SACM - United Kingdom

Permanent URI for this collectionhttps://drepo.sdl.edu.sa/handle/20.500.14154/9667

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    Evaluating Text Summarization with Goal-Oriented Metrics: A Case Study using Large Language Models (LLMs) and Empowered GQM
    (University of Birmingham, 2024-09) Altamimi, Rana; Bahsoon, Rami
    This study evaluates the performance of Large Language Models (LLMs) in dialogue summarization tasks, focusing on Gemma and Flan-T5. Employing a mixed-methods approach, we utilized the SAMSum dataset and developed an enhanced Goal-Question-Metric (GQM) framework for comprehensive assessment. Our evaluation combined traditional quantitative metrics (ROUGE, BLEU) with qualitative assessments performed by GPT-4, addressing multiple dimensions of summary quality. Results revealed that Flan-T5 consistently outperformed Gemma across both quantitative and qualitative metrics. Flan-T5 excelled in lexical overlap measures (ROUGE-1: 53.03, BLEU: 13.91) and demonstrated superior performance in qualitative assessments, particularly in conciseness (81.84/100) and coherence (77.89/100). Gemma, while showing competence, lagged behind Flan-T5 in most metrics. This study highlights the effectiveness of Flan-T5 in dialogue summarization tasks and underscores the importance of a multi-faceted evaluation approach in assessing LLM performance. Our findings suggest that future developments in this field should focus on enhancing lexical fidelity and higher-level qualities such as coherence and conciseness. This study contributes to the growing body of research on LLM evaluation and offers insights for improving dialogue summarization techniques.
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    Translator as Facilitator: Translating 'Harry Stottlemeier's Discovery' for Saudi Arabian Children
    (University of Edinburgh, 2024) Alsowaileh, Ilham; Mouazen, Marwa
    This dissertation explores the role of the translator as a facilitator within the context of translating "Harry Stottlemeier's Discovery" by Matthew Lipman for Saudi Arabian children. It examines the integration of Philosophy for Children (P4C) principles in educational settings, emphasizing the development of critical thinking and philosophical dialogue among young learners. The research highlights the necessity of manipulating poetic and ideological content to align with Saudi cultural norms while fostering an engaging and relatable learning experience. A comprehensive analysis of translation strategies reveals the complexities of adapting philosophical texts to diverse cultural contexts, ensuring both accessibility and relevance for the target audience. Ultimately, this study contributes to the broader field of educational translation and the global dissemination of P4C principles, aiming to enhance the intellectual autonomy of children within conservative environments.
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    3D-Printed Polycaprolactone Scaffolds for Temporomandibular Joint: Focus on Anatomical Precision
    (The University of Edinburgh, 2025) Alharbi, Saud; Paxton, Jennifer
    Background: Temporomandibular joint disorders (TMDs) significantly affect jaw function, leading to pain and compromised quality of life. Existing treatments, ranging from non-invasive therapies to surgical interventions, often fail to provide lasting solutions due to the complex anatomy and biomechanics of the TMJ. Aims: This study aims to develop anatomically precise 3D-printed polycaprolactone (PCL) scaffolds for TMJ tissue engineering, addressing current treatment limitations by providing a tailored approach that enhances the accuracy of fit and promotes tissue regeneration. Materials and Methods: The TMJ discs were prepared and scanned using structured-light 3D scanning technology to capture detailed anatomical features. PCL scaffolds were then fabricated using 3D printing techniques. Gross morphometrics measurements and statistical analyses were conducted to evaluate the accuracy and reproducibility of the printed scaffolds. Additionally, tissue culture experiments were performed to assess cell attachment and proliferation on the PCL scaffolds. Results: The structured-light 3D scanning provided high-resolution models of the TMJ discs, which were successfully used to produce precise PCL scaffolds. The morphometric analysis demonstrated that the scaffolds closely replicated the native disc's dimensions. Statistical analysis confirmed the reproducibility of the 3D printing process. Tissue culture experiments indicated zero cell attachment and growth on the PCL scaffolds, suggesting that significant modifications are needed to enhance their potential for supporting tissue regeneration. These findings highlight the necessity for further refinement in using 3D-printed scaffolds Conclusion: The study highlights the feasibility of using 3D-printed PCL scaffolds for TMJ tissue engineering. The anatomical precision achieved through structured-light 3D scanning and advanced printing techniques represents a significant advancement in developing personalized treatments for TMDs. Future research should focus on validating the clinical applicability of these scaffolds.
