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On The Fractional Laplacian Type Operator, Maysam Abdulnaser Zain Jun 2026

On The Fractional Laplacian Type Operator, Maysam Abdulnaser Zain

Theses

In this thesis, we study analytical structures arising from Dunkl theory and their

applications to harmonic analysis and fractional Laplacian operators. Dunkl operators are differential–difference operators associated with finite reflection groups, providing a natural generalization of the classical Fourier analysis through the introduction of root systems and multiplicity functions. Within this framework, several classical transforms appear as special cases of the (k,a)-generalized Fourier transform. We study the generalized Fourier transform ��ₖ,ₐ, its kernel Bk,a (x,y), and the associated translation operator and convolution structures. Using these tools, we construct the corresponding heat …


A Hybrid Approach To Phishing Email Detection: Leveraging Machine Learning And Large Language Models, Hessa Shamal Biri Jun 2026

A Hybrid Approach To Phishing Email Detection: Leveraging Machine Learning And Large Language Models, Hessa Shamal Biri

Theses

Phishing attacks have reached a new level of sophistication through the deployment of large language models by attackers. The current AI-generated threats defeat existing detection systems which base their operation on past data. The thesis presents a hybrid system for phishing email detection which combines real email data with synthetic LLM-created samples to enhance traditional machine learning classifiers performance. The study created a hybrid dataset of 20,627 emails by combining 18,631 real messages from the Kaggle Email Classification Dataset with 1,996 synthetic emails. The synthetic emails were generated using four large language models LLaMA-3, Falcon, LLaVA, and Mistral to capture …


Spatiotemporal Dynamics Of Riparian Land-Cover Change And Impervious-Cover Expansion In A Rapidly Urbanising Himalayan Capital City, Karma Jamtsho, Tashi Dorji, David Blake, Mark A. Lund, Eddie Van Etten Jun 2026

Spatiotemporal Dynamics Of Riparian Land-Cover Change And Impervious-Cover Expansion In A Rapidly Urbanising Himalayan Capital City, Karma Jamtsho, Tashi Dorji, David Blake, Mark A. Lund, Eddie Van Etten

Research outputs 2022 to 2026

Urbanisation and impervious-cover expansion are reshaping riparian landscapes, particularly in mountain cities where steep terrain concentrates development along valley floors. This study examined spatiotemporal land-cover change within the regulated riparian corridors of Thimphu City, Bhutan, over a 25-year period from 1997 to 2022 using Landsat imagery, Random Forest classification and Google Earth Engine. Results show substantial transformation of riparian land cover, with impervious cover increasing from 26.14% to 32.63%, equivalent to an overall increase of 24.83%, while agriculture/barren/low-vegetation declined from 30.59% to 26.01%, equivalent to an overall decrease of 14.98%. A modest increase in detectable vegetation cover was also observed, …


Thermal Transformation Of Organic Matter And Impacts On Water Quality In Fire-Affected Jarrah Forest, Kuenzang Tshering, David Blake, Andrea Bravo Escobar, Konrad Miotlinski, Andrew Bath, Mary C. Boyce, Pauline Grierson, Pierre Horwitz Jun 2026

Thermal Transformation Of Organic Matter And Impacts On Water Quality In Fire-Affected Jarrah Forest, Kuenzang Tshering, David Blake, Andrea Bravo Escobar, Konrad Miotlinski, Andrew Bath, Mary C. Boyce, Pauline Grierson, Pierre Horwitz

Research outputs 2022 to 2026

Fire in forested catchments significantly alters organic matter fluxes by generating dissolved organic matter (DOM) different from that generated under non-fire conditions. Elucidating the composition of DOM is key to understanding its persistence in the post-fire environment. This laboratory study aimed to establish a relationship between DOM quantity and quality with aspects of fire regime. Soil and litter samples were collected from areas with different burn histories (described as Time Since Last Fire – TSLF). Each sample was subjected to burn temperature treatments simulating different burn severity regimes in a muffle furnace (at 250°C – low severity, 350°C – moderate …


Ai In Healthcare: Regulatory Guidelines And Judge-Made Negligence Principles For Ai Implementers, Gary K. Y. Chan Jun 2026

