Digital Commons Network^™

Knowledge-State Generative Agents For Pre-Assessment Question Evaluation, Ping Fan Ke, Yi Meng Lau, Siaw Ling Lo

Research Collection School Of Computing and Information Systems

This paper introduces a Knowledge‑State Generative Agent framework for evaluating the quality of pre‑assessment questions. The framework employs large language model (LLM)–based agents prompted to adopt a teacher persona to simulate the responses of students with and without mastery of targeted knowledge components. A preliminary empirical study using archival data from 424 students enrolled in an Information Systems Management course indicates that the proposed approach yields interpretable metrics under Classical Test Theory. Results further show that agents instantiated with the relevant mastered knowledge components exhibit systematically higher performance than agents lacking such mastery. In addition, the study suggests that teacher-persona …

Designing Functional Nanolaminates From Complex Atomic Layer Deposition Reactions, Joseph Joel Muhanga

Graduate Theses and Dissertations

Atomic layer deposition (ALD) enables precise cycle by cycle control over film thickness and composition. This kind of control is ideal for the engineering of functional nanolaminate coatings with tailored optical properties. Since ALD synthesized composite films are deposited as discrete, stratified layers and not as homogeneously intermixed solids, it is not yet clear when such composites can be be treated with the effective medium approximation (EMA). EMA is simplification that is important to the design of mixed oxide coatings. This dissertation addresses that question using a model system, and then asks whether the same approach can be used to …

Co-Matching: Towards Human–Model Collaborative Legal Case Matching, Chen Huang, Xinwei Yang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Tat-Seng Chua

Research Collection School Of Computing and Information Systems

Recent efforts have aimed to improve AI models in legal case matching by integrating legal domain knowledge. However, successful legal case matching requires the tacit knowledge of legal practitioners, which is difficult to verbalize and encode into models. This emphasizes the crucial role of involving legal practitioners in high-stakes legal case matching. To address this, we propose a collaborative matching framework called Co-Matching, which encourages both the model and the legal practitioner to participate in the matching process, integrating tacit knowledge. Unlike existing methods that rely solely on the model, Co-Matching allows both the legal practitioner and the model to …

Harnessing Tio2-Based Nanofilaments: A Pathway To Enhanced Optoelectronic Performance In Dye-Sensitized And Perovskite Light Harvesters, Zahraa Ismail, Tarek A. Elmelegy, Hassan Nageh, Sameh Abdellatif

Mechanical Engineering

This study explores the integration of TiO2-based nanofilaments into dye-sensitized solar cells (DSSCs) and perovskite solar cells (PSCs) to enhance their optoelectronic performance. Despite the advancements in one-dimensional lepidocrocite TiO2 nanofilaments, there remains a significant gap in understanding their optical scattering mechanisms and dual applicability in both types of solar cells. We synthesized TiO2 nanofilaments and compared their performance to conventional P25 TiO2 in terms of morphology, electrical, and optical properties. The results indicate that the DSSC utilizing nanofilaments achieved a short-circuit current density of 8.2 mA/cm² and a power conversion efficiency (PCE) of 6.9%, compared to 7.1 mA/cm² and …

Personal Goal Facilitation, Burnout And Work Engagement: The Role Of Self-Discrepancy, Jacinth Jia Xin Tan, Bek Wuay Tang

Research Collection School of Social Sciences

Employees who perceive greater personal goal facilitation through work (PGFW) experience lower burnout and higher work engagement. This research examined whether self-discrepancies and emotional experiences explain these relationships across two cross-sectional studies involving a nationally representative sample of working adults (Study 1; N = 889) and a sample of public school teachers (Study 2; N = 228) in Singapore. Participants listed personal goals and rated how much their jobs facilitated these goals, alongside measures of self-discrepancy, emotions, burnout, and engagement. Across both samples, higher PGFW predicted lower burnout and greater engagement. These associations were consistently explained by lower ideal self-discrepancy …

