. This study represents a step forward in the buildup of an inclusive framework for knowledge creation and innovation. [ABSTRACT FROM AUTHOR]

The article focuses on technological innovations which influenced the pulp and paper industry. These innovations include the adoption of printed electronics on paper, the adoption of sustainable paper products and the use of nanocellulosics and hemicelluloses in construction, health care and other industries. The role of academics, entrepreneurs, industry and national laboratories in advancing pulp and paper technologies is mentioned.

Collaborative Research and Development and Innovation (R&D&I) projects make an essential contribution to the development of knowledge-based, innovative products, processes, and services. The main objective of this paper is to gain a comprehensive understanding of project management (PM) in collaborative R&D&I projects, examining the usefulness of PM practices. The results are based on 465 valid responses from an online questionnaire survey on the perceptions of collaborative R&D&I project practitioners. The Relative Importance Index was used to classify the usefulness of the 35 key PM practices surveyed. The top 10 rank of the most useful PM practices cover the entire PM lifecycle and include well-known practices, such as 'kick-off meeting', 'progress meetings', 'Gantt chart', 'project closure report', 'project closure meeting', 'milestone list', 'requirement analysis' and 'project scope plan'. Although, there are also less emphasised PM practices such as 'alignment workshops' and 'project idea paper'. The paper contributes to supporting practitioners to decide which PM practices should be prioritised and implemented. [ABSTRACT FROM AUTHOR]

Blockchain is an emerging technology with Big data, Artificial Intelligence, and Machine Learning. It disrupted industries such as health, education, manufacturing, and banking. However, the increasing popularity of Blockchain ex- poses the scalability issues of major public blockchain platforms (e.g., Bitcoin and Ethereum) and dramatically affects its development. The scalability problem manifests in terms of Low throughput, high transaction latency, and massive energy consumption. Several reviews and studies cover these factors and their potential solutions, yet these studies need to highlight more information through actual application to natural systems or projects. This study investigates all relevant papers on current research solutions for public blockchain scalability issues. The scope of this paper is to explore the implementation of different state-of-the-art scalability solutions to natural systems and projects while simultaneously highlighting the results. This study discusses the methods and techniques used and the challenges encountered that have yet to future researchers must explore. [ABSTRACT FROM AUTHOR]

This paper focuses on the cognitive effectiveness of watching subtitled discipline-specific videos to determine how subtitling, as an emerging technology, encourages language equity, social justice, and the rise of technomultilinguialism. Cognitive effectiveness is investigated using gaze duration in eye-tracking as a proxy for attention allocation and gist comprehension together with scene and word recognition. It also considers whether academic English subtitles permit students enough time to look at both on-screen images and text. This study uses eyetracking data from seven student participants in the Faculty of Natural and Agricultural Sciences at the University of Pretoria. The students were offered subtitles in English, Afrikaans, isiZulu, and Sepedi. However, the participants who volunteered for the study selected largely English and Afrikaans subtitles, and the isiZulu and Sepedi subtitles were unfortunately not utilised during this particular study. This paper concludes that the participants preferred English subtitles and remembered certain concepts from the videos better when their focus was on the subtitles themselves rather than exclusively on the on-screen image. [ABSTRACT FROM AUTHOR]

This paper focuses on how will capital markets look like in the future, identifying the new trends in this field. Given the fact that the main challenges of our time are finacing the transition to a green and low-carbon economy and dealing with digital disruption, the future capital markets will be digital due to innovation by technologies such as automated advice, robo-advisory service which involves a low cost of the financial advice service. Also the future of capital markets can be defined by the trading algorithms which quickly process information in high-frequency trading and by the distributed ledgers technology (DLT), which could change the backbone of the stock market, considering that modern technology enables stock markets to be faster and more complex than ever. As we gaze into the future of capital markets, one of the most promising trends is the utilization of AI to promote sustainability in finance. This paper delves into the transformative potential of AI in reshaping capital markets, highlighting emerging trends and its profound impact on promoting sustainability in financial ecosystems. So, the capital markets will undoubtedly evolve in the future as technological advancements, particularly the integration of new and traditional artificial intelligence capabilities, transform the financial ecosystem into a faster, smarter, and more efficient system. [ABSTRACT FROM AUTHOR]