Ai In Healthcare: Regulatory Guidelines And Judge-Made Negligence Principles For Ai Implementers, Gary K. Y. Chan

Research Collection Yong Pung How School Of Law

The use of artificial intelligence (AI) in healthcare may, notwithstanding its potential benefits, result in harm to patients from allegedly negligent acts or omissions by hospitals and medical doctors. In such circumstances, how should the principles in the tort of negligence (duty of care, breach, causation, remoteness of damage, and defences) respond to AI innovations in healthcare? In particular, how may the standard of care expected of hospitals and medical doctors be informed by regulatory guidelines? We refer to case law precedents and regulatory guidelines on the roles and responsibilities of doctors and hospitals as AI implementers. Importantly, they prompt …


Reinforcement Learning-Enabled Resource Allocation For Distributed And Uncoordinated Cognitive Radio Networks, Ankita Vijay Tondwalkar Jun 2026

Reinforcement Learning-Enabled Resource Allocation For Distributed And Uncoordinated Cognitive Radio Networks, Ankita Vijay Tondwalkar

Theses

To keep up with the ever-increasing performance demand from wireless applications, wireless networks necessitate to operate following an efficient use of the available radio spectrum. Since the radio spectrum is a limited resource, the increasing demand for wireless services and applications to support a wide spectrum of users is a challenge in itself and therefore requires advanced techniques to manage and utilize radio resources efficiently. Dynamic spectrum access (DSA) and sharing play a crucial role in improving the utilization of the radio spectrum, as it departs from the traditional approach of static radio spectrum band allocation which usually leads to …


U.S. Men's Views About Women's And Men's Agency In The Abortion Decision-Making Process, Xiana Bueno, Lucretia Mena-Melendez, Brandon L. Crawford, Ronna C. Turner, Wen-Juo Lo, Kristen N. Jozkowski Jun 2026

U.S. Men's Views About Women's And Men's Agency In The Abortion Decision-Making Process, Xiana Bueno, Lucretia Mena-Melendez, Brandon L. Crawford, Ronna C. Turner, Wen-Juo Lo, Kristen N. Jozkowski

Counseling, Leadership, and Research Methods Faculty Publications and Presentations

Research examining men's public opinion on women's and men's roles in abortion is limited but increasingly important as access to abortion has shifted dramatically in the U.S. In this study, we examined U.S. men's views of women's and men's agency in abortion decision-making. We explored 72 in-depth interviews on abortion attitudes conducted with men in 2021 and identified three main narratives. First, most men indicated that abortion is exclusively a women's decision. Several men noted wanting men's opinions to at least be heard in the decision-making process, while still maintaining that women should be the decision-makers. We identified subtle nuances, …


The Sleep Effects Of Construction Management Students At Cal Poly Slo, Riley James Coalwell Jun 2026

The Sleep Effects Of Construction Management Students At Cal Poly Slo, Riley James Coalwell

Construction Management

Sleep deprivation and poor sleep quality have become increasingly common among college students, particularly in demanding studies such as construction management. This study examined sleep patterns, sleep duration, and perceptions related to sleep deprivation among construction management students at California Polytechnic State University, San Luis Obispo. The study replicated prior research conducted at Mississippi State University while focusing exclusively on one academic program and institution. A quantitative research method was used through an anonymous Microsoft Forms survey distributed to construction management students over a ten-week period. The survey collected demographic information, sleep behaviors, academic workload, and perceptions regarding sleep within …


Retrospective Analysis Of A Washu-Based Knowledge-Based Planning (Kbp) Model For Breast And Chest Wall Planning In Guatemala: Compliance With American Society For Radiation Oncology (Astro) 2026 Guidelines, Milton E Ixquiac Cabrera, Erick O Montenegro, Matthew Schmidt, Baozhou Sun, James A Kavanaugh, Taoran Li, Angel Velarde, Vicky De Falla, Francisco Reynoso Jun 2026

Retrospective Analysis Of A Washu-Based Knowledge-Based Planning (Kbp) Model For Breast And Chest Wall Planning In Guatemala: Compliance With American Society For Radiation Oncology (Astro) 2026 Guidelines, Milton E Ixquiac Cabrera, Erick O Montenegro, Matthew Schmidt, Baozhou Sun, James A Kavanaugh, Taoran Li, Angel Velarde, Vicky De Falla, Francisco Reynoso

