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Articles 23731 - 23760 of 1111717
Full-Text Articles in Entire DC Network
A Bim-Based Flexible Flow Shop Framework For Scheduling Linear Infrastructure Projects, Mahmoud Mohamed Elbassuony
A Bim-Based Flexible Flow Shop Framework For Scheduling Linear Infrastructure Projects, Mahmoud Mohamed Elbassuony
Theses and Dissertations
Repetitive, multi-stage linear projects, such as pipelines or highways, are primarily impacted by spatial and resource constraints during their execution. Cost overruns, delays, and inefficient resource allocation make construction management for such projects complex. Traditional scheduling techniques, such as Critical Path Method (CPM) and Line of Balance (LOB), are less efficient for scheduling dynamic, complex, and multi-objective projects. There are more advanced scheduling methods that can be applied as a decision-making process to determine the optimal timing of activities and achieve other objectives. One of those techniques is the Flexible Flow Shop model (FFS), which can be effectively applied to …
Experimental Data: Sloshing In A Circular Tank, Stuart Colville, Francesco Gambioli, Deborah Greaves, Yeaw Chu Lee
Experimental Data: Sloshing In A Circular Tank, Stuart Colville, Francesco Gambioli, Deborah Greaves, Yeaw Chu Lee
Faculty of Science and Engineering Datasets
This experimental dataset was generated as part of a PhD research project on liquid sloshing for next-generation aircraft fuel tank applications (EP/W522223/1). It comprises three distinct experimental campaigns designed to characterise sloshing behaviour under a range of controlled dynamic conditions with water-air. A circular tank under forced horizontal excitation. A circular tank under forced vertical excitation. A circular tank under high-acceleration vertical excitation. Together, these campaigns provide a comprehensive set of measurements capturing fluid response in a circular tank across varied excitation modes and acceleration regimes. The dataset is intended to support further research, model validation, and the development of …
Negotiating Tradition And Modernity: An Ethnographic Study Of Leadership And Collaboration In Acehnese Islamic Higher Education, Basri Basri, Mujiburrahman Mujiburrahman, Mohammad Nasir, Muhammad Nazar
Negotiating Tradition And Modernity: An Ethnographic Study Of Leadership And Collaboration In Acehnese Islamic Higher Education, Basri Basri, Mujiburrahman Mujiburrahman, Mohammad Nasir, Muhammad Nazar
The Qualitative Report
This ethnographic study explored the relationship between State University Institutes (SUIs) and Ulama Dayah (Islamic scholars) as mutual co-existing beneficiaries in an Islamic educational organization in Aceh, Indonesia. While the relationship is characterized by a shared commitment to Islamic education, tensions simmer regarding leadership styles and the balance between tradition and modernity. This study is guided by the following research questions: (a) How do SUI leaders in Aceh perceive and manage the inherent tensions between upholding Islamic values and adapting to contemporary demands? (b) How do these leaders reconcile the potentially competing expectations of religious and secular stakeholders? (c) How …
Fly Ash Proppant Developed For Hydraulic Fracturing, Raz Rzgar Haydar
Fly Ash Proppant Developed For Hydraulic Fracturing, Raz Rzgar Haydar
Theses and Dissertations
Proppants are critical components in hydraulic fracturing, used to maintain fracture conductivity and enhance reservoir stimulation. In high-pressure and harsh reservoir environments, the use of high-strength proppants is essential to ensure well performance. Conventional proppants, being sand, ceramic, and sintered bauxite can be expensive, and their use often requires costly fracture fluids. This study investigates the possibility of utalizing fly ash geopolymers as a sustainable alternative that is also cost-effective for proppants manufacturing. Fly ash, a by-product from the combustion of coal and other materials, was explored as a base material for proppants, utilizing an alkaline solution as an activator …
Harnessing Ml And Iiot For Traceability In Continuous Production Systems: A Conceptual Framework, Kholoud M. Abdelaal
Harnessing Ml And Iiot For Traceability In Continuous Production Systems: A Conceptual Framework, Kholoud M. Abdelaal
Theses and Dissertations
