Digital Commons Network^™

Can Ai Help In Systematic Reviews? A Comparative Study Of Manual, Ai-Assisted, And Ai-Dominant Workflows For Librarians And Researchers, Aster Zhao

FORCE 2026

Systematic reviews are essential to evidence-based research but are often time-consuming and labor-intensive, for researchers to conduct, and for librarians to participate in, or teach. The rapid advances in Generative AI and AI-powered research tools, have created a growing interest in whether these technologies can assist—or even automate—parts of the systematic review process. However, questions remain about their effectiveness, reproducibility, and potential bias. This study explores the role of GenAI tools in the early stages of a systematic review: from literature discovery and screening, up to the identification of included studies.

We propose a comparative case study of one systematic …

Genai In Qualitative Data Analysis: Framework-Guided Prompt Engineering In Library Research Practice, Debby R. Wegener

FORCE 2026

As Generative AI (GenAI) tools become increasingly integrated across the research lifecycle, researchers need practical, reproducible methods for the responsible use of these technologies. This presentation will demonstrate a systematic approach to using GenAI for qualitative data analysis through a case study of thematic coding in a library website usability study at the Singapore Institute of Technology.

Drawing on prompt engineering frameworks like CLEAR, this session will illustrate how structured prompts can maintain academic rigour and enhance the reliability of GenAI-assisted analysis. The presentation will walk through the complete workflow, that is, from initial data preparation and tool selection to …

Using Ai-Assisted Programming To Develop Research Services Tools For Research Impact, Open Access Publishing & More, Gary Lee

FORCE 2026

Academic libraries play a vital role in scholarly communication, As research practices become more data‑driven and interdisciplinary, librarians can help scholars by creating and sharing flexible, customizable tools that align with local workflows and user needs.

AI Assisted programming (sometimes called “vibe coding”) offers a new way for librarians without extensive programming knowledge to develop such tools . This allows previously non-expert librarians to go from conceptual goals to working applications by rapid prototyping, experimentation, and roll-out, resulting in service innovation and improvement.

This presentation illustrates how librarians at HKUST have explored vibe coding with tools like GROK, POE, and …

[2026 Honorable Mention] Chumash Heritage National Marine Sanctuary, Daylyn R. Reese

Ethnic Studies Research Paper Award

This research offers unique insights into the creation and development of the Chumash Heritage National Marine Sanctuary (N.M.S.) with a focus on indigenous populations’ roles (primarily Chumash and Costanoan). In this episode, I analyze what makes this NMS different from every NMS precluding it, how it recognizes a new goal in conservation (thrivability), and the areas in which improvements still must be made to authentically include and honor indigenous voices.

Obstructions To Some Injective Oriented Colourings, Russell J. Campbell, Nancy E. Clarke, Gary Macgillivray

Theory & Applications of Graphs

Each of several possible definitions of local injectivity for a homomorphism of an oriented graph $G$ to an oriented graph $H$ leads to an injective oriented colouring problem. For each case in which such a problem is solvable in polynomial time, we identify a set $\mathcal{F}$ of oriented graphs such that an oriented graph $G$ has an injective oriented colouring with the given number of colours if and only if there is no $F \in \mathcal{F}$ for which there is a locally-injective homomorphism of $F$ to $G$.

The Connected Vertex Cover In Graphs, Kamran Mirasheh, Elham Mirashe, Ebrahim Vatandoost

Theory & Applications of Graphs

This paper presents tight bounds and characterizations for the vertex cover number and the connected vertex cover number of graphs. In particular, we identify all graphs for which βc(G) = |V (G)| − 1, proving that these are exactly the cycles and complete graphs. The analysis employs tools such as the degree matrix and the Rayleigh quotient to derive new and sharp upper bounds.

