Digital Commons Network^™

Zero-Shot Generalist Graph Anomaly Detection With Unified Neighborhood Prompts, Chaoxi Niu, Hezhe Qiao, Changlu Chen, Ling Chen, Guansong Pang

Research Collection School Of Computing and Information Systems

Graph anomaly detection (GAD), which aims to identify nodes in a graph that significantly deviate from normal patterns, plays a crucial role in broad application domains. However, existing GAD methods are one-model-for-one-dataset approaches, i.e., training a separate model for each graph dataset. This largely limits their applicability in real-world scenarios. To overcome this limitation, we propose a novel zero-shot generalist GAD approach UNPrompt that trains a one-for-all detection model, requiring the training of one GAD model on a single graph dataset and then effectively generalizing to detect anomalies in other graph datasets without any retraining or fine-tuning. The key insight …

Achilles: A Formal Framework Of Leaking Secrets From Signature Schemes Via Rowhammer, Junkai Liang, Zhi Zhang, Xin Zhang, Qingni Sheng, Yansong Gao, Xinliang Yuan, Haiyang Xue, Pengfei Wu, Zhonghai. Wu

Research Collection School Of Computing and Information Systems

Signature schemes are a fundamental component of cyber-security infrastructure. While they are designed to be mathematically secure against cryptographic attacks, they are vulnerable to Rowhammer fault-injection attacks. Since all existing attacks are ad-hoc in that they target individual parameters of specific signature schemes, it remains unclear about the impact of Rowhammer on signature schemes as a whole.In this paper, we present Achilles, a formal framework that aids in leaking secrets in various real-world signature schemes via Rowhammer. Particularly, Achilles can be used to find potentially more vulnerable parameters in schemes that have been studied before and also new schemes that …

Farm Management Practice For The Prevention Of Soil Erosion In The Carnarvon Horticultural Area, Kehinde O. Erinle

Horticulture research reports

The Carnarvon horticultural area has suffered considerable erosion damage following flooding of the Gascoyne River.

The purpose of this report is to describe the factors that contribute to soil erosion in the Carnarvon horticultural area (Section 1), provide guidelines for good soil management (Sections 2) and provide floodway hazard classes and associated soil management recommendations (Section 3).

This report:

• Provides detailed information on soil management for intensive irrigated cropping.
• Details cropping alternatives to better manage the soil erosion risk.
• Identifies appropriate plants for soil stabilisation in a range of situations.
• Promotes the concept of property management plans.
• Takes account of …

One Step Closer To Greater Understanding! Does A Correlation Exist Between Fluid Intelligence And Player Rank In League Of Legends?, Evan Miller

Dissertations

Chess, one of the oldest modern games, has long been a model domain for expertise research. In comparison, research on video games has historically been influenced by moral panic. Cycles of moral panic tend to revolve around preconceived notions of threats, held at a societal level (typically by older generations). Politicians, quick to capitalize, then advocate for policy change based upon their constituents’ fears. Concurrent media reports draw further attention to the issue, amplifying the perception of harm. As the panic escalates, pressure is placed on scientific communities to perform confirmatory (not exploratory) research. This fundamentally biased approach to research …

Comparative Nitrene-Transfer Chemistry To Olefins Mediated By First-Row Transition Metal Catalysts Supported By A Pyridinophane Macrocycle With N4 Ligation, Himanshu Bhatia, Lillian P. Adams, Ingrid Cordsiemon, Suraj Kumar Sahoo, Amitava Choudhury, Thomas R. Cundari, Pericles Stavropoulos

Chemistry Faculty Research & Creative Works

A 12-membered pyridinophane scaffold containing two pyridine and two tertiary amine residues is examined as a prototype ligand (^tBuN4) for supporting nitrene transfer to olefins. The known [(^tBuN4)M^II(MeCN)2]²⁺ (M = Mn, Fe, Co, and Ni) and [(^tBuN4)Cu^I(MeCN)]⁺ cations are synthesized with the hexafluorophosphate counteranion. The aziridination of para-substituted styrenes with PhI=NTs (Ts = tosyl) in various solvents proved to be high yielding for the Cu(I) and Cu(II) reagents, in contrast to the modest efficacy of all other metals. For α-substituted styrenes, aziridination is accompanied by products of aziridine …

