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2026

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The Symphony Of Justice: An Intertextual Study Of Social Justice Material Between The Torah And The Psalms, Daniel Gordan Jan 2026

The Symphony Of Justice: An Intertextual Study Of Social Justice Material Between The Torah And The Psalms, Daniel Gordan

Dissertations

Do passages dealing with social justice in the Torah and the Psalms together comprise an intentionally composed grand symphony, or do they merely form an ad hoc patchwork quilt in which their echoes of similarity are mere coincidences?1 Literary interactions between the Torah and the Prophets of the Hebrew Bible have been a focus of biblical scholarship, but the intertextual connections between the legal corpus of the Torah and poetry in Psalms have not received sufficient attention. Scholars have noticed some thematic similarities, but there are no systematic studies that analyze these interactions to determine whether they involve reuse and, …


The Impact Of Culturally Diverse Student Populations On High School Mathematics Teachers’ Preparations And Practices In Southern Union Conference Of Seventh-Day Adventists, Carla Thrower Jan 2026

The Impact Of Culturally Diverse Student Populations On High School Mathematics Teachers’ Preparations And Practices In Southern Union Conference Of Seventh-Day Adventists, Carla Thrower

Dissertations

The Problem

Across the United States and within faith-based schools recent social and political currents have amplified tensions around culture and belonging in classrooms, particularly for students from racially, ethnically, linguistically, and socioeconomically diverse communities. Evidence indicates that when schooling practices overlook students’ cultural identities or normalize a single cultural frame, students can experience marginalization and reduced access to equitable opportunities to learn (Gay, 2018; Ladson-Billings, 1995; Milner, 2010). In mathematics, a subject often perceived as culture-neutral these dynamics may surface through curriculum choices, participation norms, and expectations that do not meaningfully connect to students’ lived experiences (Aguirre, Mayfield-Ingram, & …


Enhancing Offshore Wind Resource Assessment Through Neural Network-Based Hf Radar Data Analysis, Nikolas Martzikos, Matthew Craven, David Walker, Daniel Conley Jan 2026

Enhancing Offshore Wind Resource Assessment Through Neural Network-Based Hf Radar Data Analysis, Nikolas Martzikos, Matthew Craven, David Walker, Daniel Conley

School of Engineering, Computing and Mathematics

The increasing demand for offshore wind energy underscores the need for accurate wind speed estimation to support the design and operation of offshore wind farms. High-Frequency Radar (HFR), a widely used remote sensing technology in oceanographic research, offers promising potential for wind resource assessment, particularly in areas where conventional measurements are limited. This study explores the application of artificial neural networks (ANNs) for offshore wind speed prediction using HFR-derived data, addressing key challenges in model development and training. A key feature of this approach is the use of a decade-long dataset from the Celtic Sea, off the southwest UK coast, …


Next-Generation Virtual Environment Training For Cybersecurity In The Maritime Logistics Industry: A Position Paper, Tyler Cheng, Rory Hopcraft, Kimberly Tam, Ji-Jian Chin Jan 2026

Next-Generation Virtual Environment Training For Cybersecurity In The Maritime Logistics Industry: A Position Paper, Tyler Cheng, Rory Hopcraft, Kimberly Tam, Ji-Jian Chin

School of Engineering, Computing and Mathematics

The maritime logistics industry is the most dependent on it in the modern world, yet it is not well protected against cyber risks. Recently, the maritime industry has been transitioning into industry-specific tech, and threats of cyberattacks are increasing as the adoption of technology and automation continues. One of the most effective methods to protect industries and ships from such security incidents, is to train seafarers to mitigate and handle such incidents. However, to the best of our knowledge, we did not find anything that addresses this gap. This article will present the idea and benefits of using virtual environments …


Scope 3 Carbon Emissions Assessment For Manufacturing Smes, Kourosh Halat, Stephen Childe, Nick Golding, John Summerscales Jan 2026

Scope 3 Carbon Emissions Assessment For Manufacturing Smes, Kourosh Halat, Stephen Childe, Nick Golding, John Summerscales

School of Engineering, Computing and Mathematics

This paper addresses the challenges facing managers of Small-andMedium-Size Enterprises (SMEs) when conducting environmental sustainability assessment at the value chain level, particularly Scope 3 Greenhouse Gases GHG) emissions. The paper investigates issues related to data availability and data quality for Scope 3 assessment and identifies dimensions of Scope 3 reliability.Utilising a series of in-depth case study analyses with SMEs in the south-west of England, UK, the paper fills a gap in supply chain sustainability research by identifying practical challenges. The findings show that SMEs encounter persistent difficulties in assessing emissions associated with purchased goods and services and downstream activities linked …