In the era of rapid technological advancement, the manufacturing sector faces increasing pressure to leverage emerging technologies to enhance operational efficiency and minimize waste. In this context, traceability plays a pivotal role, as it provides complete visibility of processes and products throughout manufacturing systems, enabling them to identify areas for improvement and take corrective actions accordingly. Additionally, traceability ensures compliance, supports product recalls, provides a clear understanding of the system’s performance, and enables fact-driven decision-making in multiple aspects of the manufacturing system. Although the broad spectrum of traceability applications in batch production-based plants, traceability remains challenging to achieve in continuous …
Cancer Vaccine Targeting Mutated Gnaq-Expressing Uveal Melanoma, Vitali Alexeev, Mizue Terai, Sergei Koshkin, Olga Igoucheva, Takami Sato
Cancer Vaccine Targeting Mutated Gnaq-Expressing Uveal Melanoma, Vitali Alexeev, Mizue Terai, Sergei Koshkin, Olga Igoucheva, Takami Sato
Department of Medical Oncology Faculty Papers
Background/Objectives: Uveal melanoma (UM) is the most common intraocular malignancy in adults. Although brachytherapy of the primary tumor provides an approximate 80% five-year survival, with time, nearly half of patients experience predominant liver metastases. It was proposed that malignant cells migrate early and stay dormant as they adapt to the liver microenvironment. We propose that cancer vaccine-mediated activation of UM-targeted immunity in primary UM patients could prevent progression of metastatic disease from dormant cells or malignant seeds. Thus, this study explored DNA vaccination as a measure to educate the immune system to recognize the most common UM-associated Q209L tumor driver …
Digital Replica For Trustworthy Cooperative Autonomous Vehicles, Hady Farahat
Digital Replica For Trustworthy Cooperative Autonomous Vehicles, Hady Farahat
Theses and Dissertations
Trust in an automated system can be defined as confidence in a vehicle's reliability, safety, and predictability, which is essential for the acceptance and widespread adoption of fully autonomous vehicles (FAVs); without it, users might disengage from using autonomous vehicles or reject the technology altogether. Most of the previous research has focused on trust from an ego vehicle perspective.
However, next-generation vehicles are becoming more autonomous and connected, relying on vehicle-to-vehicle technology and vehicle-to-infrastructure technology with no human intervention. Hence, trust becomes more complex and fragile as multiple agents interact with each other, and it might become harder to establish …
Cognivault: Enabling Privacy-Aware Cognitive Distortion Detection In Intelligent Mental Health Applications, Mariam Dawoud
Cognivault: Enabling Privacy-Aware Cognitive Distortion Detection In Intelligent Mental Health Applications, Mariam Dawoud
Theses and Dissertations
Mental health applications are increasingly leveraging intelligent systems to sup- port psychological well-being, yet preserving user privacy remains a major concern. This thesis presents CogniVault, a secure ecosystem for cognitive distortion data. The framework includes Cognify, a mobile journaling application that detects cog- nitive distortions in user-written journal entries using a locally deployed machine learning model. Cognitive distortions are maladaptive thought patterns such as catastrophizing or personalization, which the app identifies to provide therapeu- tic insights. To ensure privacy-preserving data analytics, CogniVault includes the design and implementation of a hybrid security architecture, PRISM-HDI, that combines Paillier Homomorphic Encryption (HE), Differential …
Targeting The Cd47/Calreticulin Axis In Triple Negative Breast Cancer Using Ha Grafted Chitosan Nanoparticles Loaded With Doxorubicin And Polygodial, Hadir M. Emara
Theses and Dissertations
Background: Triple-negative breast cancer (TNBC) is considered the most aggressive subtype of breast cancer. Although progress in cancer treatment has led to better results for different types of breast cancer, TNBC remains particularly challenging due to persistent resistance to both chemotherapy and immunotherapy. This resistance ultimately renders chemotherapy less effective and is frequently associated with substantial side effects. Immunosurveillance significantly impacts the onset of cancer, the rise of resistance to therapies, and the likelihood of tumor recurrence. In this immunomodulatory process, Cluster of Differentiation 47 (CD47) and Calreticulin (CALR) are two key regulators. CD47 expression is strongly linked to anti-phagocytic …
Copper Metal Organic Framework-Based Nanomaterial For Non-Enzymatic Glucose Electrochemical Sensor, Sameha Mohamed Sadek
Copper Metal Organic Framework-Based Nanomaterial For Non-Enzymatic Glucose Electrochemical Sensor, Sameha Mohamed Sadek
Theses and Dissertations
