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Swimming In Uncertainty: Filling Data Gaps And Providing An Educational Platform For Beach Water Quality At Tybee Island, Georgia, Lukas Roberson Jan 2026

Swimming In Uncertainty: Filling Data Gaps And Providing An Educational Platform For Beach Water Quality At Tybee Island, Georgia, Lukas Roberson

College of Graduate Studies: Theses & Dissertations

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Swimming in beaches water contaminated with high levels of bacteria can make you sick. Current monitoring at the public beaches on Tybee Island consists of weekly monitoring and enumeration of fecal indicator bacteria that takes 24 hours for results. If the number of bacteria exceed regulatory limits, a public health advisory is issued, and affected waters are retested until …


Untalented: What Is The Role Of “Talent” In Art Class?, Sean Bianchi Jan 2026

Untalented: What Is The Role Of “Talent” In Art Class?, Sean Bianchi

College of Graduate Studies: Theses & Dissertations

The concept of talent in art education is widely accepted yet rarely challenged or questioned. This essay critically examines the construction of artistic talent perceptions, the sociohistorical roots of the term itself, and the implications of what talent does for art education. This speculative essay problematizes talent as a persuasive force over art students and art teachers alike, criticizes the accessibility of art to the naïve and art enthusiast alike, as well as the consequences of talent constructs over the future of artistic instruction within public education. Utilizing an aesthetic framework, I explore what the role of talent in art …


Emotion Regulation: The Effectiveness Of Reappraisal And Potential Benefit Of Music, Ezra J. Greidinger Jan 2026

Emotion Regulation: The Effectiveness Of Reappraisal And Potential Benefit Of Music, Ezra J. Greidinger

College of Graduate Studies: Theses & Dissertations

Literature has supported potential benefits to cognitive reappraisal as a method of emotion regulation, as well as intentional music usage as an enhancer of these effects. It has been suggested that instruction be provided to individuals to use these methods, especially in highly stressed populations (Sakka et al., 2018). However, there has not been an experimental study to follow up on these claims. When instruction is provided, is cognitive reappraisal more effective than naturally developed habits in regulating anxiety, and would music enhance these effects? College students (N = 170) were randomly assigned to three treatment conditions: control, cognitive reappraisal, …


Professional Learning Community Implementation And Perceptions Of Influence On School Culture, Herbert L. Chambers Jr. Jan 2026

Professional Learning Community Implementation And Perceptions Of Influence On School Culture, Herbert L. Chambers Jr.

College of Graduate Studies: Theses & Dissertations

As school leaders strive to achieve educational success at all levels in schools, this research provided educational professionals with feedback on how the implementation of professional learning communities (PLCs) is perceived as influencing school culture. The purpose of this non-experimental quantitative survey design was to examine how educators perceived that school culture is influenced by the practice of PLCs. Descriptive statistics were calculated for 57 survey items. This research design provided the perceptions of school leaders, teachers, and support staff at the elementary, middle, and high school levels based on five identified dimensions of the Professional Learning Community Assessment – …


Early Icu Physiological Subtyping From Time-Series Data: A Comparative Study Of Feature Complexity, Predictive Performance, And Model Interpretability, Rojeena Khadka Jan 2026

Early Icu Physiological Subtyping From Time-Series Data: A Comparative Study Of Feature Complexity, Predictive Performance, And Model Interpretability, Rojeena Khadka

College of Graduate Studies: Theses & Dissertations

Intensive Care Unit (ICU) patients do not follow a single uniform physiological pattern. Patients admitted with the same diagnosis show different clinical trajectories over time making standardized classification and treatment approaches insufficient. The increasing availability of large-scale electronic health records in MIMIC-IV makes it possible to investigate such heterogeneity through data-driven approach that captures how physiology evolves during the early phase of ICU admission. This thesis compares two analytical pipelines designed to identify physiological subtypes from the first 48 hours of ICU time series data. This study then assesses how well these subtypes predict in-hospital mortality. The first approach, referred …


Exploring The Relationship Between Principal Instructional Leadership Practices And Student Achievement In Rural Schools, Moneak Mccrary Jan 2026

Exploring The Relationship Between Principal Instructional Leadership Practices And Student Achievement In Rural Schools, Moneak Mccrary

College of Graduate Studies: Theses & Dissertations

The purpose of this quantitative study was to examine the distribution of College and Career Ready Performance Index (CCRPI) content mastery scores and investigate the relationship between principal instructional leadership practices and student achievement in rural Georgia middle schools. To this end, we analyzed differences in CCRPI content mastery scores based on school rurality and geographic region and compared principal instructional leadership practices in higher- and lower-performing schools. Hallinger’s (1983) Principal Instructional Management Rating Scale (PIMRS) was used to assess three dimensions of instructional leadership: Defining the School Mission, Managing the Instructional Program, and Developing the School Learning Climate. The …