Global Prevalence Of Internet Gaming Disorder: An Umbrella Review Of Meta-Analytic Evidence And Implications For Child And Adolescent Psychiatry, Elisabeth C. S. Poon, Xun Ci Soh, Trina J. H. Poh, Andre C. S. Tan, Andree Hartanto

Research Collection School of Social Sciences

Background/Objectives: Internet gaming has become a widespread global activity, raising concerns about the prevalence of Internet Gaming Disorder (IGD). However, existing meta-analyses report highly variable prevalence estimates. This umbrella review aims to clarify the prevalence and variability of IGD by synthesizing evidence from meta-analyses to provide a comprehensive overview of IGD prevalence across populations, age groups, and regions. Methods: Following PRISMA guidelines, systematic searches were carried out across five published literature databases and two supplementary search sources. Title and abstract screening, followed by full-text eligibility assessment, were conducted independently by three authors. The same three authors then performed data extraction …

A 10-Minute Walk From The Mrt. But For Whom?, Paulin Tay Straughan, Yi Wen (Chen Yiwen) Tan, Wensi Lim

Research Collection School of Social Sciences

They highlighted that as people age, mobility naturally declines, adding that the convenient shorthand such as a “10-minute walk” to define accessibility is ultimately a social construct – one that must be grounded in lived realities and evidence. They noted that ageing in place is not just the ability to remain at home as one transitions into later life – it is about living in an environment that fosters attachment, continuity and well-being, which requires both the built and social environments to be supportive. Responses must be guided by solid evidence – through ongoing conversations with those whose needs we …

Learning By Writing: Exploring Authentic Legal Learning Through Case Summaries, Ee-Ing Ong, Wei Yang Quek, Duan Ning, Magdeleine Lew

Research Collection Yong Pung How School Of Law

We use authentic learning as a pedagogical framework in a collaboration between our law school and the national Supreme Court of a Southeast Asian country, which facilitates law students’ development of their legal analytical and writing skills, and helps them better bridge the gap between existing legal curricula and the needs of legal practice. Akin to a writing apprenticeship, students write summaries on selected Supreme Court judgments, with their output reviewed by faculty as well as judicial law clerks from the court. The results are published on the court’s website and circulated to other stakeholders. In the post-exercise survey, participating …

Thiol-Based Neuroprotective Copolymers Acutely Restore Redox Metabolism And Mediate Vasogenic Edema In A Mouse Model Of Traumatic Brain Injury, Evan T. Curtis, Brandon Z. Mcdonald, Aria W. Tarudji, Aaron M. Priester, Anthony J. Convertine, Forrest M. Kievit

Materials Science and Engineering Faculty Research & Creative Works

Effective pharmaceutical interventions for treating the secondary damage associated with traumatic brain injury (TBI) are limited due to poor delivery into the brain, insufficient target engagement, and an incomplete understanding of the pathophysiological changes that occur post-impact. Thus, nanoparticles (NP), which have an enhanced permeation and retention-like effect within the perturbed blood-brain barrier, have grown as a potential candidate for treating TBI. We have investigated the antioxidant capacity of thiol-based NP, termed neuroprotective copolymers (NPC3), and their ability to neutralize reactive oxygen species (ROS) and lipid peroxidation products (LPOx). Here, we assessed the efficacy of NPC3 for alleviating the secondary …

Soilless Substrates As A Critical Control Point For Mitigating Food Safety Risks Within Hydroponic Leaf Lettuce Production, Eric Nuertey Tetteh

Graduate Theses and Dissertations

The effect of hydroponic soilless substrates and microbial biocontrol agents on the persistence of foodborne pathogens in indoor lettuce production is variable depending on substrate type, pathogen species, and biocontrol formulation. This study addressed key gaps by first characterizing the ability of different substrates to support Salmonella and Listeria monocytogenes survival and then evaluating the ability of pine biochar and Bacillus subtilis to suppress pathogen persistence in selected substrates under controlled conditions. In the first experiment, the persistence of Salmonella and L. monocytogenes was evaluated in four soilless substrates: rockwool (RW), low density foam (LDF), peat moss (PM) and coco …