The Internet of Things (IoT) is an innovative technology used in manufacturing, environmental monitoring, home automation, human health applications, and other fields. IoT devices, however, are susceptible to various security risks. Cyber-attacks on IoT systems can halt the entire system, resulting in data loss. Intrusion Detection Systems (IDS) can quickly identify malicious activity that could have compromised the network's performance. Effective IDS and Intrusion Prevention System (IPS) are necessary to protect IoT systems. Blockchain technology presents another innovative method to strengthen security systems against the latest attacks. This paper focuses on conducting a Systematic Literature Review (SLR) on Blockchain-based Intrusion Detection/Prevention Systems in IoT Networks. We reviewed several relevant blockchain-based IDS and IPS proposed for IoT networks and their mechanisms. The most recent research articles, published between 2017 and 2022, were selected from several databases. Consequently, a comprehensive review of these selected papers sheds light on their techniques, advantages, and drawbacks. [ABSTRACT FROM AUTHOR]

This conceptual paper aims to investigate the interrelationship between intellectual capital (IC) and frugal innovation (FI) in higher education institutions (HEI), considering the mediating role of information technology (IT) capabilities. With many private HEI facing financial challenges, it is crucial to explore how IC can be effectively managed to achieve frugal innovation. By drawing on the knowledge-based view (KBV), this study examines key factors that influence intellectual capital and its impact on frugal innovation in HEI. The findings emphasize the importance of leveraging intangible assets in HEI to enhance their capabilities and address the dynamic business environment. Specifically, the study highlights the need to identify the extent to which HEI can exploit IT capabilities to develop intellectual capital aligned with the criteria of frugal innovation for value creation. This research contributes to the development of evolving approaches in IC knowledge for effective IC management and highlights the benefits for HEI, including a focus on core functions, stronger integration with industry and local/international communities, and enhanced operational efficiency. By shedding light on the formalization, capture, and leveraging of intangible assets, rather than solely focusing on tangible assets, HEI can achieve frugal innovation. Overall, this paper provides a novel perspective by bridging the gap between frugal innovation and IC research in the context of HEI. It highlights the mediating role of IT capabilities in the relationship between IC and frugal innovation, adding valuable insights to the existing literature and contributing to the ongoing scholarly discourse in this field. [ABSTRACT FROM AUTHOR]

In the current era of Industry 4.0, many new technologies offer manufacturing industries to achieve high productivity. Augmented Reality (AR) is one of the emerging technologies that has been adopted in industries to aid users in acquiring complex skills and carrying out many complicated tasks such product assembly and maintenance. Nevertheless, most AR applications have been developed without clear understanding of how such technology can facilitate improved learnability in terms of knowledge reusability. This paper proposed an enhanced AR-based training system that provides multimodal information with a contextualized information to improve task comprehension and knowledge reusability compared with traditional AR that presents unimodal and decontextualized information. An empirical test was carried out to assess the task performance and the task learnability aspects of this enhanced AR compared to the traditional AR and the paper-based document. The experiment consisted of a training phase where participants carried out an electrical connection task of a sensor followed by a knowledge reuse phase where participants had to wire a second sensor using their previous training. A pre-test quiz was given before the experiment followed by the post-tests phase after the training. Post-tests consist of one post-test given directly after the experiment (short-term retention test) and a second post-test quiz given one week later (long-term retention test) to measure information retention. The results indicated that AR-based approaches could enhance knowledge acquisition by around 18 % for traditional AR and almost 25 % for enhanced AR as compared to paper-based approach. While all training systems achieved relatively equivalent well for short-term retention test, trainees who used the enhanced AR training systems statistically outperformed those in the paper-based group for long term retention test. Furthermore, there was a positive correlation between the score of short-term retention test and the score in the knowledge reusability which was also shown by the higher scores in knowledge reusability for the enhanced AR training system compared to the other two approaches. These findings are discussed in relation to the Industry 5.0′s human centric core value. [ABSTRACT FROM AUTHOR]

The rapidly evolving landscapes of healthtech and medtech present unique challenges for entrepreneurship education, necessitating a specialized pedagogical approach. This paper explores pedagogical frameworks and the multifaceted barriers faced by educators in these domains. The cases presented emphasize the complexity and regulatory environment, the need for interdisciplinary knowledge, and the fast-paced technological advancements. Moreover, the convergence of medical knowledge with technological expertise demands a cross-disciplinary teaching strategy, complicating the traditional entrepreneurial education model. Additionally, the accelerated pace of technological change in healthtech and medtech outstrips conventional teaching methodologies, necessitating continuous curriculum updates and the incorporation of real-time industry developments. By addressing the current pedagogical challenges, entrepreneurship education in healthtech and medtech can more effectively equip students with the skills and knowledge needed to innovate and succeed in these highly specialized fields. [ABSTRACT FROM AUTHOR]