Heat Transfer From A Partially Buried Circular Cylinder In Oscillatory Flow, H. Thomas, R. Stuhlmeier, A. G.L. Borthwick, S. Michele Jan 2026

Heat Transfer From A Partially Buried Circular Cylinder In Oscillatory Flow, H. Thomas, R. Stuhlmeier, A. G.L. Borthwick, S. Michele

School of Engineering, Computing and Mathematics

With the growing abundance of man-made cylindrical structures located on or close to the seabed, it is important to be able to assess their potential environmental impact. Herein, a model is presented of the viscous-thermal boundary layer in the vicinity of a circular cylinder resting on, or partially buried in, an otherwise flat seabed. To model the influence of wave-induced motions near such a cylinder, we assume oscillatory flow in which the water particle displacements are small with respect to the cylinder radius. A perturbation expansion is utilised to derive solutions of the boundary layer equations, leading to analytical solutions …


Building Capacity For Change At The Inter-Lakes School District: Modifying Professional Development To Support The Transformation To Competency-Based Education, Erica Pappalardo Jan 2026

Building Capacity For Change At The Inter-Lakes School District: Modifying Professional Development To Support The Transformation To Competency-Based Education, Erica Pappalardo

Doctor of Education

Since 1998, the New Hampshire Department of Education has supported the integration of competency-based education (CBE), promoting a shift from traditional time-based models toward mastery-based, personalized learning. While important progress has been made through pilot programs and local innovations, full system-wide transformation remains incomplete. Many districts, including the Inter-Lakes School District (ILSD), continue to face challenges in dismantling entrenched structures and fully operationalizing CBE principles. One critical gap is the lack of a clearly defined, job-embedded professional development (PD) model that prepares educators to lead the shift to learner-centered, competency-based practices, a pathway to disrupt traditional systems. This study investigates …


Critical Success Factors For An Effective Security Risk Management Program: An Exploratory Case Study, Jason A. Williams, Humayun Zafar, Saurabh Gupta Jan 2026

Critical Success Factors For An Effective Security Risk Management Program: An Exploratory Case Study, Jason A. Williams, Humayun Zafar, Saurabh Gupta

Faculty Articles

This paper evaluates the perceived effectiveness of the security risk management (SRM) programs at a Fortune 500 firm. Layers of management and staff participated in the study. Perceived effectiveness of their SRM programs was based on nine critical success factors (CSFs). Interviews confirmed six initial CSFs (Executive Management Support, Organizational Maturity, Open Communication, Risk Management Stakeholders, Team Member Empowerment, and Holistic View of an Organization) that were extracted from the literature. They were confirmed and synthesized with three additional CSFs (Security Maintenance, Corporate Security Strategy, and Human Resource Development). Implications for SRM are discussed.


A Case Study Of California Postsecondary Faculty Collaboration On Rubric Development To Foster Student Learning, Emmanuel Kwadwo Frimpong Jan 2026

A Case Study Of California Postsecondary Faculty Collaboration On Rubric Development To Foster Student Learning, Emmanuel Kwadwo Frimpong

Dissertations

Although perceived as the ‘gold standard’ strategy for conquering complex problems, collaboration can be ignored by intellectuals who prefer to work independently. This oversight may occur even in the face of challenging problems such as assessment of scholarships, institutional effectiveness, strategizing, and even the crafting of effective rubrics for assessing student learning. The scholarly literature clearly reveals that real difficulties often refuse to respond to routine assignments or common bureaucratic patterns. Additionally, 21st century conflicts may require creative solutions involving interdependence, joining of forces and brains, or vision sharing. Effective assessment of student learning within higher education may reflect just …


An Autoethnography Of A Scholar Practitioner: Applying Social-Emotional Learning In A Math Classroom Through A Feminist Lens, Resha Layla Hissen Jan 2026

An Autoethnography Of A Scholar Practitioner: Applying Social-Emotional Learning In A Math Classroom Through A Feminist Lens, Resha Layla Hissen