The $K$-Total Bondage Number Of A Graph, Jean-Pierre Appel, Gabrielle Fischberg, Kyle Kelley, Nathan B. Shank, Eliel Sosis

Theory & Applications of Graphs

Let \(G=(V,E)\) be a connected, finite undirected graph. A set \(S \subseteq V\) is said to be a total dominating set of \(G\) if every vertex in \(V\) is adjacent to some vertex in \(S\). The total domination number, \(\gamma_{t}(G)\), is the minimum cardinality of a total dominating set in \(G\). We define the \(k\)-total bondage of $G$ to be the minimum number of edges to remove from \(G\) so that the resulting graph has a total domination number at least \(k\) more than \(\gamma_{t}(G)\). In this work we establish general properties of \(k\)-total bondage and find exact values for …

Hyper Face-Magic Graphs, Ross Belgram, Donald Mcginn

Theory & Applications of Graphs

For a planar graph G of order n, let F(G) be the set of all faces of G embedded into R 2 , including the exterior face. A bijective vertex labeling f : V (G) → {1, 2, ..., n} induces a face labeling f ∗ : F(G) → N defined by setting f ∗ (F) equal to the sum of all labels of the boundary vertices of F. The graph G is said to be hyper face-magic if there exists a vertex labeling whose induced face labeling is constant. In this paper, we state properties of hyper face-magic graphs …

The Effectiveness Of Teaching With Multiple Representations In Acquiring Scientific Concepts And Developing Visual Thinking Skills In Science, Abdullah K. Ambusaidi Prof., Raya A. Al-Yazeedi

International Journal for Research in Education

This research aimed to identify the effectiveness of teaching science using multiple representations in acquiring scientific concepts and developing visual thinking skills among fourth-grade students. The research adopted an experimental approach with a quasi-experimental design, based on a two-group design (experimental and control). The research sample consisted of 121 students, distributed into 61 students in the experimental group and 60 students in the control group. To achieve the research objectives, two instruments were used: a test for acquiring scientific concepts and a test for developing visual thinking skills. The validity and reliability of both instruments were verified using appropriate statistical …

Resource Utilisation And Quality Of Education In Secondary Schools In Lagos State, Nigeria, Jacob A. Adeyanju

International Journal for Research in Education

The need for the education sector to deliver on its goals has always been a major expectation of all stakeholders in the system. For this expectation to be met, the major resources in the school system must be combined in a reasonable proportion. On this premise, this study investigated the relationship between resource utilisation and quality of education in Lagos State. The study was conducted using descriptive survey research design with a population of 664 public secondary schools in Lagos State, Nigeria. These schools had a total population of 23,793 teachers. A self-developed instrument titled “Education Resource Utilisation and Quality …

Selective Separation Of Eriochrome Black T Onto Cork From Marine And Tap Waters: Kinetic, Isotherm And Thermodynamic Study, M. A. Alsolami, Z. M. Saigl

The Journal of King Abdulaziz University: Science

Synthetic dye contamination of waterways poses a serious threat to human health and the environment. Eriochrome Black T (EBT) is a persistent azo dye that is especially dangerous because of its toxicity and chemical stability. This study evaluates cork as a cost-effective and environmentally responsible biosorbent for the removal of EBT from aquatic systems. Experimental observations confirmed that adsorption equilibrium was achieved within 25 minutes at an optimal pH of 4. Kinetic using pseudo-first-order, pseudo-second-order, and Elovich models revealed that the pseudo-second-order model yielded the most accurate fit (k₂ = 0.2482 g/mg.min), implying that chemisorption is the primary …

The Evolution Of Collaborative Dialogue And Instructional Change Among Secondary Mathematics Teachers Engaged In Peer Observation, Shazia Akbar

Theses and Dissertations

This qualitative study examined how collaborative dialogue evolved across four cycles of a formative peer observation system involving one veteran and two first-year secondary mathematics teachers, exploring which aspects of that dialogue teachers attributed to changes in their instructional practice. Using the Math Talk for Equitable Participation (MTEP) framework across one academic year, data were drawn from verbatim transcripts of eight collaborative sessions and video-stimulated recall interviews. Four key findings emerged: evidence shifted from planning documents to video of student thinking, deepening pedagogical reasoning; novice teacher contributions grew from peripheral to central; relational trust fostered critical rather than merely affirming …