The Narrative Dynamics Of Special Books By Special Kids Youtube Videos And Comments: A Study Of Disability Rhetoric And Public Narrative Engagement, Jessica Louise Allee

Graduate Theses and Dissertations

Digital media has expanded disability advocacy and community building by enabling accessible, visual storytelling and connection. Special Books by Special Kids (SBSK), a YouTube channel using interview-based disability storytelling, foregrounds people’s experiences with disabilities in the videos, while inviting viewers to interpret, identify with, and respond in the comments. As a participatory storytelling space, SBSK offers a site for examining how disability meanings are constructed, negotiated, and transformed through narratives, multimodal practices, and audience uptake, while revealing how dominant disability rhetoric or ableist discourse that positions people with disabilities as burdens, inherently deficient, or socially devalued, can be reproduced, complicated, …

Fugue State: The Body Politic Of Identity Theatre, Sean Patrick Ryan

Graduate Theses and Dissertations

This paper will cover my approach as an actor and a creator in two separate productions during my time at the University of Arkansas. The first is a solo theatre piece that I devised under the tutelage of Michael Landman. This work, Half Brother, is a piece of theatre that takes an abstract approach to exploring the familial and psychological ripples that can occur in the life of a queer person when a parental unit takes on a political and religious identity that is oppositional to the LGBTQ community. It exposes the effect this transformation has on the child, their …

Collectivist Culture Values And Self-Esteem In Asian Americans With Adhd, Skye Taemi Jieling Sakashita

Doctoral Dissertations

This study is a quantitative correlational analysis that evaluated the relationship between collectivism and self-esteem in Asian American adults diagnosed with Attention-Deficit/Hyperactivity Disorder (ADHD). A total of 29 Asian American adults with ADHD participated in this study that included a survey of three scales assessing for collectivism, self-esteem, and ADHD symptoms. The results indicated that the correlation between self-esteem and collectivism in participants was not statistically significant. The correlation between self-esteem and ADHD symptoms was also found to be not statistically significant. However, certain correlational analyses regarding collectivism and ADHD symptoms were found to be statistically significant. Specifically, the results …

Building Adaptive Leaders: Examining The Relationship Between Undergraduate Co-Curricular Leadership Roles, Change Readiness, And Leadership Self-Efficacy, Reneldo N. Randall

Educational Leadership & Workforce Development Theses & Dissertations

The contemporary workforce is characterized by ongoing organizational change, requiring individuals to demonstrate adaptability and the capacity to lead within evolving conditions. Institutions of higher education increasingly emphasize leadership development as a mechanism for preparing students for these demands; however, limited empirical research has examined how participation in formal co-curricular undergraduate leadership roles relates to students’ readiness to engage with organizational change. This study addresses the gap by examining the relationship between leadership self-efficacy and resistance to change among undergraduate student leaders.

Guided by the Leadership Identity Development (LID) model, this quantitative study employed a non-experimental, correlational design. Data were …

Understanding Chronic Bodily Pain Across Multisystemic Illnesses: A Comparative Analysis Using Exploratory Factor Analysis And Invariance Testing, Suvetha Ravichandran

Theses and Dissertations from DePaul University

Chronic pain is a debilitating symptom that often remains under-researched and poorly treated, particularly for those with multisystemic conditions. This study explored the shared and distinct experiences of chronic bodily pain across four multisystemic illnesses: Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS), Multiple Sclerosis (MS), Post-Polio Syndrome (PPS), and Long COVID. Comparative exploratory factor analysis (EFA) and invariance testing were used to examine commonalities and differences in underlying pain experiences for those with the above diagnoses as well as healthy controls based on their responses to pain items from the DePaul Symptom Questionnaire-1 (DSQ-1). A total of 3,724 participants were included: 2,403 …