Faculty, Staff and Students Publications

Background/purpose

Breast cancer is among the most prevalent malignancies treated at the Liga Nacional Contra el Cáncer (LNCC) in Guatemala, representing a significant proportion of annual radiotherapy cases. Access to high-quality, standardized treatment planning in resource-constrained settings remains a critical challenge. This study evaluates the dosimetric performance of knowledge-based planning (KBP) models adapted from Washington University (WashU) in St. Louis for breast and chest wall radiotherapy at LNCC, validated against a retrospective 2025 clinical cohort, and benchmarked against the ASTRO 2026 Practical Radiation Oncology guidelines.

Materials and methods

A retrospective analysis of 84 treatment plans (40 left, 44 right) for …


Transient Yap Activation Uncovers The Neurogenic Potential Of Proliferative Mammalian Müller Glia, English J Laserna, Irina V Saltykova, Benjamin M Hall, Xuefei Tong, Justin S Dhindsa, Borna Sarker, Ayrea E Hurley, Paul G Swinton, William R Lagor, Nicholas M Tran, James F Martin, Ross A Poché Jun 2026

Transient Yap Activation Uncovers The Neurogenic Potential Of Proliferative Mammalian Müller Glia, English J Laserna, Irina V Saltykova, Benjamin M Hall, Xuefei Tong, Justin S Dhindsa, Borna Sarker, Ayrea E Hurley, Paul G Swinton, William R Lagor, Nicholas M Tran, James F Martin, Ross A Poché

Faculty, Staff and Students Publications

The Hippo pathway effector YAP promotes spontaneous proliferation of Müller glia (MG), suggesting that bypassing Hippo signaling and activating YAP could enhance retinal regeneration. However, whether proliferative adult MGs retain meaningful neurogenic competence remains unclear. Here, using viral delivery of a Hippo-resistant YAP variant to wild-type adult MGs, we achieved transient YAP activation in adult MGs, inducing proliferation followed by cell-cycle withdrawal and differentiation. Intersectional genetic lineage tracing and EdU labeling, combined with transcriptomic analyses, revealed that YAP-activated MGs predominantly regenerate MGs, whereas only a subset gives rise to bipolar cell-like neurons. These results indicate that proliferative MGs acquire a …


Paid Employment And Ability To Work Among People Receiving Dialysis: A Systematic Review Of Qualitative Studies, Ao Zhang, Adam Martin, Karine Manera, Chandana Guha, Martin Howell, Patrizia Natale, Nicole Scholes-Robertson, Dharshana Sabanayagam, Adeera Levin, Wolfgang Winkelmayer, Kevin F Erickson, Germaine Wong, Allison Jaure, Anita Van Zwieten Jun 2026

Paid Employment And Ability To Work Among People Receiving Dialysis: A Systematic Review Of Qualitative Studies, Ao Zhang, Adam Martin, Karine Manera, Chandana Guha, Martin Howell, Patrizia Natale, Nicole Scholes-Robertson, Dharshana Sabanayagam, Adeera Levin, Wolfgang Winkelmayer, Kevin F Erickson, Germaine Wong, Allison Jaure, Anita Van Zwieten

Faculty, Staff and Students Publications

Rationale & objective: People receiving dialysis have reduced workforce participation, which can affect mental well-being and exacerbate the financial burden of dialysis. This study describes the experiences and perspectives of people receiving dialysis on employment and their ability to work.

Study design: Systematic review and thematic synthesis of qualitative studies.

Setting & study populations: Adults aged 16 years and over receiving dialysis.

Search strategy & sources: MEDLINE, Embase, and PsycINFO were searched to May 2025 for qualitative and mixed-methods studies that reported the perspectives of people receiving dialysis on employment or ability to work.