Squeezing Information From Radio Surveys To Probe The Primordial Universe, Dionysios Karagiannis, Roy Maartens, Shun Saito, José Fonseca, Stefano Camera, Chris Clarkson

Physics Faculty Research & Creative Works

A major goal of cosmology is to understand the nature of the field(s) which drove primordial Inflation. Through future observations, the statistics of large-scale structure will allow us to probe primordial non-Gaussianity of the curvature perturbation at the end of Inflation. We show how a new correlation statistic can significantly improve these constraints over conventional methods. Next-generation radio telescope arrays are under construction which will map the density field of neutral hydrogen to high redshifts. These telescopes can operate as an interferometer, able to probe small scales, or as a collection of single dishes, combining signals to map the large …

Challenges And Artificial Intelligence Solutions For Clinically Optimal Hepatic Venous Vessel Segmentation, Håvard Bjørke Jenssen, Varatharajan Nainamalai, Egidijus Pelanis, Rahul P. Kumar, Andreas Abildgaard, Finn Kristian Kolrud, Bjørn Edwin, Jingfeng Jiang, Joseph Vettukattil, Ole Jakob Elle, Smund Avdem Fretland

Michigan Tech Publications

Background:: Liver vessel identification is crucial for clinical disease assessment and treatment planning, especially concerning local treatment of liver tumors. As artificial intelligence (AI) develops in radiology, opportunities arise to craft models adept at hepatic venous vessel segmentation, opening possibilities for creating patient-specific models of the liver anatomy quickly, despite the diverse features of CT images encountered in clinical settings. Objective: This research evaluates the performance of AI models combined with various pre-processing filters for liver vessel segmentation, emphasizing clinically relevant results. A novel evaluation method was introduced to offer more anatomically accurate assessments, moving beyond traditional metrics like the …

Strength Beyond Cancer: An Occupational Therapy Guidebook For African American Breast Cancer Survivors, Taihia A. Wilson

Student Capstone Papers

This capstone project aims to explore the nuanced and often underrepresented experiences of African American women (AAW) who have survived breast cancer (BC), with a specific focus on the recovery phase. By examining the physical, cognitive, and psychosocial obstacles encountered during survivorship, the project seeks to highlight significant gaps in care and support. The primary goal of this project is to develop an accessible and culturally responsive guidebook that provides healthy strategies to enhance quality of life (QoL), promote occupational wellbeing, and empower AAW to manage their overall health beyond treatment. This paper will begin by presenting the background and …

The Development And Application Of A Method To Simulate Commotio Cordis Inducing Impacts For The Evaluation Of Football Chest Protective Equipment, Bianca J. Henline

All Theses

As one of the most widely played and watched contact sports in the United States, football presents a significant risk of blunt chest trauma. Thus, effective chest protection is essential to prevent rare but fatal injuries like commotio cordis. Despite this, current test methods for certifying chest protective equipment fail to account for injury metrics relevant to commotio cordis events. Recent literature identifies rib deformation and viscous criterion as critical predictors of commotio cordis, yet these metrics are not adequately addressed in the existing testing standard. Furthermore, this standard exclusively assesses chest gear specific to baseball and lacrosse through projectile …

Reimagining Learning Outdoors: How Active Outdoor Play-Based Learning (Aopl) Supports Student Growth And Academic Success - A Policy Brief For District Leaders And Educational Policymakers, Steph Dean

Publications

Active Outdoor Play-Based Learning (AOPL) is an evidence-based educational approach that integrates active play, outdoor environments, and academic goals. It supports not only curricular learning but also students’ physical, emotional, social, and cognitive development. This brief presents practical insights from a systematic review of 21 empirical studies (2008–2024) on AOPL implementation in formal school settings, offering guidance for systems-level investment and policy alignment.