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    Simplifying IoT Application Deployment in Edge Computing Environment
    (newcastle university, 2019) Daghistan, iIsmail; Ranjan, Rajiv
    Currently, deploying IoT Application in Edge Computing Environment is facing many challenges. For instance, the limited capabilities of Edge device alongside distributed nature of its Environment where all Edge devices needs to be programmed separately. As a result, edge Environment deployment tools needs to be lightweight and able to orchestrate the deployment effectively. Therefore. I decided to deploy Edge Computing Environment by using docker. Docker proved to be the most suitable tool. This is because Docker is lightweight and ability to run on the Edge . Then, I decided to simplify the deployment by using scripting, to allow the deployment to take place in on device rather than programming several devices. Finally, I will use REST api to capture the user’s requirements to generate and run a script based the that requirements. This will the user to deploy the Edge Environment with a single URL request.
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    Fire Spread on modern External Façade Cladding in Multi-storey Buildings in the Middle East region.
    (Ulster University, 2024-09-06) Alhajry, Salaf; Nadjai, Ali
    This study investigates the fire performance of commonly used façade cladding materials in the Middle East, addressing critical fire safety concerns in the region's rapidly developing modern buildings. Four cladding samples (A, B, C, and D) were subjected to a comprehensive series of tests, including Cone Calorimeter, Bomb Calorimeter, Fourier-Transform Infrared Spectroscopy (FTIR), and Thermogravimetric Analysis (TGA) in both air and nitrogen atmospheres. Additionally, Fire Dynamics Simulator (FDS) was employed to model fire scenarios under different ventilation conditions. Results indicate that Sample B consistently demonstrated superior fire resistance across all tests, with Sample C showing encouraging but inconsistent performance. Sample A exhibited moderate performance, while Sample D performed consistently poorly, indicating its unsuitability for cladding applications. TGA and FTIR analyses showed that all samples contained significant amounts of combustible materials in their inner cores, primarily low density polyethylene (LDPE), highlighting the critical role of fire-resistant outer layers. Ozone model and FDS simulations described the potential impact of ventilation on fire dynamics, with multi-opening scenarios showing more a predictable fire behaviour compared to single-opening scenarios. The study also showed differences between standardized material tests (TGA) and simulated fire conditions (FDS), stressing the need for more elaborated testing methodologies in material evaluation. These findings have significant implications for building regulations, material selection, and fire safety strategies in The Middle East in general and Saudi Arabia in particular. The research recommends the need to prioritize materials having highly resistant outer layers relying on multifaceted testing approaches, and carefully considering ventilation strategies in building design. Future research directions include the need to develop climate-specific cladding materials and conducting large-scale fire tests to validate laboratory findings under local environmental conditions. This research contributes to improve the fire safety in the Middle East modern buildings and provides a framework for evaluating cladding materials in regions with similar climatic and construction characteristics.