Data extraction: Text from results and …


Perception Of Dynamic Lighting: Chromatic Adaptation And Augmented Reality, Abigayle Weymouth Jun 2026

Perception Of Dynamic Lighting: Chromatic Adaptation And Augmented Reality, Abigayle Weymouth

Theses

Augmented reality (AR) is a rapidly developing technology with use cases ranging everywhere from medicine to entertainment. This research focuses on optical see-through (OST) AR, one of the common overarching types of available augmented reality devices. Color appearance in OST AR systems is affected by a mix of the viewing conditions and environment of the real world and the transparent virtual elements. Accurate control of the color of AR content in real-world use cases, which often includes changes in color over time in both parts of the environment, is important for many applications. This dissertation includes three studies of color …


Improved Colorimetry Through Fundamental Appearance Scales, Saeedeh Abasi Jun 2026

Improved Colorimetry Through Fundamental Appearance Scales, Saeedeh Abasi

Theses

This dissertation introduces a new framework for color appearance modeling, referred to as the Fundamental Color Appearance Model (FCAM). The primary objective of this work is to develop perceptually meaningful color appearance scales that are directly derived from cone fundamentals and formulated as independent one-dimensional scales. Unlike conventional color appearance models that rely on complex three-dimensional color spaces and extensive nonlinear processing, FCAM describes color appearance attributes individually through mathematically simple and physiologically grounded formulations. FCAM consists of four independent one-dimensional scales: the Fundamental Hue Scale (FHS), Fundamental Lightness Scale (FLS), Fundamental Brightness Scale (FBS), and Fundamental Saturation Scale (FSS). …


Investigating An Energy-Preserving Spectral Finite Difference Numerical Method For A Wave Equation On The Metric Graph, Tue Minh Tran Jun 2026

Investigating An Energy-Preserving Spectral Finite Difference Numerical Method For A Wave Equation On The Metric Graph, Tue Minh Tran

University Honors Theses

To investigate the accuracy and long-term energy conservation of a spectral finite difference numerical method for a wave equation on metric graphs. In conservative systems, numerical methods should preserve total energy. However, explicit finite difference methods require impractically small space steps and exhibit energy drift at end points. To address these limitations, a spectral finite difference method is implemented using a Fourier transformation. This semi-spectral method improves stability at endpoints while maintaining second-order accuracy, achieving an overall error of O(∆t2). We implement the semi-spectral method on the IEEE14 metric graph and provide visuals showing the initial condition …


Social Determinants As A Predictor For Heart Disease Mortality: Oregon Regional Study, Jewel Jones Jun 2026

Social Determinants As A Predictor For Heart Disease Mortality: Oregon Regional Study, Jewel Jones

University Honors Theses

The study examined the association between selected social determinants of health and heart disease mortality across geographic regions in Oregon. Using a regional analysis design, county-level population and mortality data were grouped into nine geographic regions to evaluate patterns of cardiovascular disease burden across the state. Social determinant variables were obtained from publicly available U.S. Census Bureau datasets and included poverty, crowding among households, single-parent households, lack of broadband internet subscription, housing cost burden, high school diploma attainment, and unemployment.

Heart disease mortality counts per 100,000 population were derived from official birth and death certificate records. Statistical analyses were conducted …


Developing A High-Resolution Off-Axis Common-Mode Digital Holographic Microscope, Lucy Cook Jun 2026

Developing A High-Resolution Off-Axis Common-Mode Digital Holographic Microscope, Lucy Cook

University Honors Theses

Off-axis digital holographic microscopy (DHM) is a powerful tool for 3D, non-invasive live-cell tracking without moving parts. However, traditional setups face an inherent dilemma: split-path interferometers offer high spatial resolution but poor temporal stability, while more stable common-mode configurations are historically limited to lower numerical aperture (NA) regimes. This thesis bridges that gap by scaling a common-mode DHM architecture into a high-resolution benchtop instrument featuring NA = 0.65 objectives, paired with a high-power 520 nm laser source to combat transmission losses and sustain imaging frame rates across an expanded optical footprint. We map the multi-variable design space required to satisfy …


Conello Vendor Marketplace Capstone: A Review On The Capstone Process And Computer Science Degree, Levi Hauck Jun 2026

Conello Vendor Marketplace Capstone: A Review On The Capstone Process And Computer Science Degree, Levi Hauck