AOPL is a pedagogical strategy that uses play and the outdoors as meaningful contexts for learning. When embedded into school culture, AOPL offers a scalable and cost-effective way to advance curricular goals while also supporting whole-child development. …

Genetic Study Of Von Willebrand Factor Antigen Levels ≤ 50 Iu/Dl Identifies Variants Associated With Increased Risk Of Vwd And Bleeding, Rachel K. Friedman, Adam S. Heath, Jennifer E. Huffman, James T. Baker, Natalie R. Hasbani, Sarah A. Gagliano Taliun, Ming-Huei Chen, Tom Howard, Joanne E. Curran, John Blangero

School of Medicine Publications

Background: von Willebrand disease (VWD) is a common inherited bleeding disorder caused by low levels or activity of circulating von Willebrand factor (VWF). Genetic susceptibility to VWF antigen (VWF:Ag) below normal (≤50 IU/dL) in the general population is underexplored.

Methods: To identify genetic variants influencing VWF:Ag levels ≤50 IU/dL, we performed a genome-wide association study in 926 cases with VWF:Ag levels ≤50 IU/dL and 12,846 controls from 7 studies from the TOPMed program. We then examined whether genome-wide significant findings were also associated with clinical diagnosis of VWD in 5 biobanks with 708 VWD cases and 1,286,069 controls, and with …

Changing The Perceived Pain Intensity In Populations With Spinal Cord Injury And With Health Disparities (Happiness): Protocol For A Feasibility Study, Ann Van De Winckel, Lin Zhang, Leslie R. Morse, Brianna Woodliff, Gladys Maestre, Kelsey Baker

School of Medicine Publications

Background: Chronic neuropathic pain affects 69% of adults with spinal cord injury (SCI). Medication, as a primary treatment, has insufficient benefits and significant risks for addiction and adverse effects. Of the available mind and body approaches, Qigong is the most accessible for adults with SCI, with evidence for effectiveness in reducing pain. Still, there is insufficient evidence to make recommendations for adults with SCI. Thus, the feasibility of Qigong in SCI needs to be established. We previously demonstrated feasibility in a pilot study, in which 18 non-Hispanic White adults with SCI completed a 12-week remote Qigong program. However, three additional …

Integration And Testing Of A Quadruped Robot With Ros2, Jeremy S. West

Master's Theses

The Cal Poly Legged Robotics Group has been developing research and teaching platforms for agile legged robotics since 2020. These platforms are expected to provide students with opportunities to develop complete legged-robot systems from low-level control to advanced robotics tasks such as motion planning and decision making. However, the current prototyped quadruped robot lacked the software and sensing capabilities for high-level quadrupedal gaits and advanced robotic research.

To address these challenges, this project developed Switch, a robotic platform that builds upon the previous BRUCE platform with significant hardware and software upgrades. Switch features a modular design that allows individual software …

Development Of A Control System For An 8-Dof Quadrupedal Robotic Research Platform, Jack Butler

Master's Theses

Quadrupedal robots offer a versatile locomotion option that can extend the operating space of a robot into uneven terrains. However, controlling these systems presents significant challenges due to nonlinearities introduced by various factors.

In this thesis, model-predictive control (MPC) is applied to an 8-DOF legged robot developed by Cal Poly’s Legged Robotics group. The MPC framework employs a lumped rigid-body model that treats the robot as a single rigid body with forces applied directly at the foot contact points. The controller is developed within the ROS2 environment, with integration of state estimation and gait-pattern generation, to provide maximum modularity and …

Community Directed-Based Approaches To Promote Uptake Of Sulfadoxine-Pyrimethamine For Intermittent Preventive Treatment Of Malaria In Pregnancy: Endline Findings From Kisumu And Migori Counties, Dennis Matanda, Zoe Nakuya, Stephen Kizito, Francis Obare

Sexual and Reproductive Health, Rights, and Choices

No abstract provided.

Sexual And Reproductive Health Is Inadequately Addressed In Climate Change Actions In Sub-Saharan Africa, Jacinter Amadi, George Odwe

Sexual and Reproductive Health, Rights, and Choices

No abstract provided.