This thesis examines the development of non-enzymatic glucose sensors by engineering advanced electrode materials based on metal-organic frameworks (MOFs). Conventional enzymatic glucose sensors, although widely used, suffer from inherent limitations, including poor long-term stability, narrow operating conditions, and sensitivity to environmental factors, due to their reliance on biological enzymes. Non-enzymatic sensors offer a more robust alternative by enabling direct electrochemical oxidation of glucose on engineered electrode surfaces. MOFs represent a highly tunable class of hybrid materials with structural and chemical features that are ideal for sensor applications, including a high surface area, tailored porosity, and excellent thermal and chemical stability. …
The Philosophy Of Selling Community: Developer Narratives And Resident Experiences Of Privacy And Community In Gated Communities In Cairo, Yosr Samir Raghib
The Philosophy Of Selling Community: Developer Narratives And Resident Experiences Of Privacy And Community In Gated Communities In Cairo, Yosr Samir Raghib
Theses and Dissertations
Gated communities have become a global urban form with diverse impacts on their inhabitants. In recent years, Cairo has been expanding to the edges, and land that has always been a desert is now rapidly transforming into new cities that people are leaving their homes in the center of the city to move to seeking seclusion, security, privacy, and sense of community. Despite the tension proven between privacy and community, developers attempted to sell both concepts to coexist in gated communities in different manners to express their unique brand. Both concepts are defined differently by each developer, resulting in different …
Teachers’ Perception And Challenges Of Online Education In Uae: A Quantitative Study, Ghadah Al Murshidi, Laila Mohebi, K. Kavitha, Roohi Kursheed Khan, Ahmed Al Zaabi
Teachers’ Perception And Challenges Of Online Education In Uae: A Quantitative Study, Ghadah Al Murshidi, Laila Mohebi, K. Kavitha, Roohi Kursheed Khan, Ahmed Al Zaabi
All Works
This study analyzes survey data from teachers in UAE educational institutions to examine their perceptions towards the benefits and challenges of online learning, with a focus on student engagement, technical barriers, and instructional effectiveness. In light of changing educational paradigms, the study examines teachers’ perceptions of online learning success and the challenges it presents, including technical issues, concerns about student involvement, and academic integrity. A survey was conducted among teachers in the UAE to gather data on online education, ensuring representation across genders, age groups, educational backgrounds, and geographic areas. The study highlights the benefits of online learn-ing, including its …
The Ai Academic Integrity Dichotomy: A Gender Lens, N. Sayegh, S. Larloulian, A. C. Elias, Leila Halawi
The Ai Academic Integrity Dichotomy: A Gender Lens, N. Sayegh, S. Larloulian, A. C. Elias, Leila Halawi
Publications
Using a gender lens, this research explores the intersection of artificial intelligence (AI) educational tools and academic integrity. Studies suggest gender differences exist in academic dishonesty rationalization, with males potentially exhibiting more opportunistic behaviors. This qualitative study collected data through 30-minute face-to-face semi-structured interviews, recorded with consent, and analyzed thematically. Four significant themes emerged: Gender Perspectives on AI Tool Usage, Patterns of AI Tool Utilization, Academic Integrity Concerns, and Implications of Academic Dishonesty. The results indicate that educational establishments should adopt responsible AI governance frameworks and ethical guidelines to uphold academic standards while promoting scholarly integrity and institutional trust.
Design Of Novel Formwork System And Development Of Numerical Model For Comparison Between Formwork Systems, Ahmed Yehia Abdel Aziz El Sayed
Design Of Novel Formwork System And Development Of Numerical Model For Comparison Between Formwork Systems, Ahmed Yehia Abdel Aziz El Sayed
Theses and Dissertations
The formwork industry has witnessed major breakthroughs in the last decades. However, they required huge amount of materials leading to negative environmental impacts. Also, the commercially available systems have big number of accessories and requires the extensive use of units to cover the areas to be poured. There was an attempt to target all these disadvantages by introducing the Funicular Arched Steel Truss (FAST) system. However, this system had its own drawbacks, and this is why the researcher introduced an extendable version named the “Extendable Funicular Arched Steel Truss (EAST) system.”