Flip It And Reverse It: Probing Consistency Of Llm World Knowledge Under Logical Transformations, Rhianna Smith

Computer Science Senior Theses

When assessing the extent to which someone truly understands the topics they discuss, you might ask them a series of questions that examine their knowledge from different angles. As Large Language Models (LLMs) are increasingly integrated into real-world tasks, they are often required to reason through ambiguous and uncertain scenarios that rarely have a single correct answer. In these settings, their usefulness is contingent on more than accuracy alone. Rather, it depends on the strength of the reasoning that underlies their responses. This begs the question: how might we extend these types of tests to LLMs? We formalize this informal …

Predictors And Outcomes Of Reading Intervention Success In Autistic Children: Memory And Brain Connectivity, Meagan Elizabeth Beckerson

ETDs from 2020-2029

Reading comprehension is a complex skill that relies on linguistic and cognitive abilities, including executive control processes. Creating a cohesive representation of text involves maintaining visual and verbal information in short term memory (STM) and using executive control skills to integrate information, apply it to questions, and draw inferences. Many autistic children demonstrate strong individual word reading (decoding) but poor comprehension, resulting in a discrepant reading profile. The role of STM and executive control—along with the underlying neural systems that support these processes—in reading comprehension and response to intervention has not been examined in autistic children with this profile. The …

Intrathecal Antibody Synthesis - Reiber Method Revisited, John J. Halperin, Dane Granger

Department of Neurology Faculty Papers

BACKGROUND: CSF immunoglobulin (IgG) often informs diagnosis in CNS inflammatory disease- qualitatively (oligoclonal bands; OCBs), or quantitatively (CSF: serum IgG: albumin, e.g. IgG index). Most US laboratories estimate excess CSF IgG using linear models, most in Europe, Reiber's hyperbolic model - the latter often also incorporated into CSF pathogen-specific immunoreactivity calculations. We compared Reiber hyperbolic and linear approaches.

METHODS: Required data were available for 1,872 samples, Lyme-specific data for 1,365. We compared linear and Reiber's hyperbolic models to determine which better describes normal CSF: serum IgG/albumin, assessed correlations with OCBs using ROC analysis and compared Lyme-specific antibody indices (AI) by …

Emotion-Focused Teaching And Preschool Children's Social, Emotional, And Self-Regulatory Development, Brielle Emily Petit

Dissertations and Theses

Contributing to the literature on supportive mechanisms for children's development of social, emotional, and self-regulatory competencies, the current study examines the contributions of emotion-focused teaching in preschool classrooms. Emotion-focused teaching is a framework used within preschool classrooms that encompasses three domains of teaching that support children's development of emotion skills—how teachers display their own emotions or emotion-related behaviors and actions (modeling), the ways they respond to children's emotional expressions (responding), and how instruction is used to inform children about emotions and related processes (instructing). More frequent emotion-focused teaching has been shown to be a …

Fabrication Of Two-Dimensional Optoelectrical Devices, Holly Walworth

Honors Projects

Optoelectrical devices enable the exploration of interesting quantum states observed in two-dimensional (2D) condensed material systems. 2D materials, such as graphene and transition metal dichalcogenides, exhibit unique electronic properties, including the Fractional Quantum Anomalous Hall effect (FQAHE). The realization of the FQAHE offers a pathway toward topological quantum computing via non-Abelian anyons. Still, fabricating high-quality 2D optoelectrical devices remains a significant experimental challenge. Using mechanical exfoliation and stacking techniques within an inert argon environment, we attempted to fabricate optoelectrical devices using twisted molybdenum ditelluride (tMoTe2) and gallium telluride (GaTe). Three devices were successfully assembled; however, structural defects including hexagonal boron …

Lindquist Awarded Women In Optics Scholarship, Ann Aubry

Press Releases 2020-2029

No abstract provided.