Antioch University Dissertations & Theses

Math anxiety occurs when individuals experience fear and stress while engaging in mathematical tasks (Lopez-Ramírez et al., 2025). While math anxiety is often examined through its impact on students, this autoethnography explores it through the lived experience of a Middle Eastern female mathematician and educator. Grounded in social-emotional learning (SEL) and feminist theory, this study investigates how personal, cultural, and gender-related experiences of mathematical trauma have shaped the author’s pedagogical approach. By tracing a personal journey from anxiety and emotional suppression to empowerment and reflective teaching, this work highlights strategies for integrating SEL and feminist-informed practices into K-12 public school …


A Systems Analysis Of Long-Term Community Recovery Following The 2023 Lāhainā Wildfire: Understanding Recovery As A Complex Adaptive Social-Ecological System, Christy Shaver Jan 2026

A Systems Analysis Of Long-Term Community Recovery Following The 2023 Lāhainā Wildfire: Understanding Recovery As A Complex Adaptive Social-Ecological System, Christy Shaver

Antioch University Dissertations & Theses

No abstract provided.


Lease Capitalization And Financial Flexibility: An Empirical Investigation Of Asc 842’S Impact On Liquidity In The Us Telecommunications Industry, Caleb J. Martin Jan 2026

Lease Capitalization And Financial Flexibility: An Empirical Investigation Of Asc 842’S Impact On Liquidity In The Us Telecommunications Industry, Caleb J. Martin

Doctor of Business Administration Dissertations

Measures of liquidity are some of the most important financial ratios to analyze when measuring a firm’s overall financial health and its ability to pay both creditors and dividends. The US telecommunications industry is an industry that has become synonymous with dividends, mergers, and acquisitions, all of which are possible due to industry wide and firm specific liquidity. With the implementation of ASC 842 and the new standard of placing operational leases on the balance sheet, additional research may be warranted to determine the effect ASC 842 may have on firm liquidity. This study investigated whether there was evidence to …


Summer Research Fellowship Project Descriptions 2026, Clark Science Center's Summer Research Fellows Program Jan 2026

Summer Research Fellowship Project Descriptions 2026, Clark Science Center's Summer Research Fellows Program

SURF Abstracts (Women in Science)

A summary of research done by Smith College’s 2026 Summer Research Fellowship (SURF) Program participants. Ever since its 1967 start, SURF has been a cornerstone of Smith’s science education. Supervised by faculty mentor-advisors drawn from the Clark Science Center and connected to its eighteen science, mathematics, and engineering departments and programs and associated centers and units. At summer’s end, SURF participants were asked to summarize their research experiences for this publication.


Corporate Structuring, Ip Holding Companies & Bankruptcy, Ava Sheftick Jan 2026

Corporate Structuring, Ip Holding Companies & Bankruptcy, Ava Sheftick

Bankruptcy Research Library

(Excerpt)

There are various ways in which the founders of a company may structure their business. While a key focus of corporate planning is how to maximize revenue and operate efficiently, minimizing the risk associated with financial distress is an equally important consideration. A corporation’s structure is made during a time of stability, but it must account for the ultimate financial distress—bankruptcy. Asset allocation is a critical step in the planning stage of a business enterprise, especially when considering creditors the company is going to take on. Companies’ intellectual property ("IP") may be highly valuable assets that must be considered …


Implications Of Quantum Computing For Enterprise Cybersecurity And Data Integrity, Manikantha Varaprasad Inakollu Jan 2026

Implications Of Quantum Computing For Enterprise Cybersecurity And Data Integrity, Manikantha Varaprasad Inakollu

Computer Science and Engineering Faculty Publications

Quantum computing represents a paradigm shift in computational capabilities that poses both unprecedented threats and opportunities for enterprise cybersecurity. This research examines the implications of quantum computing advancement on current cryptographic systems, data protection mechanisms, and organizational security frameworks. Through analysis of quantum computing developments from 2019-2024 and surveys of 280 cybersecurity professionals across various industries, this study identifies critical vulnerabilities in existing encryption standards and explores emerging quantum-resistant solutions. The findings reveal that approximately 78% of enterprises remain unprepared for quantum threats, with current RSA and ECC encryption systems facing potential compromise within the next 10-15 years. The research …


Relative Utility Governs Working Memory For Drug-Associated Stimuli In A Novel Translational Paradigm, Maxwell E. Boileau Jan 2026

Relative Utility Governs Working Memory For Drug-Associated Stimuli In A Novel Translational Paradigm, Maxwell E. Boileau