The Nigerian silk industry, once a major economic contributor, has faced a significant decline due to various economic, environmental, and technological challenges. The objective of this review paper is to investigate the potential for technological innovations and provides a comprehensive pathway to revitalize the silk industry in Nigeria focusing on modern techniques in mulberry cultivation, biotechnological interventions for pest and disease management, and the impact of government policies in promoting eco-friendly technologies. The review also considers recent developments in automation and mechanization, highlighting their potential to boost productivity and sustainability. Case studies of successful technology and sustainability integration in sericulture from other countries are analyzed to draw relevant lessons for Nigeria. The review examines the environmental impact of traditional sericulture practices and how sustainable methods can mitigate these effects. Policy recommendations to support sustainable sericulture are discussed, emphasizing the role of public-private partnerships in driving industry innovation. By prioritizing recent literature, this review offers current insights into the industry's state and provides strategic recommendations for stakeholders to foster a sustainable and technologically advanced sericulture sector in Nigeria. The ultimate goal is to revive the Nigerian silk industry through a balanced approach that integrates modern technology with environmental sustainability, ensuring long-term viability and economic growth. [ABSTRACT FROM AUTHOR]

The COVID-19 pandemic has profoundly reshaped postgraduate medical education, driving immediate and significant adaptations in teaching methodologies and educational frameworks. This review examines the multifaceted transformations within medical education environments, particularly in response to the pandemic. Through a structured narrative review of recent literature, we identify key lessons learned and the subsequent shifts in educational practices. Our analysis underscores the critical importance of flexibility in educational delivery, the integration of technology, and the emphasis on mental health and resilience among medical trainees. We also explore the challenges and successes associated with maintaining equality and diversity in a rapidly evolving educational landscape. The findings highlight the necessity for continuous professional development and robust support systems to navigate future challenges effectively. Recommendations are provided for educational institutions to enhance adaptability, foster inclusive learning environments, and prepare for unforeseen global health emergencies. This study aims to contribute to the ongoing discourse on optimizing postgraduate medical education to better prepare health professionals for a dynamic and uncertain future. Plain Language Summary: The COVID-19 pandemic and rapid technological advancements have significantly changed postgraduate medical education. This paper looks at how medical education has adapted to these changes, focusing on the impact of the COVID-19 pandemic. By reviewing recent studies, we identify important lessons and changes in how medical education is delivered. Key findings include the need for flexible teaching methods, the use of technology in education, and the importance of supporting the mental health and resilience of medical trainees. We also discuss the challenges and successes in maintaining equality and diversity in this changing educational environment. Our study emphasizes the need for ongoing professional development and strong support systems to handle future challenges. We provide recommendations for educational institutions to become more adaptable, create inclusive learning environments, and be better prepared for future global health crises. This study aims to help improve postgraduate medical education, ensuring that health professionals are well-prepared for a dynamic and uncertain future. [ABSTRACT FROM AUTHOR]

E-commerce platforms play a crucial role in facilitating transactions between buyers and sellers, with technological advancements significantly influencing consumer behaviors. Efficiently managing product catalogs is essential, particularly for identifying and matching products across various channels. This paper explores deep learning techniques for product matching, leveraging both text and image modalities to enhance the accuracy and efficiency of this process. We propose a novel approach using a branch neural network embedding space integrated with K-nearest neighbors (KNN), treating image and text as distinct modalities. For text embedding, we utilize pre-trained BERT and CharacterBERT models, while for image embedding, we employ EfficientNet. Our methodology incorporates the ArcFace loss function to enhance intra-class compactness and inter-class discrepancy, thereby improving classification performance. Our results demonstrate that integrating multimodal embeddings with advanced loss functions like ArcFace significantly enhances the performance of product matching systems. This approach offers valuable insights for developing robust e-commerce platforms. [ABSTRACT FROM AUTHOR]

The growth of 3D construction printing needs appropriate integration into the planning and execution phases of building projects. With this aim, the Architecture, Engineering, and Construction sector (AEC) has been increasingly adopting building information modeling (BIM) systems to synchronize design and construction processes. This study proposes a technical workflow to manage 3D construction printing into BIM models, evaluating various procedures according to construction element features. Based on mature software platforms, the research details the data transfer process using a case study of a single-story home. The case delves into design procedures for constructing walls of varied shapes, adjustments in width, joints, openings, textures, fillings, and the insertion of reinforcements and services while also discussing requirements of other building elements. Work steps for managing design information and controlling printing machines are described. The study's outcome presents a comprehensive information flow, encompassing model segmentation, geometric data transfer, adjustments of details, and the generation of printing paths. Then, it is offered a discussion that underlines the importance of a synergistic digital information flow that merges both design and execution phases, promoting construction efficiency and the embrace of innovative technologies. The contribution of the paper focuses on technical design strategies for 3D construction printing, but also on suggesting an integrated process. [ABSTRACT FROM AUTHOR]