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    The evolution of Convenience and the Transition from Traditional to Online Consumer Experiences : Exploring Perceptions in the Synergy Between Strategic Branding, Social Media, and Online Purchases of Luxury Dessert Products
    (University of Strathclyde Business School, 2024) Alhalwani, Abdelrahman; Pyper, Keith
    This MSc research aims to explore the interaction between key identified elements of strategic branding, social media engagement, and online communications within the luxury dessert market, evaluating consumer behavior and perceptions. The study aims to achieve the following primary objectives: 1. To examine the impact of strategic branding strategies employed by luxury dessert brands on consumer preferences. 2. To analyze the role of social media platforms in shaping consumer perceptions related to luxury dessert products. 3. To investigate the influence of product presentation on consumer behavior among consumers in the luxury dessert sector. 4. To examine how communications in branding and social media influence customer perceptions The results were then categorized into the following two main themes: 1. Impact of Strategic Branding and Packaging on Consumer Preferences 2. Role of Social Media in Shaping Consumer Perceptions & Behavior The context and background of this dissertation are to assist future entrepreneurs in this niche sector seeking to establish a presence. The luxury dessert market can be distinguished from non-luxury brands due to its focus on exclusivity, quality, sophisticated presentation, and perhaps artificial scarcity. Thus, the research guides future luxury brands to use branding strategies and social media to appeal to customers, while also observing how product presentations affect purchasing decisions. Readers should concentrate on how luxury brands leverage strategic branding elements i.e. quality, reputation, etc. The reader should focus on how content that draws an emotional response from them (whether positive or negative); and examine how social media strategies can enhance or undermine a brand's image. Finally, the focus should be shifted toward how luxury brands utilize packaging and design elements to create a sense of value that influences purchasing behavior. This research utilized a qualitative research method using semi-structured interviews as a data collection method. The results were then assessed using the thematic analysis framework. Strategic branding heavily influences consumer preferences, and brands that highlight quality assurance along with a strong brand reputation were preferred. Another interesting fact was that familiarity with the brand also plays a pivotal role in consumer choice. Results also indicated that social media presence and the type of content published heavily shape perceptions. Participants noted that engaging and conscious messaging was effective despite the noticeable skepticism toward influencer endorsements. Brands that maintain consistency and transparency tend to build more trust with consumers. Conversely, a correlation can be drawn that since many participants were less engaged with social media, perhaps traditional advertising may still hold a significant value.
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    The Impact of Corporate Governance on Financial Performance in Saudi Listed Companies
    (University of Sussex, 2024-09) Madini, Numair; Madini, Numair
    This dissertation investigates the impact of corporate governance on the financial performance of Saudi-listed companies, focusing on key governance elements such as board independence, executive compensation, audit committee effectiveness, transparency, and internal controls. With Saudi Arabia's Vision 2030 serving as a backdrop, this study aims to understand how recent governance reforms and practices contribute to the financial outcomes of companies in a rapidly evolving economic environment. The research adopts a quantitative approach, analyzing data from a representative sample of Saudi-listed firms across various sectors. The findings reveal that robust corporate governance practices are strongly correlated with improved financial performance. Specifically, the presence of independent directors on company boards is associated with higher returns on equity and assets, underscoring the importance of unbiased oversight in corporate governance. Similarly, executive compensation that aligns with company performance positively influences long-term financial success, although the design of such compensation packages must carefully balance short-term and long-term incentives. Effective audit committees, characterized by their independence and financial expertise, play a critical role in ensuring the integrity of financial reporting and internal controls. The study also highlights the importance of transparency in financial reporting, with companies that adhere to stringent disclosure practices attracting more investment and enjoying lower capital costs. Additionally, strong internal controls and proactive risk management practices are essential for 2 maintaining financial stability and resilience in an increasingly complex and volatile business environment. The dissertation concludes that as Saudi Arabia continues to pursue its Vision 2030 goals, the adoption of global best practices in corporate governance will be crucial in achieving sustainable growth, attracting foreign investment, and ensuring the long-term success of its corporate sector. The findings provide valuable insights for corporate leaders, policymakers, and researchers, contributing to the ongoing development of corporate governance practices in Saudi Arabia and other emerging markets.