Analysis Of Clinical Health Worker Notes With Explainable Artificial Intelligence For A Better Perspective In Preventing Readmission, Christopher Scott Klimp

Theses and Dissertations from DePaul University

Emergency Department (ED) readmissions remain a major challenge for healthcare systems, affecting both patient care quality and financial costs. Most prediction models depend largely on structured data from clinical tools that assign points to a small set of predefined factors – such as comorbidities, previous hospital visits, and behaviors such as smoking and drinking – and then sum those points to produce an overall risk score. These point-based tools leave out important information from Social Determinants of Health and a wealth of information from Community Health Workers (Community health workers (CHWs), trusted members of a community who help connect people …

Using Recommender Systems To Help Revitalize Local News, Payam Pourashraf

Theses and Dissertations from DePaul University

Local news outlets have experienced steep declines in readership as national and global online news sources have expanded and consolidated audience attention. Because many local media companies rely primarily on subscription-based business models, they must increase user engagement and provide clearer value to local subscribers. Personalization and recommender systems offer one promising path toward this goal. However, many recommender systems assume that a user’s past behavior can be summarized in a single unified profile. In practice, preferences are often context-dependent: the same person may prefer different content depending on geography, time, task, or situation. Local news offers a socially important …

Collectivist Culture Values And Self-Esteem In Asian Americans With Adhd, Skye Taemi Jieling Sakashita

Doctoral Dissertations

This study is a quantitative correlational analysis that evaluated the relationship between collectivism and self-esteem in Asian American adults diagnosed with Attention-Deficit/Hyperactivity Disorder (ADHD). A total of 29 Asian American adults with ADHD participated in this study that included a survey of three scales assessing for collectivism, self-esteem, and ADHD symptoms. The results indicated that the correlation between self-esteem and collectivism in participants was not statistically significant. The correlation between self-esteem and ADHD symptoms was also found to be not statistically significant. However, certain correlational analyses regarding collectivism and ADHD symptoms were found to be statistically significant. Specifically, the results …

Breaking Point: Exploring Side Bets, Support, And Pension Investment As Predictors Of Turnover Intention In Urban Policing, Kenneth M. Quick, Kevin T. Wolff

Publications and Research

Guided by Becker’s side-bet theory, this study examines turnover intentions among officers in the New York City Police Department by assessing pension investment and affective commitment as accumulated organizational “side bets,” alongside job satisfaction, perceived organizational support, and workplace conditions. Data was drawn from an online survey of 1,454 officers. Population weights based on gender, race/ethnicity, and rank were applied to improve representativeness. Weighted multinomial logistic regression models examined predictors of turnover intention, while second-difference tests of average marginal effects (AMEs) assessed whether workplace factors operated differently across tenure groups. Results indicate that perceived organizational attitudes and workplace conditions significantly …

Neuroprotective Effects Of Sorghum Polyphenol In Alzheimer’S Disease: In Vitro And In Silico Analyses, Rasheed A. Abdulraheem, Ralph N. Martins, Rajapandiyan Krishnamoorthy, Mohammad A. Alshuniaber, Prashant Bharadwaj, Zhaoyu Li, Ranil Coorey, Vijay Jayasena, Stuart K. Johnson, W. M.A.D.Binosha Fernando

Research outputs 2022 to 2026

Background/Objective: Accumulation of amyloid-beta (Aβ) senile plaques in the human brain is a major hallmark of Alzheimer’s disease (AD), which manifests as progressive decline in memory and cognitive functions and currently lacks effective disease-modifying therapies. Emerging evidence demonstrates that polyphenol-rich plant foods are potential complementary therapies for AD. Methods: In this study, we investigated crude polyphenol extracts (CPEs) and purified polyphenol extracts (PPEs) from three sorghum genotypes for their ability to inhibit Aβ42-induced toxicity in MC-65 cells. Thioflavin T fluorescence, cell viability, mitochondrial function, oxidative stress assays, and Western blotting, along with RNA sequencing and computational analyses, were used to …