Theses and Dissertations--Psychology

Substance use disorder (SUD) remains a prevalent health concern, partially characterized by continued drug use despite aversive consequences. Contrary to accounts emphasizing cognitive deficits, drug versus non-drug choice data reflect sensitivity to reinforcement dimensions, with preference shifting systematically as a function of magnitude and probability. The present study tested whether another cognitive system, working memory, is similarly affected by relative utility. Preclinical studies have demonstrated sensitivity of working memory to reinforcement dimensions, but these are often attributed to the differential outcomes effect. Generalized matching models were fit to allomorphic choice data, allowing estimation of exchange rate parameters. A concurrent solid- …


Exploring The Impact Of Pre-Assessment Rapport-Building On Children’S Evaluation Outcomes, Alyssa N. Springstead Knutz Jan 2026

Exploring The Impact Of Pre-Assessment Rapport-Building On Children’S Evaluation Outcomes, Alyssa N. Springstead Knutz

Doctor of Psychology (PsyD)

Psychological assessment with children is vulnerable to inequities that arise from cultural mismatch, situational anxiety, and the interpretive nature of examiner judgement. This pilot study examined whether a brief, standardized pre-assessment sandtray activity could enhance children’s assessment experience and observational richness by supporting rapport prior to testing. Using a within-subjects, counterbalanced crossover design, 10 children (ages 7-10) completed two assessment sessions on separate days: one session included a 20-minute guided sandtray task immediately before testing and one session proceeded directly to testing. Quantitative outcomes included state anxiety (SAI-CH-6), general self-efficacy (GSE), and performance on brief standardized tasks (WJ-IV Math Fluency …


The Future Of Monetary Federalism: Rethinking Supremacy In The Stablecoin Era, Richard H. Fair Jan 2026

The Future Of Monetary Federalism: Rethinking Supremacy In The Stablecoin Era, Richard H. Fair

American University Business Law Review

[INTRODUCTION] In the summer of 2023, the State of Wyoming enacted a law authorizing its state treasurer to issue a blockchain-based, state-backed digital stablecoin known as the Wyoming Stable Token (“WYST”). Two years later, Congress passed the Guiding and Establishing National Innovation for U.S. Stablecoins Act (GENIUS Act, GENIUS, or the Act), moving to establish a comprehensive federal regulatory regime for stablecoins. These dueling initiatives have sparked more than regulatory confusion; they have set the stage for a structural clash between state financial innovation and federal monetary supremacy. At the heart of this confrontation lies a question that the Constitution …


A Proposed Tort To Address The Negligent Enablement Of Cloud Data Breaches, Michael L. Rustad Jan 2026

A Proposed Tort To Address The Negligent Enablement Of Cloud Data Breaches, Michael L. Rustad

American University Business Law Review

[INTRODUCTION] The term “cloud computing” means the remote storage of software applications, tools, and data accessed through the internet. Cloud customers enter into subscription agreements with providers who give 24/7, on-demand, as-needed access to software, storage, and networking services owned and managed by providers through a web browser. “Many businesses are transitioning to the cloud for data storage, remote work, and collaboration.” Cloud providers operate their software as a software-as-a-service (“SaaS”) model, under which customers pay a subscription fee to access the software. Netflix and Amazon Prime Video are examples of subscription services that deliver television programs and videos through …


The Investor Perspective Of Materiality, Sam Lessinger Jan 2026

The Investor Perspective Of Materiality, Sam Lessinger

Honors Undergraduate Theses

Often auditors are asked to adopt the reasonable investor perspective in their materiality evaluations however, there is no consensus regarding what investors deem to be material. This can lead to confusion in the markets. In fact, past studies have shown how taking an investor perspective can backfire and may result in more leniency and fewer misstatements being deemed material by auditors. This leniency can, potentially, result in financial statements that mislead investors. The aim of this paper is to address the reasonable investor perspective to achieve a more complete understanding of an investor’s viewpoint. This study also incorporates the effect …


Financial Literacy And Inclusion Of Philippine Jeepney And Tricycle Drivers, Bryan N. Bernabe, Jyro B. Triviño Jan 2026

Financial Literacy And Inclusion Of Philippine Jeepney And Tricycle Drivers, Bryan N. Bernabe, Jyro B. Triviño

Leadership and Strategy Faculty Publications

The study investigated how the different elements of financial literacy influence the financial inclusion of jeepney and tricycle drivers in Caloocan, Metro Manila. Pearson correlation analysis revealed a positive correlation between financial inclusion and attitude, behavior, knowledge, and skills. Additionally, analysis of variance highlighted that education and age play significant roles in enhancing financial literacy. The linear regression findings also supported the idea that income acts as a positive moderator, augmenting the impact of financial literacy on financial inclusion. The study attempted to disaggregate its financial literacy components to understand their impact on financial inclusion, but its interrelationships also require …