Modeling Accreditation Standards And Evaluation Methods To Inform Strategic Planning In Public Health Education, Debra Rich Jan 2026

Modeling Accreditation Standards And Evaluation Methods To Inform Strategic Planning In Public Health Education, Debra Rich

College of Graduate Studies: Theses & Dissertations

Public health has long benefited from the relationship between postsecondary education, accreditation, and government employment. Assessment and accreditation are important tools in postsecondary education to ensure fiscal responsibility, professional competencies, and quality assurance. The competency standards implemented in post-secondary education are not under the direct control of the federal government; however, policy amendments aimed at specific accreditation criteria could result in changes to public health curriculum and create eligibility barriers for students who rely on federal financial support. The Central Washington University Public Health program has provided educational support in professional public health for decades, and there is an increased …


When The Gorenstein Projective Modules Are Precovering: A Survey On The Existence Of The Gorenstein Projective Precovers, Alexis L. Mcburney Jan 2026

When The Gorenstein Projective Modules Are Precovering: A Survey On The Existence Of The Gorenstein Projective Precovers, Alexis L. Mcburney

College of Graduate Studies: Theses & Dissertations

This thesis surveys known results on the existence of Gorenstein projective precovers and studies conditions under which the class of Gorenstein projective modules is precovering. In classical homological algebra, projective resolutions are used to study modules, while relative homological algebra replaces projective modules with a different class that must be precovering for resolutions to exist. Gorenstein homological algebra extends these ideas using Gorenstein projective modules. We review key developments by Jorgensen, Murfet and Salarian, Estrada, Iacob, and Yeomans, and Cortés and Saroch. We discuss the strongest known existence result, showing that Gorenstein projective precovers exist under suitable conditions; in particular, …


Another Day's Journey: Birthing Brilliance Through Culturally Relevant/Responsive/Sustaining Pedagogies, Letitice Johnson Jan 2026

Another Day's Journey: Birthing Brilliance Through Culturally Relevant/Responsive/Sustaining Pedagogies, Letitice Johnson

College of Graduate Studies: Theses & Dissertations

This dissertation examines the implementation of culturally relevant/responsive/sustaining mathematics using hip-hop pedagogy with special education students. The theoretical frameworks for this include with Culturally Relevant Pedagogy (Ladson-Billings, 1995), Culturally Responsive Teaching (Gay, 2018), and Culturally Sustaining Pedagogy (Paris & Alim, 2014). Utilizing an autobiographical case study methodology, I examined the use of culturally relevant math tasks and hip-hop pedagogy with 3rd grade students with disabilities. From this study, the following findings emerged: (1). Learning environments characterized by hope, empathy, and critical agency can be cultivated through the use of community resources and structured classroom norms that promote support, collaboration, …


Effects Of Composition, Nodularity, Pouring Temperature, Inoculation, And Mold Strength On Wall-Movement In Sgi Castings During Solidification And Cooling, Noah Brack Jan 2026

Effects Of Composition, Nodularity, Pouring Temperature, Inoculation, And Mold Strength On Wall-Movement In Sgi Castings During Solidification And Cooling, Noah Brack

College of Graduate Studies: Theses & Dissertations

The iron-carbon casting alloy known as spheroidal graphite iron (SGI), nodular graphite iron, or ductile iron (DI) experiences complex volume changes during its solidification and cooling as graphite nodules and austenite form. These volume changes result in forces on the mold cavity walls and can deform the mold walls in cases when mold walls lack the strength to resist the deformation. This wall movement can cause the formation of casting defects such as swell, warped part geometry, and shrinkage porosity. Though this phenomenon has been studied in the past, it remains difficult to predict casting wall movement with existing data. …


Formalizing Asymmetric Control-Telemetry Separation In Distributed Industrial Control Systems, Andrew Manison Jan 2026

Formalizing Asymmetric Control-Telemetry Separation In Distributed Industrial Control Systems, Andrew Manison

College of Graduate Studies: Theses & Dissertations

Distributed industrial control systems often place control and telemetry traffic on the same communication substrate even though the two workloads impose different requirements. Control paths need bounded request-response latency and predictable acknowledgement semantics, whereas telemetry paths benefit from scalable publish-subscribe fanout and tolerance for consumer-side delay. This thesis argues that, for the tested class of mixed workloads on shared commodity infrastructure, these communication roles should be separated architecturally rather than forced through a single protocol. To evaluate that claim, the thesis formalizes an asymmetric control- telemetry pattern and instantiates it in the Asymtra framework using gRPC for synchronous control and …