University Honors Theses

This Capstone Review Thesis discusses the current structure of the Computer Science Degree path and Computer Science Capstone at PSU. This thesis reviews the Conello Vendor Marketplace Capstone, a project designed to help address the issue of teambuilding in the workplace. It points out ways in which teamwork and organization is an underdeveloped skill in Computer Science. During the Capstone project, the project management method of Agile development was recommended and used. However, it became clear that the team, leader included, had a gap in knowledge and skills to be successful, as well as a lack of experience in team …


Shallow-Marine Crinoid Genera May Have Been More Resilient Across Permian Extinction Events In Terms Of Richness Than Deep-Marine Crinoid Genera, Amelia C. Kolstad Jun 2026

Shallow-Marine Crinoid Genera May Have Been More Resilient Across Permian Extinction Events In Terms Of Richness Than Deep-Marine Crinoid Genera, Amelia C. Kolstad

University Honors Theses

Throughout the Phanerozoic, one of the most successful phyla of marine invertebrates has been Echinodermata. Echinodermata was particularly successful throughout the Paleozoic, with class Crinoidea making up a majority of occurrences. The proportion of echinoderm occurrences that are crinoids declined massively at the end of the Permian and continued to decrease into modern day, never fully recovering. One of the factors thought to have been so important for crinoid success in the Paleozoic and their decreasing success throughout geologic time has been their propensity for success in shallow-marine environments, though crinoids also exist within deep-marine environments. This study seeks to …


Agile In The Age Of Ai: Considerations And Improvements For Streamlining Developer Workflows, Stephen Feng Jun 2026

Agile In The Age Of Ai: Considerations And Improvements For Streamlining Developer Workflows, Stephen Feng

University Honors Theses

This paper examines the integration of AI language models into Agile developer workflows during a six-month software development project. Using the development of SagacityWall, a mindfulness-based social media application built by a team of eight undergraduates, it identifies three key areas in Agile processes where AI provided meaningful leverage: translating business requirements into actionable developer work tickets, accelerating framework research and technology stack decisions, and reducing onboarding friction through AI-assisted code scaffolding and Behavior-Driven Development story formatting. The study finds that AI meaningfully boosted productivity across these stages – not by replacing developer judgment, but by reducing overhead at each …


A Trans-Omics Gene-Smoking Interaction Study Of Lung Cancer Based On Consortium Data, Ning Xie, Xiaowen Xu, Yanru Wang, Aoxuan Wang, Xiang Wang, Xuan Wang, Mengsheng Zhao, Jiacheng Zhou, Yongyue Wei, Manel Esteller, Zhibin Hu, Hongbing Shen, Rayjean J Hung, Christopher I Amos, Yi Li, David C Christiani, Feng Chen, Yang Zhao, Ruyang Zhang Jun 2026

A Trans-Omics Gene-Smoking Interaction Study Of Lung Cancer Based On Consortium Data, Ning Xie, Xiaowen Xu, Yanru Wang, Aoxuan Wang, Xiang Wang, Xuan Wang, Mengsheng Zhao, Jiacheng Zhou, Yongyue Wei, Manel Esteller, Zhibin Hu, Hongbing Shen, Rayjean J Hung, Christopher I Amos, Yi Li, David C Christiani, Feng Chen, Yang Zhao, Ruyang Zhang

Faculty, Staff and Students Publications

Rationale: Genetically predicted molecular traits provide a cost-effective approach for identifying biomarkers and uncovering underlying biological mechanisms. We extended this framework to investigate gene-smoking interactions in lung cancer susceptibility.

Objectives: To identify trans-omics gene-smoking interactions affecting lung cancer risk and to assess how biomarkers modify effect of smoking.

Methods: We conducted the first trans-omics gene-smoking interaction study of lung cancer by integrating consortium-scale individual genotype data (27 737 cases vs 449 910 noncases) from the International Lung Cancer OncoArray Consortium (ILCCO-OncoArray), Transdisciplinary Research Into Cancer of the Lung (TRICL), Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial (PLCO), and the …


Purposefully Black Interactional Systems: Disrupting Punitive School Discipline Models Through Banter, The Funk, And The Black Aesthetic, S. M. Wilson May 2026

Purposefully Black Interactional Systems: Disrupting Punitive School Discipline Models Through Banter, The Funk, And The Black Aesthetic, S. M. Wilson

Black Educology Mixtape "Journal"