Measuring Academic Momentum: A Quantitative Study Of Supplemental Instruction As A Community College Student Support Strategy, Cornelia Slater Jan 2026

Measuring Academic Momentum: A Quantitative Study Of Supplemental Instruction As A Community College Student Support Strategy, Cornelia Slater

Dissertations of Practice

ABSTRACT

MEASURING ACADEMIC MOMENTUM: A QUANTITATIVE STUDY OF SUPPLEMENTAL INSTRUCTION AS A COMMUNITY COLLEGE

STUDENT SUPPORT STRATEGY

Cornelia Vanessa Slater, Ed.D.

Department of Counseling and Higher Education

Northern Illinois University, 2026

Quortne R. Hutchings, Director

Community colleges serve as critical access points to higher education for diverse populations of students where completion rates are an ongoing challenge. Supplemental Instruction have been used as an academic intervention to improve success largely in four-year institutions. This quantitative study, guided by Xueli Wang’s momentum theory analyzed two research questions: (1) how supplemental instruction (SI) participation is associated with student academic success, course retention …


Examining The Association Between Educational Spending In Well-Resourced School Districts And The Academic Performance Of Hispanic Students In Low Socioeconomic Communities, Alicia Cieszykowski Jan 2026

Examining The Association Between Educational Spending In Well-Resourced School Districts And The Academic Performance Of Hispanic Students In Low Socioeconomic Communities, Alicia Cieszykowski

Dissertations of Practice

ABSTRACT

EXAMINING THE ASSOCIATION BETWEEN EDUCATIONAL SPENDING IN WELL-RESOURCED SCHOOL DISTRICTS AND THE ACADEMIC PERFORMANCE OF HISPANIC STUDENTS IN LOW SOCIOECONOMIC COMMUNITIES

Alicia Cieszykowski

Department of Leadership, Educational Psychology and Foundations

Northern Illinois University, 2026

Benjamin Creed, Director

This study examined the relationship between school district expenditure patterns and academic performance for Hispanic students in adequately funded Illinois school districts. Using a quantitative correlational design, the study explored whether overall spending levels and the allocation of financial resources were associated with Hispanic student achievement and Hispanic–White academic disparities in English Language Arts (ELA) and mathematics. The sample included Illinois Tier …


Lost In The Language: Data Breaches And The Strategic Fog Of Risk Disclosures, Ling Tuo, Shipeng Han Jan 2026

Lost In The Language: Data Breaches And The Strategic Fog Of Risk Disclosures, Ling Tuo, Shipeng Han

Accounting Faculty Publications

This study examines whether firms strategically adjust the readability of Item 1A (“Risk Factors”) disclosures following data breaches. Using U.S. firm-year observations from 2006 to 2023, we find that data breaches are associated with a significant decline in Item 1A readability. This decline is not accompanied by a meaningful increase in informational content; instead, post-breach disclosures exhibit higher syntactic complexity, more positive tone, and lower textual similarity to prior and industry peers' filings, consistent with strategic obfuscation rather than transparent reporting. The readability decline is amplified among firms facing higher litigation risk but attenuated among firms with stronger reputations for …


Lessons On Generative Artificial Intelligence From The American Association Of Dental Editors And Journalists (Aadej), Christopher J. Smiley Jan 2026

Lessons On Generative Artificial Intelligence From The American Association Of Dental Editors And Journalists (Aadej), Christopher J. Smiley

Journal of the American College of Dentists

The American Association of Dental Editors and Journalists (AADEJ) recently released "Guidance for Authors, Editors and Publishers on the Use of Generative AI". Developed by an 11-member stakeholder panel, this guidance paper serves a dual purpose: It provides practical strategies for mitigating the risks that generative artificial intelligence (GAI) poses to professional writing and explains how GAI creates these risks. Understanding both the underlying vulnerabilities of GAI and how to address them is critical for users at all levels, from authors and reviewers to editors, publishers, and general users, to maintain the validity and reliability of their written work. This …


Machine Learning Prediction Of Federal Appellate Court Outcomes: A Multi-Circuit Analysis With Administrative Law Implications, Nicky Nuertey Apenahier Jan 2026