Changes In Social Attitudes And Behavioural Intentions Related To Female Genital Mutilation In The Context Of Community-Based Interventions In Isiolo And Narok Counties In Kenya, Dennis Matanda, Francis Obare, Stephen Kizito, Stella Muthuri, Chi-Chi Undie

Sexual and Reproductive Health, Rights, and Choices

While evidence on the drivers of female genital mutilation (FGM) has been expanding, programmes implementing interventions designed to end FGM have had challenges in measuring social change. Gaps exist ranging from the documentation and description of how change occurs to reducing the effect of social desirability given the illegality of FGM and the stigma associated with the practice. This study aimed to assess shifts in social attitudes/beliefs and behavioural intentions related to FGM and gender in the context of The Girl Generation support to – Africa-Led Movement (TGG-ALM) programme in Isiolo and Narok counties using public opinion poll and vignettes. …

Evaluation Of Real-World Evidence To Assess Health Outcomes Related To Deprescribing Medications In Older Adults, Kaleen N. Hayes, Joshua David Niznik, Danijela Gnjidic, Frank Moriarty, Nha Tran, Antoinette B. Coe, Andrew R. Zullo, Sirui Zhang, Matthew Alcusky, Dimitri Bennett, Sirpa Hartikainen, Marie Laure Laroche, Xiaojuan Li, Joshua K. Lin, Jennifer L. Lund, Maurizio Sessa, Shahar Shmuel, Caroline Sirois, Denis Talbot, Miia Tiihonen, Xuerong Wen, Mouna J. Sawan, Daniela C. Moga

Epidemiology and Environmental Health Faculty Publications

Observational studies using real-world data (RWD) can address gaps in knowledge on deprescribing medications but are subject to methodological issues. Limited data exist on the methods employed to use RWD to measure the effects of deprescribing. To describe methodological approaches used in observational studies of deprescribing medications in older adults, we conducted a systematic review in Medline for observational studies published in English (January 1, 2000, to September 14, 2023) that examined the health effects of medication deprescribing in older adults. We described study characteristics and methods, focusing on the operationalization of deprescribing as an exposure and potential time-related biases. …

Impact Of Manganese And Metal Mixtures In Blood, Hair, And Soil On Child Adaptive Behaviors In Southeast Side Chicago, Christine Kim, Timothy J. Hilbert, Kelly J. Brunst, Anthony A. Mangino, W. Jay Christian, Patrick J. Parsons, Christopher D. Palmer, Julio Landero, Susan Westneat, Ian Papautsky, Kim N. Dietrich, Erin N. Haynes

Epidemiology and Environmental Health Faculty Publications

Background: Manganese (Mn) is essential in growth and development, yet higher levels of Mn are associated with deficits in neurodevelopment. Elevated air Mn was identified near Mn alloy processing facilities in Southeast Side Chicago resulting in community concern about child exposure and health. Methods: Blood, hair, and soil samples were collected and analyzed for multiple metals for children ages 7–17 years and a parent/primary caregiver completed surveys. We used generalized estimating equations to assess associations between metals and the Adaptive Behavior Assessment System 3rd Edition (ABAS-3) scores. Sensitivity analyses were conducted to determine effect modification by child sex on associations …

Guidance On Minimum Information Requirements (Mir) From Designing To Reporting Human Biomonitoring (Hbm), Maryam Zare Jeddi, Karen S. Galea, Jillian Ashley-Martin, Julianne Nassif, Tyler Pollock, Devika Poddalgoda, Konstantinos M. Kasiotis, Kyriaki Machera, Holger M. Koch, Marta Esteban López, Ming Kei Chung, Jihyon Kil, Kate Jones, Adrian Covaci, Yu Ait Bamai, Mariana F. Fernandez, Robert Pasanen Kase, Henriqueta Louro, Maria J. Silva, Tiina Santonen, Andromachi Katsonouri, Argelia Castaño, Lesliam Quirós-Alcalá, Elizabeth Ziying Lin, Krystal Pollitt, Ana Virgolino, Paul T.J. Scheepers, Lisa Jo Melnyk

Epidemiology and Environmental Health Faculty Publications

Human biomonitoring (HBM) provides an integrated chemical exposures assessment considering all routes and sources of exposure. The accurate interpretation and comparability of biomarkers of exposure and effect depend on harmonized, quality-assured sampling, processing, and analysis. Currently, the lack of broadly accepted guidance on minimum information required for collecting and reporting HBM data, hinders comparability between studies. Furthermore, it prevents HBM from reaching its full potential as a reliable approach for assessing and managing the risks of human exposure to chemicals. The European Chapter of the International Society of Exposure Science HBM Working Group (ISES Europe HBM working group) has established …