This empirical study seeks to understand the narratives of four Black men teachers and two Black women teachers about how they implement school discipline and classroom management in their K–12 contexts. This track draws on interdisciplinary perspectives from education, linguistic anthropology, and African American studies to understand how banter and ritual insults function as alternatives to traditional discipline. Phenomenology and thematic analysis of six semistructured interviews demonstrated Black teachers’ beliefs that outdated and punitive orientations should be challenged. These teachers enacted discipline through talk—particularly banter, ritual insults, and what I call “purposefully Black interactional systems,” which embed discipline within them, …


So Great A Cloud Of Witnesses: A Critical Race Counterstory On Teacher Preparation And Repair, La Mont Terry May 2026

So Great A Cloud Of Witnesses: A Critical Race Counterstory On Teacher Preparation And Repair, La Mont Terry

Black Educology Mixtape "Journal"

Selective liberal arts colleges (SLACs) are traditionally undergraduate institutions that focus on providing a broad education in the arts, sciences, and humanities rather than the professional training for the workforce typically available at other institutions of higher education. Despite their comprehensive curriculum, many SLACs have a decades-long commitment to teacher preparation as recognition of the connected nature of K–12 schooling and higher education. This track examines the closure of one such teacher preparation program at an urban liberal arts college and its impact on the faculty who taught in it. Using the critical race theory method of counterstorytelling, I position …


Black Boys And The New Media Mixtape: Ownership, Aspiration, And Hustle In A Digital Age, Kareem Edouard, Taquan S. Stewart May 2026

Black Boys And The New Media Mixtape: Ownership, Aspiration, And Hustle In A Digital Age, Kareem Edouard, Taquan S. Stewart

Black Educology Mixtape "Journal"

In this track, we explore how “new media” platforms become modern “mixtape” tools for Black boys to remix identity and cultural narratives in the digital age. As Audre Lorde reminded us, “The master’s tools will never dismantle the master’s house.” Still, we aim to interrogate whether these tools can be repurposed for empowerment. This framework unfolds in three parts: examining ownership and the gatekeeping of cultural narratives, exploring how new media platforms shape aspirations and identities for Black boys, and identifying the tools and pathways for Black boys to both see themselves as creators and access content that reflects them. …


Municipality Of Bayamón V. Exxon Mobil Corp. (2025): Bringing Racketeering Charges For Climate Justice, Ilinca C. Johnson May 2026

Municipality Of Bayamón V. Exxon Mobil Corp. (2025): Bringing Racketeering Charges For Climate Justice, Ilinca C. Johnson

Pace Environmental Law Review

Environmental justice communities should have their climate change damages heard in the courtroom. One means to increase environmental justice claims is through claims under the federal Racketeer Influence and Corrupt Organizations (RICO) Act. Using Municipality of Bayamón v. Exxon Mobil Corp. (2025) as a model, this Article suggests a novel RICO case strategy to pursue climate damages for marginalized communities. Fundamentally, environmental justice RICO claims involve careful case design based on the climate-related damages a marginalized community has faced because of the long-term deception by fossil fuel actors upon those communities. Pursuing such claims forwards the intersectional issues faced by …


A Review On Credit Card Electronic Fraud Detection Methodologies, Titilayo Mary Sayikanmi, Ibrahim Adepoju Adeyanju, Bolaji Abigail Omodunbi May 2026

A Review On Credit Card Electronic Fraud Detection Methodologies, Titilayo Mary Sayikanmi, Ibrahim Adepoju Adeyanju, Bolaji Abigail Omodunbi

Mansoura Engineering Journal

Credit card fraud remains a critical and escalating challenge within the global financial ecosystem, driving substantial annual losses and necessitating the continuous evolution of detection methodologies. This paper presents a systematic literature review, conducted via the Preferred Reporting Items for Systematic Reviews and Meta-Analyses framework, which comprehensively analyzes the state-of-the-art in electronic credit card fraud detection. Through a rigorous examination of 49 high-quality studies, this review maps the methodological evolution from traditional rulebased systems and statistical models to advanced artificial intelligence techniques, including machine learning, deep learning, and graph-based approaches. The analysis reveals that while individual methods possess distinct advantages …