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    AI-Driven in Education: Pioneering the Future of Learning
    (University of York, 2024) Almuzayn, Majd; Ward, Tony; Ellison, Peter
    Background The research investigates how AI-driven models may affect admissions to UK universities, with a specific emphasis on how these models may affect diversity, fairness perceptions, and the effectiveness of the admissions process when compared to more conventional approaches. The increasing use of AI technologies in a variety of fields, including education, and the pressing need to comprehend how these technologies affect fairness and openness in admissions procedures are the driving forces behind this work. The main study topic seeks to determine if AI systems can reduce biases in admissions decisions and how they affect perceptions of fairness across various demographic groups. Methods Using structured online surveys, data were collected from four groups, including students, parents, academic staff, and professionals, to investigate these questions using a quantitative methodology. Important variables including opinions about fairness, trust in AI systems, privacy concerns, and demographic data were all intended to be included in the survey. This strategy made it easier to gather statistically meaningful data, which enabled a thorough examination of the answers and patterns across various groups in admissions decisions. Results Diverse viewpoints regarding AI-driven admissions systems were found in the study from the key groups. Students had moderate confidence about these systems' fairness and expressed worries about potential biases and data privacy. Parents were cautious, prioritising transparency and trust in conventional admissions procedures. Professionals accepted AI's efficiency but were dubious about its capacity to eliminate biases; they continued to look for additional proof. Academic staff held similar opinions, acknowledging AI's potential to enhance admissions while also raising concerns about its impact on diversity and fairness. Discussion These results hold importance for how AI will be going forward to be put into use in college admissions going forward. To build confidence among, academic professionals' cautious position highlights the need for additional improvement and transparency in AI systems. The research also emphasises how crucial it is to include a variety of viewpoints in the implementation and development of the AI-driven admissions process since the current approaches do not adequately capture the complexities of effectiveness and fairness. Overall, this study emphasises the necessity for ethical concerns and inclusive practices when the technology is used in admissions, which adds insightful information to the ongoing conversation about AI in education. Key Words AI-driven admissions, fairness, diversity, bias, quantitative methodology, participants perceptions, educational technology, UK universities.
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    MSc Dissertation Report
    (Sheffield Hallam University, 2024-09-05) Alghamdi, Ali; Shobayo, Olamilekan
    The present study assesses how Big Data technology has affected healthcare with regard to telemedicine and demographic disparities among Medicare beneficiaries. This research has discovered large demographic variations in the use of telehealth across many demographic variables, alluding to the fact that it is oriented toward women, urban residents, and non-Hispanic whites more than their counterparts. It is demographic insight that allows one to understand the need for targeted interventions to close the gap in telehealth access and use. Among the important recommendations based on the findings are those that aim at improving the enhancement of digital literacy and access among older adults. This is attained through the development of user-friendly telehealth platforms, community-based training in telehealth, and support systems made up of family members and caregivers. It is also critical to invest more in broadband infrastructure, alter policies for reimbursement parity, and implement mobile health units across rural areas in order to reduce the urban-rural disparities with regard to telehealth usage. This involves the promotion of gender-inclusive strategies, mainly through the reduction of racial and ethnic disparities related to telehealth adoption. The techniques in achieving this include targeted outreach programs, training of healthcare providers to promote the use of telehealth in men with prostate cancer, and culturally competent programs that have the capacity to take care of various racial and ethnic groups. Further monitoring and richer data analysis may continue to shed light on the barriers to telehealth use across demographic groups, further ensuring there is equal access to care.
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    Business Analysis Report Hikma Pharmaceuticals and AstraZeneca
    (University of Sussex, 2024) Almousa, Tareq; Hawas, Amira
    This report presents a comprehensive business analysis of Hikma Pharmaceuticals and AstraZeneca, two prominent players in the global pharmaceutical industry. Despite differences in scale, regional market focus, and product portfolios, both companies have demonstrated resilience and growth within a competitive and rapidly evolving sector. Through a detailed examination of their financial performance, strategic initiatives, R&D investments, and market positioning, this report highlights the unique strengths, challenges, and competitive advantages of each company. It also explores how regulatory factors, innovation in drug development, and global healthcare trends impact both firms. The findings aim to provide insights into how each company adapts to external pressures, fosters innovation, and leverages strategic partnerships to enhance its market share and ensure long-term profitability.
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