Machine Learning Prediction Of Federal Appellate Court Outcomes: A Multi-Circuit Analysis With Administrative Law Implications, Nicky Nuertey Apenahier

Dissertations and Theses

Federal appellate courts are the final arbiters in many cases, yet systematic machine learning analysis across all twelve circuits remains largely absent from the computational law literature. With courts of appeals deciding tens of thousands of cases annually and the Supreme Court reviewing only a fraction, understanding what predicts reversal outcomes has both theoretical importance and practical consequences for litigants, attorneys, and judicial administrators. This study addresses that gap using eleven years of federal appellate decisions from the Federal Judicial Center’s Integrated Database. A systematic comparison of twenty-five machine learning models, spanning five algorithms and five class-imbalance correction strategies, identifies …


Retention In A Community College In A Rural State In The Midwest: Factors Associated With Persistence And Withdrawal, Samantha Reeves Grady Jan 2026

Retention In A Community College In A Rural State In The Midwest: Factors Associated With Persistence And Withdrawal, Samantha Reeves Grady

Dissertations and Theses

This qualitative case study examined the factors associated with students’ persistence or withdrawals from courses during the Fall 2025 semester at a community college in the Midwest. Guided by research questions exploring what factors supported students in completing their courses and what prompts course withdrawals. Data was collected through semi-structured interviews and focus groups with students who had withdrawn from one or more courses during the Fall 2025 semester. Using thematic analysis, several key themes emerged. Findings indicated that academic difficulties contributed significantly to student withdrawals. Additionally, course load intensity and competing external factors further hindered student persistence. Students, in …


Graduate Catalog 2026-2027, Southwestern Oklahoma State University Jan 2026

Graduate Catalog 2026-2027, Southwestern Oklahoma State University

Graduate Catalogs

No abstract provided.


Multimodal Machine Learning For Alzheimer's Disease Classification Using Adni Biomarker Fusion, Hesameddin Mostaghimi, Hamid R. Okhravi, Bahar Niknejad, Daniel A. Cohen, Michel A. Audette, Alzheimer's Disease Neuroimaging Initiative Jan 2026

Multimodal Machine Learning For Alzheimer's Disease Classification Using Adni Biomarker Fusion, Hesameddin Mostaghimi, Hamid R. Okhravi, Bahar Niknejad, Daniel A. Cohen, Michel A. Audette, Alzheimer's Disease Neuroimaging Initiative

Electrical & Computer Engineering Faculty Publications

Despite ongoing advances, accurate diagnosis of Alzheimer’s disease (AD) remains challenging due to its multifactorial nature, comorbidities, and clinical heterogeneity. Accordingly, approaches that combine multimodal data may improve AD classification by integrating complementary information. To investigate this, we evaluated classification performance using a preprocessed ADNI-3 dataset comprising a shared set of clinical/cognitive features along with four imaging modality-based cohorts: trimodal (MRI + amyloid PET + tau PET), MRI + amyloid PET, MRI + tau PET, and MRI-only. We trained a range of supervised machine learning (ML) and deep learning (DL) classifiers using stratified five-fold cross-validation and evaluated performance using accuracy, …


A Hybrid Vit-L/32-Maxvit-L Architecture With Adaptive Gated Fusion For Multiclass Gastrointestinal Disease Detection And Multi-Method Post-Hoc Explainability, Shahid Mohammad Ganie, Pijush Kanti Dutta Pramanik, Zhongming Zhao Jan 2026

A Hybrid Vit-L/32-Maxvit-L Architecture With Adaptive Gated Fusion For Multiclass Gastrointestinal Disease Detection And Multi-Method Post-Hoc Explainability, Shahid Mohammad Ganie, Pijush Kanti Dutta Pramanik, Zhongming Zhao

Faculty, Staff and Student Publications

Introduction: Accurate detection of gastrointestinal diseases from endoscopic images remains challenging due to substantial inter-class similarity, intra-class variability, and heterogeneous lesion presentation. While convolutional neural networks (CNNs) effectively capture fine mucosal textures, their limited receptive field restricts global contextual reasoning. Conversely, transformer architectures model long-range dependencies but may underrepresent localized structural detail.

Methods: This study proposes a dual-branch hybrid transformer framework that integrates global token-level reasoning from ViT-L/32 with hierarchical spatial modeling from MaxViT-L. An adaptive gated fusion mechanism is introduced to dynamically regulate the relative contribution of local and global representations on a per-sample basis, enabling content-aware cross-scale integration. …