Image Processing In Self-Driving Cars, Julia Lin, Sid Kalidindi, Anushri Selva, Seana Corners

Interdisciplinary Design Senior Theses

This thesis presents the development of a low-cost embedded image processing system for autonomous vehicle perception using the PYNQ-Z2 FPGA board. The project explores whether compact FPGA-based systems can provide efficient, low-latency perception for small-scale autonomous applications such as delivery robots, warehouse robots, and drones, where power efficiency and affordability are important design constraints.

The system uses Python and OpenCV for image preprocessing and color-based traffic sign segmentation, while a modified LeNet-5 convolutional neural network performs traffic sign classification. The model was optimized and deployed onto the FPGA using Vivado HLS and Vitis to accelerate inference on resource-constrained hardware. The …

Investigating How Llm Trading Agents Integrate External Signals, Rohan Ray

Computer Science Senior Theses

Large Language Models are increasingly deployed in systems that assume more information leads to better decisions: RAG pipelines inject retrieved documents, tool-augmented agents call external APIs, and multi-model architectures route signals between specialized components. Whether this holds when both the information and the outcomes are noisy, and decisions compound over time, has received limited empirical attention. This thesis tests that assumption on LLM-based trading agents. Using StockBench (Chen et al., 2025) as our benchmark, we ran 150 backtests across 2 frontier LLMs (Kimi K2 and Qwen3-235B-Instruct), 12 augmentation strategies, and 5 random seeds, over 82 trading days — a period …

The Malaugh Operations And The Quadratic Invariant Gaps Of $\Si_4^C$, Forrest M. Hilton

ETDs from 2020-2029

Connected Julia sets of polynomials generally correspond to laminations, sets of chords of the unit disc that reflect the dynamics of the Julia set. If the circle is measured in revolutions and the polynomials studied are of degree $d$, then the dynamics on the lamination is given by the covering map $\sigma_d(t) := td \pmod 1$ where chords are mapped by their end points. Every lamination has at least one laminational invariant set, which is loosely an invariant complementary component of the lamination. That set has a significant impact on the shape of the Julia set. James Malaugh showed how …

Modeling The Spread Of Competing Narratives In Multimodal Social Media Network, Mayor Inna Gurung

Theses and Dissertations

Social media has fundamentally transformed how narratives are produced, contested, and disseminated, enabling competing interpretations of the same event to spread rapidly across networked populations. Understanding how narratives gain traction over others in these environments is critical for addressing misinformation, supporting informed public discourse, and designing effective counter-messaging strategies. Yet existing research largely treats narrative propagation as a single-process phenomenon and focuses predominantly on textual data, overlooking both the competitive dynamics between opposing narratives and the growing role of visual symbolic communication in shaping how narratives are received. This dissertation addresses these gaps through a multi-platform, multimodal framework applied to …

2026 June 04- Tennessee Weekly Drought Summary, East Tennessee State University

Tennessee Climate Office Weekly Drought Summaries

No abstract provided.

Multiscale Optical Imaging: From Single-Molecule Dynamics To Tissue-Scale Mechanics, Weiyan Zhou

McKelvey School of Engineering Graduate Student Theses & Dissertations

Biological systems exhibit hierarchical organization spanning molecular to tissue scales. Molecular orientation and supramolecular packing define nanoscale architecture, while collective organization of these constituents contributes to emergent mechanical and dynamical behavior at the tissue level. Although optical imaging provides access to both regimes, modalities are typically optimized for a single scale and often emphasize qualitative visualization rather than quantitative measurement. Establishing rigorous frameworks for extracting physical parameters from optical signals and articulating conceptual continuity across scales remains a central challenge. This dissertation advances optical imaging as a quantitative measurement technology through the development of complementary approaches at the nanoscale and …

How Carter Will Found His Future At Fhsu, June 04, 2026, Tisa Mason Ed.D.

Heart of a Tiger Columns

No abstract provided.