Tobacco Marketing Exposure And Lifetime And Current Nicotine Pouch Use Among Us Youth, 2022, Saber Feizy, Delvon T. Mattingly, Melinda Ickes, Mary Kay Rayens, W. Jay Christian, Melissa Abadi, Seth Himelhoch, Shyanika W. Rose

Epidemiology and Environmental Health Faculty Publications

Objective: The rising popularity of nicotine pouches among youth necessitates an understanding how marketing exposure influences their use, to inform regulation. This study examines the associations of tobacco marketing exposures with nicotine pouch use among adolescent students in the United States. Methods: We analyzed data from 26,860 middle and high-school students in the United States who participated in the 2022 National Youth Tobacco Survey. The survey was administered during January–May 2022. Weighted logistic regressions with and without covariates (i.e., sociodemographic characteristics, other tobacco product use, and social media use) were used to evaluate the relationships between exposure to a variety …

Mindfulness As A Protective Factor In Women’S Sexual Health, Shana Byerley

Electronic Theses and Dissertations

Many women who experience physical health complaints also report sexual dysfunction across a variety of domains including decreased arousal, desire and satisfaction. Although there are well-established connections between disease-specific populations and sexual dysfunction, less research has focused on women who experience somatic symptoms more broadly. Similarly, mindfulness as a treatment intervention has been applied across many facets of sexual functioning, but mindfulness as a trait characteristic has been less explored in its connections with generalized somatic complaints. Further, the within-domain interactions between facets of mindfulness and domains of sexual dysfunction have not been previously explored. Using data from an online …

Preschool Teachers’ Perspectives On Conceptual Movement In Academic Instruction: A Mixed- Methods Study With Implications For Early Math, Kehinde H. Orimaye

Electronic Theses and Dissertations

This convergent mixed-methods study investigated Missouri preschool teachers’ familiarity, implementation, and perceptions of conceptual movement (CM), the purposeful integration of bodily actions to support young children’s understanding of abstract academic concepts, particularly in early mathematics instruction. Grounded in embodied cognition and informed by enactivism and the theory of event coding (TEC), the study explored: (a) preschool teachers’ awareness and frequency of CM use; (b) how teacher characteristics such as experience, age group taught, and math anxiety relate to CM implementation; and (c) teachers’ perceptions of CM’s instructional value, implementation challenges, and professional development needs.

Quantitative data were collected through a …

Reentry For Formerly Incarcerated Individuals: A Focus On Workforce Reentry And Recidivism In Appalachia, Margaret E. Francisco

Electronic Theses and Dissertations

Formerly incarcerated individuals face challenges to successful reentry, a critical component of reducing recidivism and improving public health outcomes. These challenges are particularly acute in rural Appalachia, where structural disadvantages such as limited economic opportunities, healthcare access, and public transportation intersect with stigma and systemic barriers related to prior incarceration. This dissertation addresses these gaps through a mixed-methods examination of reentry and recidivism, grounded in public health frameworks and focused on the unique context of rural Appalachia.

This work includes three studies. First, a PRISMA-guided systematic review synthesized qualitative research on barriers and facilitators to employment following incarceration. Findings highlighted …

Electrochemical And Electrocatalytic Properties Of Screen-Printable Carbon Inks Featuring Pyridinic Nitrogen-Containing Polymeric Binder, Albert Sam Junior

Electronic Theses and Dissertations

Screen-printable conductive inks have been widely applied to prepare electrodes for electrochemical sensing. These inks generally consist of conductive metal or carbon particles, solvents, and polymeric binders. Low-cost, carbon-based, screen-printable conductive inks are especially popular. However, screen-printed carbon electrodes (SPCEs) must often be modified after they are printed to impart the necessary characteristics (e.g., sensitivity, selectivity, stability) for the desired application. For example, nitrogen-doping of SPCEs, especially in ways that introduce pyridinic or pyrrolic nitrogen species, can impart electrocatalytic properties towards reduction of O₂, H₂O₂, and CO₂. While our previous work done …