To reach the final version of the EAST design, …
Managing Capacity Development For Administrative Staff In Higher Education Institutions: A Case Study Of The American University In Cairo, Amal Gamal Kaldas
Managing Capacity Development For Administrative Staff In Higher Education Institutions: A Case Study Of The American University In Cairo, Amal Gamal Kaldas
Theses and Dissertations
Capacity development (CD) is a fundamental factor in the success of an organization, particularly in the initiation of higher education (HEIs) where administrative staff have a significant role in operational functions. This thesis presents several aspects that shape the capacity development for administrative staff in higher education institutions and the foundation of theories that relate to CD. Focusing on The American University in Cairo (AUC) as a case study to explore the current CD programs, how the administrative staff perceive the CD programs, and the challenges that hinder AUC in implementing these programs, and how AUC manages these programs. A …
Egypt’S Strategic Hedging In Economics With The United States And China From 2014-2024, Abigail Flynn
Egypt’S Strategic Hedging In Economics With The United States And China From 2014-2024, Abigail Flynn
Theses and Dissertations
This research aims to explain how Egypt is able to engage economically with two internationally competitive powers, the United States and China, using the theoretical framework of strategic hedging in the period of 2014-2024. While existing literature on strategic hedging is primarily focused on Southeast Asia and broadly deals with political hedging, this study applies the framework specifically to Egypt and is limited to economic relations. This research is significant because it identifies how Egypt is able to increase its economic engagement with the U.S. and China despite their competitive status and offers a novel argument which can be tested …
Assessing School Readiness For Social And Emotional Learning: A Study Of School Leadership Perceptions And Attitudes, Nahla Elharati
Assessing School Readiness For Social And Emotional Learning: A Study Of School Leadership Perceptions And Attitudes, Nahla Elharati
Theses and Dissertations
This study explores the integration of social and emotional learning (SEL) in a number of British schools across Egypt, focusing on how school leaders defined and perceived its importance in student development. Through in-depth interviews with twelve school leaders, this study found that school leaders’ definitions of SEL emphasized self- awareness, self-regulation, and relationship-building, alongside a strong focus on the real-life applicability of SEL both within school settings and in students’ future lives. School leaders also expressed positive attitudes toward the benefits of SEL, particularly its role in enhancing academic performance, promoting student well-being, improving peer relationships, and reducing bullying, …
Mechanical Characterization And Modeling Of Rat Myocardia Under The Influence Of Epirubicin, Abdallah Mahmoud Alkhaiyat
Mechanical Characterization And Modeling Of Rat Myocardia Under The Influence Of Epirubicin, Abdallah Mahmoud Alkhaiyat
Theses and Dissertations
Cancer remains a predominant health challenge that is responsible for a significant portion of global morbidity and mortality. Epirubicin (EPI), a chemotherapeutic anti-cancer drug, has shown remarkable efficacy in combating various malignancies. However, it is known to have undesirable side effects on the heart, collectively referred to as cardiotoxicity. This research investigates the adverse effects of chemotherapy on cardiac contractility through an in vitro examination of the mechanics of healthy and infarcted animal heart tissues. Electrically stimulated slices of rat ventricular tissue were tested using an isometric force measurement tissue bath. The tissue slices were subjected to uniaxial stretching, allowing …
Resilience By Design: A Multi-Metric Assessment Of Urban Vulnerability Across Human-Centric, Built, And Climatic Environment Dimensions, Karim Abdelhady
Resilience By Design: A Multi-Metric Assessment Of Urban Vulnerability Across Human-Centric, Built, And Climatic Environment Dimensions, Karim Abdelhady
Theses and Dissertations
Urban resilience and sustainability have emerged as fundamental imperatives in contemporary urban planning, as cities face mounting pressures from climate change, population growth, and increasing socio-economic disparities. Resilient urban systems are not only those that withstand shocks, but also those that ensure the long-term well-being, equity, and functionality of their environments. As such, advancing the capacity to systematically evaluate resilience across spatial and temporal scales is critical to informing adaptive, forward-looking planning strategies. Despite a growing body of research on urban resilience, prevailing approaches remain limited in scope and resolution. Many studies tend to examine resilience through isolated lenses—focusing either …
An Impact Assessment Of The Effectiveness Of Utilizing Informal Health Communication Interventions To Spread Health Recommendations And Change Public Perception, Lina Mohamed Ezzat Ahmed Abdel Mawgoud
An Impact Assessment Of The Effectiveness Of Utilizing Informal Health Communication Interventions To Spread Health Recommendations And Change Public Perception, Lina Mohamed Ezzat Ahmed Abdel Mawgoud
Theses and Dissertations
Brain health is an increasingly urgent but critically under-addressed public health priority in Egypt and the wider MENA region. Despite its centrality to aging, productivity, and overall quality of life, public understanding of brain health remains limited, and stigma continues to shape responses to dementia and cognitive decline. This study evaluates the effectiveness of informal, culturally adapted health communication as a tool to shift perception, increase awareness, and promote behavior change among non-medically trained adults in Egypt.