Rfc - Request For Information - Waste Rock Dump Stormwater Runoff Collection System Substitution, Molly Roby

Silver Bow Creek/Butte Area Superfund Site

No abstract provided.

Hypertension And Pneumonia: A Retrospective Analysis On The Length Of Stay, Cassandra Blau, Diana Hamdan, Peter Reisdorf, Brandon Shin, Jack T. Adcock, Nova Beyersdorfer, Kerry Johnson, John Paulson

Student Publications

Background: Pneumonia is a serious respiratory infection that affects patients across all age groups. While it typically responds to treatment, patients with pre-existing comorbidities are at increased risk of poor outcomes. Hypertension (HTN) is a common condition that may coexist in patients with pneumonia. Although pneumonia and HTN have been studied separately, there is limited evidence regarding their combined effect on clinical outcomes, including hospital length of stay (LOS), treatment duration, and recovery trajectory.

Objectives: Identifying factors that influence the length of hospital stay in patients with pneumonia is essential for addressing the burden of hospitalization on both patients and …

Comparison Of Fish Biomass And Fish Carbon Content Associated With Reef Sites At The Rio Grande Valley Artificial Reef In The Gulf Of Mexico, Allison K. White, Md Saydur Rahman, Richard J. Kline

School of Earth, Environmental, & Marine Sciences Faculty Publications

As global fisheries stocks have decreased due to overfishing and climate change, artificial reefs have gained significant attention. In addition to providing or restoring habitat, artificial reefs may serve as carbon capture sinks and potential climate mitigation strategies. The Rio Grande Valley (RGV) Reef is an artificial reef located in the northwestern Gulf of Mexico off the coast of Texas. The RGV Reef area spans 1,650 acres and is comprised of hundreds of groupings of recycled and pre-formed materials ranging from low relief (1–2 ft) to high relief (8–30 ft) reef structures. This reef provides a variety of novel habitat …

Revisiting Representation Learning For Natural Language Processing From The Fundamentals For Misinformation Detection, Vishnu S. Pendyala

Faculty Research, Scholarly, and Creative Activity

While existing language embeddings achieve high accuracy on benchmark tasks, recent studies suggest they often struggle to distinguish true from false statements. This work argues that new representation learning and aggregation strategies are needed, especially those that adapt to misinformation's evolving patterns and incorporate explainability. As a first step, we explore two directions: (1) aggregation strategies inspired by signal processing, where word embeddings are transformed into spectrogram-like representations for classification to overcome context window limitations, and (2) future extensions using dynamic neural architectures such as Neural ODEs, Liquid Time-Constant Networks (LTCs), Kolmogorov-Arnold Networks (KANs), and Legendre Memory Units (LMUs). Preliminary …

Global Burden Of Drug-Resistant Tuberculosis In Children: A Systematic Analysis For The Global Burden Of Disease Study, Xuhui Liu, Peierdun Mijiti, Lu Xia, Sylvia M Lacourse, Wulan Talafuhan, Alexander W Kay, Yang Yang, Huarui Liu, Dan Ye, Leonardo Martinez, Shuihua Lu, Adong Shen, Anna M Mandalakas, Feng Li, Christoph Lange, Zhen Huang

Faculty, Staff and Students Publications

Background: Paediatric tuberculosis (TB), particularly drug-resistant TB (DR-TB), is associated with significant mortality. However, the global burden of childhood TB remains poorly understood.

Methods: We analysed incident cases, deaths, and age-standardised incidence and mortality rates among children (0-14 years) with multidrug-resistant/rifampicin-resistant tuberculosis (MDR/RR-TB) and extensively drug-resistant tuberculosis (XDR-TB) using the Global Burden of Disease (GBD) 2021 database. Data were stratified by age, sex, region, country, and HIV/AIDS status. Annual and average annual percentage changes were assessed using joinpoint regression analysis. Secondary analyses compared adult and paediatric TB trends in the End TB era and evaluated the potential impact of the …