Deadline-Chasing In Digital Health: Forecasting Emr Adoption Dynamics And Regulatory Impact In Indonesian Primary Care, Suryo Satrio, Bukhori Muhammad Aqid May 2026

Deadline-Chasing In Digital Health: Forecasting Emr Adoption Dynamics And Regulatory Impact In Indonesian Primary Care, Suryo Satrio, Bukhori Muhammad Aqid

Journal of Indonesian Health Policy and Administration

Indonesia is accelerating digital health adoption under Minister of Health Regulation No. 24/2022, which mandates the use and integration of Electronic Medical Records (EMRs) with SATUSEHAT. However, evidence on how quickly primary health care facilities (Fasilitas Kesehatan Tingkat Pertama – FKTP) are adopting EMRs and what the adoption curve looks like remains limited. Survey findings also suggest key barriers and enablers, including security and data migration concerns, as well as human resource and infrastructure constraints. This observational study used provider-network data from a single EMR vendor. Key measures included cumulative registered facilities, monthly registrations, same-month activation (total_active/monthly inflow) as …


Edge Co-Occurrence Regularization For Node Classification, Kadir Altunel May 2026

Edge Co-Occurrence Regularization For Node Classification, Kadir Altunel

Theses

We propose a simple yet effective regularization technique for node classification on graphs that leverages edge-based label co-occurrence patterns. We first train an MLP on node features to produce class probability distributions, then compute a fixed penalty matrix from edge-based co-occurrence statistics of these predictions. This penalty matrix, which captures unlikely class combinations on connected nodes, is then used to regularize GNN training without further updates. We evaluate this approach across multiple homophilic datasets (Cora, CiteSeer, PubMed, ogbn-arxiv) and heterophilic benchmarks (Chameleon, Squirrel, Actor, Roman-Empire) using three GNN architectures: GCN, GraphSAGE, and H2GCN. Results show consistent improvements on homophilic graphs, …


Polarimetric Terahertz Imaging For The Measurement Of Birefringence In Plastic, Rachel Cohen May 2026

Polarimetric Terahertz Imaging For The Measurement Of Birefringence In Plastic, Rachel Cohen

Theses

Birefringence offers a promising way to observe stress concentration in materials such as glass and plastic, and thereby to identify weaknesses. Polarimetric imaging can be used to measure the birefringence of material, so long as the material is transparent to the light being used for the imaging. In this research, 2D Terahertz imaging was investigated as a means of measuring the birefringence of plastics that are opaque to visible light but transparent to THz radiation, for the eventual purpose of analyzing the residual stress present. In order to do so, two separate terahertz cameras were characterized for potential use in …


Pypitfall: Dependency Chaos And Supply Chain Vulnerabilities In Python, Jacob Mahon May 2026

Pypitfall: Dependency Chaos And Supply Chain Vulnerabilities In Python, Jacob Mahon

Theses

Python software development heavily relies on third-party packages. Direct and transitive dependencies create a labyrinth of software supply chains. While it is convenient to reuse code, vulnerabilities within these dependency chains can propagate through dependencies, potentially affecting downstream packages and applications. PyPI, the official Python package repository, hosts many packages and lacks a comprehensive analysis of the prevalence of vulnerable dependencies. PyPitfall, a quantitative analysis of vulnerable dependencies across the PyPI ecosystem, is introduced. The dependency metadata of 378,573 PyPI packages is analyzed. 4,655 packages that explicitly require a known vulnerable package version and 141,044 packages that permit a vulnerable …


Invisible Students, Visible Consequences: Leadership Under Fte Funding, Derek Bryant May 2026

Invisible Students, Visible Consequences: Leadership Under Fte Funding, Derek Bryant

Inquiry: The Journal of the Virginia Community Colleges

The full-time equivalent (FTE) funding model used by the Virginia Community College System (VCCS) serves as a structural constraint that misaligns financial incentives with the missions of the 23 member institutions within it. This qualitative, descriptive phenomenological study, through interviews with system- and college-level leaders, found that this model underserves part-time, adult, and workforce students while simultaneously contributing to a resource instability that prioritizes enrollment over student success. The study concludes that any reform must require a redesigned funding model that first makes institutions whole, with a stable operational baseline of funding, by incorporating broader enrollment measures that better align …