Grounded in global evidence on cognitive reserve, neuroplasticity, and the life-course approach to brain health, the intervention translated expert-informed brain health recommendations into …
Electronic Transport In Twisted Bilayer Tungsten Diselenides, Walid Zaher
Electronic Transport In Twisted Bilayer Tungsten Diselenides, Walid Zaher
Theses and Dissertations
This thesis investigates density waves (DWs) in twisted bilayer tungsten diselenide (tWSe₂) using a mean field approximation, with a focus on electron-electron interactions, and the system’s free energy at zero temperature. For the mean field approximation, the study initially employed same-spin nesting vectors, which were found insufficient to induce DWs formation. In contrast, when opposite-spin nesting vectors were used, DWs emerged, indicating that these vectors can support DWs formation. The plots were produced under perfect nesting conditions, where van Hove singularities (VHS) occur. At zero temperature, perfect nesting provides a complete picture of the upper limit of DWs formation, as …
Irrigation Efficiency In Green Wall Systems Utilizing Iot: Developing And Testing A Method To Optimize Water Use For Green Walls, Yomna Zaghloul
Irrigation Efficiency In Green Wall Systems Utilizing Iot: Developing And Testing A Method To Optimize Water Use For Green Walls, Yomna Zaghloul
Theses and Dissertations
This study investigates the application of an Internet of Things (IoT)-based automated irrigation system for green walls in Cairo, Egypt, assessing its impact on water conservation, energy consumption, and plant health across a three-month experimental period. The research compared a sensor-controlled drip irrigation system utilizing the ESP8266 microcontroller and real-time environmental monitoring against conventional timer-based irrigation methods. Water usage data revealed that the IoT system consistently achieved substantial savings—averaging nearly 60% less water consumption than the control group—without compromising overall plant vitality. Energy efficiency was also improved, with automated cycles reducing pump operating time by more than 50%. Plant growth …
A Virtual-Reality-Based Dental Simulator For Endodontics With Automated Formative Feedback, Yousef Salah Abo El Ela
A Virtual-Reality-Based Dental Simulator For Endodontics With Automated Formative Feedback, Yousef Salah Abo El Ela
Theses and Dissertations
Advancements in virtual reality (VR) and haptic technology are transforming the landscape of medical and dental education, offering new avenues for safe, immersive, and repeatable training experiences. Within dentistry, endodontics presents unique challenges for preclinical education due to anatomical complexity, limited access to extracted teeth, ethical concerns, and the shortcomings of conventional plastic models. Despite endodontics specific plastic teeth being available, they fall short of replicating the hardness of real extracted teeth, are relatively costly compared to generic plastic teeth, and are ultimately a disposable item which makes them inadequate as a sustainable long-term solution. Extracted teeth do a much …
Towards Decarbonizing Concrete Industry In Egypt: Material Alternatives, And Economic Viability, Reem Gamal
Towards Decarbonizing Concrete Industry In Egypt: Material Alternatives, And Economic Viability, Reem Gamal
Theses and Dissertations
The construction industry remains one of the largest contributors to global greenhouse gas emissions, with cement and steel production accounting for approximately 15% of total emissions. As global infrastructure demands continue to rise, there is an increasing need for practical tools that support low-carbon construction practices in line with international climate commitments. This research presents the development and testing of a mathematical, adaptable decision support system designed to assess both the environmental and financial impacts of material selection in concrete production. Focusing on life cycle stages A1 to A3, raw material extraction, transportation, and manufacturing, the decision support system enables …
A Computational Study Of The Chemomechanics Of Paracetamol Polymorphs: Towards Improving Drug Tabletability, Karim Nader Samra
A Computational Study Of The Chemomechanics Of Paracetamol Polymorphs: Towards Improving Drug Tabletability, Karim Nader Samra
Theses and Dissertations
The mechanical properties of pharmaceutical crystals are of great importance in tablet manufacturing. Also, knowing the mechanical properties of different polymorphs of the same crystal can reduce the overall production cost. In this study, computational work was done via performing density functional theory calculations on 3 paracetamol crystal polymorphs Form I, II, and III. Understanding the chemical bonding helps in predicting the key elastic properties for different crystallographic directions. In Form II, lattice vector C is dominated with the intermolecular hydrogen bond OH…O giving it the stiffest Young Modulus and the least Poisson’s ratio. Then comes the A-Axis which contains …