Raptors As Secondary Dispersers Of Mycorrhizal Fungal Spores, Joseph Anderson

Electronic Theses and Dissertations

Animals aid fungal dispersal by consuming fruiting bodies (e.g., truffles) and depositing spores elsewhere. Predators can act as secondary dispersers by preying on small mammals that eat truffles, although it is unclear how this dispersal may vary among species of raptors (hawks and owls) and fungal taxa. We experimentally fed four truffle taxa (with spores varying in size and wall thickness) to six raptor species (with differing gut morphology and acidity) to assess how spore viability and retention time may change between raptor casts and feces. Viability in smaller spores was more negatively affected by acidity compared to larger spores …

Hierarchy In Sensation: Exploring The 40 Hz Auditory Steady State Synchrony In The Primary Auditory And Prefrontal Association Cortices, Deepshila Gautam

Electronic Theses and Dissertations

Auditory processing begins in the cochlea and ascends through brainstem relays to the cortex, where sound features with increasing complexity are encoded. The 40 Hz auditory steady-state response (ASSR) reflects induced gamma synchrony shaped by local cortical circuit dynamics. Disrupted 40 Hz ASSR is a consistent finding in schizophrenia, linked to N-methyl-D-aspartate receptor (NMDAR) hypofunction in inhibitory interneurons, making it a promising translational biomarker. While multiple ASSR generators have been identified, it is not known if these are redundant or represent unique activity. This dissertation investigates regional differences in 40 Hz ASSR across two principal generators: the primary auditory cortex …

Rabi Oscillations And Entanglement Between Two Atoms Interacting By The Rydberg Blockade And With A Quantized Radiation Field Studied By The Jaynes-Cummings Model, Francisco D. Santillan, Andreas Hanke

Physics & Astronomy Faculty Publications

The interaction between atoms and a quantized radiation field is fundamentally important in quantum optics and quantum information science. Due to their unusual properties, Rydberg atoms are promising building blocks for two-qubit gates and atom-light quantum interfaces, exploiting the Rydberg blockade interaction which prevents two atoms at close distance (< 10μm) from being simultaneously excited to Rydberg states. Recently, this effect was used to engineer quantum processors based on arrays of interacting Rydberg atoms illuminated by Raman lasers. Motivated by these experiments, we extend the Jaynes–Cummings model to study the interaction between two Rydberg atoms interacting by the Rydberg blockade and a quantized radiation field. We consider both number (Fock) states of the field and single-mode quantum coherent states. In particular, we discuss different types of entanglements between various components of the total system consisting of the two Rydberg-interacting atoms and coherent states of the field, and show that the behavior is significantly different compared to a system with non-interacting atoms corresponding to the two-atom Tavis-Cummings model. Our results are relevant in view of atom-light quantum interfaces as components for future long-distance quantum communication.

The Vvv Near-Ir Galaxy Catalogue Of The Southern Galactic Disc, M. V. Alonso, L. D. Baravalle, J. L. Nilo-Castellón, C. Villalon, M. Soto, M. A. Sgro, I. V. Daza-Perilla, C. Valotto, M. Lares, Lucas M. Macri

Physics & Astronomy Faculty Publications

Context. The distribution of galaxies in the zone of avoidance (ZoA) is incomplete due to the presence of our own Galaxy.

Aims. Our research is focussed on the identification and characterisation of galaxies in the ZoA, using the new near-infrared (NIR) data from the VVVX survey in regions covering the southern Galactic disc (230° <  l <  350°).

Methods. We used our previously established procedure, based on photometric and morphological criteria, to identify galaxies. The large data volume collected by the VVVX required alternatives to visual inspection, including artificial intelligence techniques such as classifiers based on neural networks.

Results. The VVV NIR galaxy …

The Psychological Constructs Of International Graduate Students Transitioning To A University In America: A Thematic Analysis, Umadevi Ramesh

Doctoral Dissertations

This dissertation employed a qualitative analysis methodology to explore the experiences of first-time international graduate students during their transition to university, focusing on initial adjustment, perceived support, perceived discrimination, and mental well-being. Previous studies about international student experience have mainly focused on undergraduate students. Furthermore, few have examined the initial transition period to university and factors involved in both positively and negatively impacting students’ adjustment process as well as overall psychological well-being. Nine participants qualified for inclusion in the present study and participated in semi-structured interviews, which the researcher analyzed using a thematic analysis framework. Participants expressed a strong need …