The Contribution Of Adolescent Cardiovascular Disease Risk Factors To Vascular Stiffness And Cardiac Remodelling In Young Adults, Anne E. Barden, Lawrence J. Beilin, Nick S.R. Lan, Amro Sehly, Girish Dwivedi, Rae-Chi Huang, Brendan Adler, Trevor A. Mori

Research outputs 2022 to 2026

Aims: Early identification of abnormalities in vascular and cardiac structure offers an opportunity for intervention to reduce future cardiovascular disease (CVD). This study examined factors contributing to increased CVD risk from adolescence to young adulthood. Methods and results: Raine Study participants (n = 716) classified as low- or high-CVD risk using cluster analysis at 17 years were re-studied at 27 years. Outcomes at 27 years were vascular stiffness assessed by pulse wave velocity (PWV) and left ventricular mass index (LVMI), left ventricular (LV), right ventricular (RV), and left atrial (LA) myocardial strain and respective ejection fractions (EF) assessed by cardiac …

The Effect Of Cyp1a2 Gene Polymorphisms On Caffeine Pharmacokinetics And Exercise Performance In Male Recreational Athletes, Chloe Masters, Ajmol Ali, Claire Badenhorst, Martin Dickens, Kay Rutherfurd-Markwick

Research outputs 2022 to 2026

This study examined the effects of caffeine consumption on endurance exercise performance, and the influence of CYP1A2 gene polymorphisms in caffeine pharmacokinetics and exercise performance. The data sets of two randomised, double blind, placebo-controlled crossover study design experiments have been merged. Thirty-eight recreationally active male participants provided saliva samples for CYP1A2 genotyping (AA homozygotes n = 19; AC heterozygotes n = 19) and completed either a 10-km run or 40-km cycling time trial of 60-min following a single dose of 6 mg·kg⁻¹ caffeine (CAF) or placebo (maltodextrin; PLA) throughout which heart rate (HR) and time to completion (TTC) were …

Co-Design And Pilot Testing Of A Nurse-Led Gp-Supported Self-Management Intervention For Breast Cancer Survivors With Cardiovascular Diseases: A Study Protocol, Anu Correya, Jing Yu Tan, Xian Liang Liu, Daniel Bressington, Leah East, Tao Wang

Research outputs 2022 to 2026

Background/Objectives: Self-management intervention strategies are recommended to address the needs of breast cancer survivors (BCSs) who have cardiovascular diseases (CVDs). Despite the benefits, these strategies are often suboptimally implemented, resulting in inadequate cardiovascular management among BCS with CVDs. The project aims to develop a nurse-led and GP-supported self-management (NGPS) intervention to reduce cardiovascular risks in BCS with CVDs and evaluate its feasibility and potential effects in primary care settings using the double diamond co-design process and the Medical Research Council (MRC) Framework for Developing and Evaluating Complex Interventions.

Methods: The study will be conducted in two phases. In phase I, …

Do I Fit In Here? How Immigrants’ Endorsement Of Social Markers Is Related To Their Wellbeing In Three Migrant Receiving Societies, Justine Dandy, Chan Hoong Leong, Adam Komisarof, Travis Lim, Krystal Perkins

Research outputs 2022 to 2026

Social markers of acceptance are the attributes seen as important for immigrants to achieve or display in order to be accepted similarly to a local-born citizen. In research on constructions of national identity, factor analysis reveals a culture-specific, two-factor structure akin to the ethnic–civic distinction observed. In this paper, we extend this work by examining the relationship between social markers of acceptance and immigrants’ well-being in three national contexts: Australia, Japan, and the U.S. Specifically, in study 1 we examined the factor structure of social markers in non-immigrant samples in each context (Australia, n = 1357; Japan, n = 2000; …