Digital Payment Adoption And Firm Performance In Egypt: An Empirical Study From The Digital Transformation Era In Mena, Alhussein M. Mowafi
Digital Payment Adoption And Firm Performance In Egypt: An Empirical Study From The Digital Transformation Era In Mena, Alhussein M. Mowafi
Theses and Dissertations
This study investigates the relationship between digital payment adoption and firm-level innovation and revenue performance in Egypt, using microdata from the Survey of Enterprise Digitization published by the Economic Research Forum (ERF). Digital transformation, specifically payments, has accelerated across emerging economies, yet empirical evidence on its firm-level impacts in the Middle East and North Africa (MENA) remains limited. The study is framed through the Technology-Environment-Organization (TOE) framework and is highly incorporated with the Solow Growth Model through indirect technological growth inputs in the Solow residual. To address this gap, the study employs probit and ordered logit models to examine whether …
Investigating The Risk Factors Affecting The Control Of Diabetes And Hypertension In The Refugees Living In Egypt, Noura Seada
Investigating The Risk Factors Affecting The Control Of Diabetes And Hypertension In The Refugees Living In Egypt, Noura Seada
Theses and Dissertations
Introduction: Non-Communicable Diseases (NCDs) account for 74% of global deaths, with high prevalence of Diabetes and Hypertension worldwide. Egypt hosts over 1 million registered refugees and asylum seekers, often lacking inclusion in social protection or insurance schemes. This study aimed to assess the factors affecting the control of Type 2 Diabetes (T2D) and Hypertension (HTN) among Syrian and Sudanese refugees in Egypt, focusing on healthcare access, sociodemographic characteristics, lifestyle, and health behaviours.
Methods: This study employed a cross-sectional design using a self-administered questionnaire and BMI measurement. Data were collected from 246 refugees diagnosed with type T2D and/or HTN in the …
The Role Of Reflexivity In Collecting And Selecting Leds In A Phenomenological Study, Pilar Folgueiras, Valeria De Ormaechea, Amanda Aliende Da Matta
The Role Of Reflexivity In Collecting And Selecting Leds In A Phenomenological Study, Pilar Folgueiras, Valeria De Ormaechea, Amanda Aliende Da Matta
The Qualitative Report
This article addresses the methodological tension between description and interpretation in a phenomenological study on young women's political participation. The researchers explore how this tension influenced decisions about data collection and selection in applied hermeneutic phenomenology. A reflexive, meta-analytic approach is employed to examine research materials—epistemological diaries, team discussions, working documents, and researchers’ accounts—tracing how empirical material was produced and selected. Four distinct stages in the data collection process are identified and reveal how interpretative dilemmas emerged in the formulation of interview scripts, data gathering strategies, and narrative selection. The findings indicated that participants’ descriptions already contain a first level …
Eugenics And The Carceral State: Progressive-Era Reform & The Creation Of The Modern Criminal Justice System, Laura I. Appleman
Eugenics And The Carceral State: Progressive-Era Reform & The Creation Of The Modern Criminal Justice System, Laura I. Appleman
Missouri Law Review
No abstract provided.
Ai-Driven Stratified Modeling For Early Liver Disease Detection: A Comparative Study Of Ensemble And Conventional Machine Learning Classifiers, Ghadeer Murtadha Ali, Ali Aqeel Hadi, Mustafa Abdulkareem Abbas, Abdullah Alkarar Mohammad, Ahmed Fadhil Abdulhussein
Ai-Driven Stratified Modeling For Early Liver Disease Detection: A Comparative Study Of Ensemble And Conventional Machine Learning Classifiers, Ghadeer Murtadha Ali, Ali Aqeel Hadi, Mustafa Abdulkareem Abbas, Abdullah Alkarar Mohammad, Ahmed Fadhil Abdulhussein
AUIQ Technical Engineering Science
Background: Early prediction of liver disease remains challenging in routine clinical diagnostics due to the multifactorial nature of hepatic dysfunction and the limited discriminative capacity of conventional laboratory-only assessments.
Objective: This study aims to develop and rigorously evaluate a robust machine learning framework for binary liver disease classification, emphasizing predictive stability, diagnostic balance (sensitivity–specificity), and statistical reproducibility across repeated experiments.
Methodology: A structured dataset of 1,700 records with 11 features representing demographic, behavioral, genetic, and clinical determinants was used to train and compare five supervised models: CatBoost, AdaBoost, Random Forest, Support Vector Machine (SVM), and Decision Tree. Performance was assessed …