Behavioral Health Referral Patterns Of Medical Providers, Olivia Grace Glasgow

Electronic Theses and Dissertations Archive

Collaboration between medical and behavioral health providers has been growing consistently through the years. Offering behavioral health services in a medical setting helps individuals who may not otherwise seek mental health care. Much of the available literature focuses on patient characteristics in referral patterns; however, current evidence does not provide much guidance for medical providers to improve their collaboration with behavioral health providers. The present study assessed referral patterns of medical providers serving patients with different presenting problems and with patients who have received prior prescriptions of psychotropic medications. Medical providers were randomly assigned to view four 1-min videos of …

Sharksrx Newsletter Summer 2026, Nova Southeastern University

NSU Sharks Rx

No abstract provided.

Mental Health Stigma In Latin American Youth With Obsessive-Compulsive Disorder, Ryan J. Mccarty, Matias Jensen, Elissa Paz Jensen Santa Cruz, Melisa N. Sagarnaga, Pamela Claisse Quiroz, Isabella A. Cruz, Laura D. Seligman, Joseph D. Hovey, Monica E. Ochoa, Nadeen Salhadar

Psychological Science Faculty Publications

Obsessive-compulsive disorder (OCD) is an impairing mental health condition that affects individuals across the lifespan. Some literature has evaluated mental health stigma in adults with OCD but limited attention has been given to youth, as well as those of Latino ancestry. The present study reported the extent of stigma experiences among Latin American youth with OCD, as well as examined sociodemographic, clinical and psychological correlates. 235 youth with clinician confirmed diagnoses of OCD from 10 North and South American countries completed questionnaires assessing stigma experiences, symptomatology, and functioning. Sociodemographic and clinical variables were also collected. The average OCD stigma response …

Weathering In-Beyond Hydro(S)Cenes, Bronwyn Bailey-Charteris, Kathryn Mcmahon, Mary Christina Rapp, Natalie Davey

Research outputs 2022 to 2026

This paper examines the cultural, ecological and political dimensions of the contemporary water crisis through a curatorial and environmental humanities lens. Through the watery conceptual epoch of the Hydrocene, it highlights the work of artists and interdisciplinary practitioners whose hydro-Artistic methods propose ways to realign human-water relations. Central to this analysis is the role of curatorial care, here understood as a practice of convening, holding and enabling reciprocal encounters between bodies of water, artists and communities. Bringing these diverse practices into dialogue, the paper proposes water not only as subject matter but as a potential collaborator and leaky agent. It …

Valorisation Potential Of Microalgae As A Sustainable Source Of Lipids And Health Promoting Compounds, Bozena Mccarthy

Theses

The transition toward a circular bioeconomy requires sustainable strategies for managing and valorising food industry effluents while reducing reliance on environmentally damaging raw materials such as palm oil, which is associated with deforestation, biodiversity loss and greenhouse gas (GHGs) emissions. Microalgae represent a promising platform for converting nutrient rich industrial by-products into biomass and high-value compounds for food, nutraceutical and bio-based applications. Dairy processing generates large quantities of whey, creating environmental challenges due to its high organic load. Improved whey treatment and valorisation strategies are therefore essential for enhancing sustainability in food production systems. In this study, the biomass productivity …

Itimo: An Llm-Empowered Synthesis Dataset For Travel Itinerary Modification, Zhuoxuan Huang, Yunshan Ma, Hongyu Zhang, Hua Ma, Zhu Sun

Research Collection School Of Computing and Information Systems

Addressing itinerary modification is crucial for enhancing the travel experience as it is a frequent requirement during traveling. However, existing research mainly focuses on fixed itinerary planning, leaving modification underexplored due to the scarcity of shape need-to-modify itinerary data. To bridge this gap, we formally define the itinerary modification task and propose a general pipeline to construct the corresponding dataset, namely iTIMO. This pipeline frames the generation of shape need-to-modify itinerary data as an intent-driven perturbation task. It instructs large language models to perturb real-world itineraries using three operations: REPLACE, ADD, and DELETE. Each perturbation is grounded in three intents: …