Sexual Dimorphism In The Immune Defense Mechanisms Against A Systemic Bacterial Infection In The Cat Flea (Ctenocephalides Felis), Ashley Lynch Jan 2026

Sexual Dimorphism In The Immune Defense Mechanisms Against A Systemic Bacterial Infection In The Cat Flea (Ctenocephalides Felis), Ashley Lynch

College of Graduate Studies: Theses & Dissertations

Fleas defend against infection through the activation of both humoral and cellular innate immune responses. Previous research in female cat fleas demonstrated increased immune activity following a systemic bacterial infection. However, comparable data for males and sex-based comparisons are limited. In this study, we investigated differences in innate cellular immune responses between male and female cat fleas following systemic infection with Gram-negative Escherichia coli. Bacterial load was quantified using colony-forming units 24 h post-infection. Immune function was assessed via phagocytic index and capacity. Survival and total circulating hemocyte counts were evaluated across infected, sterile-injected, and untreated groups. Male fleas …


The Effect Of Chamber Geometry On The Performance Of Oscillating Water Column, Timilehin O. Osunade Jan 2026

The Effect Of Chamber Geometry On The Performance Of Oscillating Water Column, Timilehin O. Osunade

College of Graduate Studies: Theses & Dissertations

This thesis investigates the effect of internal chamber geometry on the performance of a piezoelectric oscillating water column (OWC) wave energy harvester. Four acrylic chamber configurations with internal top-surface angles of 0°, 30°, 45°, and 60° were tested under 32 controlled conditions combining synchronous (SYN) and asynchronous (ASC) forcing at input voltages of 4, 6, 8, and 10 V. A 35 mm piezoelectric disc mounted at the chamber roof served as the power take-off element and, subject to the RC-limit caveat disclosed in Section 3.2.1, as a first-order dynamic analogue of the chamber pressure for phase-based compressibility analysis. All test …


I Am Because We Are: A Narrative Inquiry Of Waiver Teachers’ Sense Of Belonging In Title I High Schools, Bernard Young Jan 2026

I Am Because We Are: A Narrative Inquiry Of Waiver Teachers’ Sense Of Belonging In Title I High Schools, Bernard Young

College of Graduate Studies: Theses & Dissertations

This qualitative narrative inquiry examined how former waiver teachers in low-performing Title I high schools in Georgia experienced a sense of belonging within their school communities and how that sense of belonging influenced their engagement in professional learning and their perceived effectiveness in supporting student achievement. Grounded in the Belongingness Hypothesis and guided by narrative inquiry methodology, the study framed participants’ experiences through the Bildungsroman structure to explore their journeys of professional becoming. Data were collected using a life-story interview protocol that combined open-ended narrative invitations with responsive follow-up questioning and were analyzed through a multi-phase narrative inquiry process informed …


The Monster Consuming American Education: An Ethnodramatic Exploration Of Standardized Testing And Student Stress, Jennifer Bagley Jan 2026

The Monster Consuming American Education: An Ethnodramatic Exploration Of Standardized Testing And Student Stress, Jennifer Bagley

College of Graduate Studies: Theses & Dissertations

This study looks at how elementary students experience Standardized Testing, focusing on the emotional and physical effects of the Georgia Milestones Assessment System (GMAS). Most research on high-stakes testing focuses on scores, accountability, and policy, but fewer studies look at how students actually describe these experiences. Grounded in Cultural Studies and informed by Critical Pedagogy, this study examines how students interpret and make meaning of their testing experiences within the broader culture of accountability and standardized assessment. This study focuses on student voices to better understand what testing feels like for them and how they make sense of it in …


Cytonuclear Incompatibilities In Hybrid Systems: Oxidative Phosphorylation Capacity And Nuclear Marker Transmission Ratio Distortion In Hybrids Of An Introgressed Strain Of Parasitoid Wasp, Julie Kessler Jan 2026

Cytonuclear Incompatibilities In Hybrid Systems: Oxidative Phosphorylation Capacity And Nuclear Marker Transmission Ratio Distortion In Hybrids Of An Introgressed Strain Of Parasitoid Wasp, Julie Kessler

College of Graduate Studies: Theses & Dissertations

Speciation is an evolutionary process resulting in the divergence of populations into reproductively isolated species, a key concept that supplies our planet with an abundance of biodiversity. Mechanisms for speciation center on obstacles to fertilization and include post-zygotic barriers, such as intrinsic deleterious interactions, that arise in hybrid systems where genetic variants are combined. Genes from separate parent lineages are often incompatible due to the co-evolution of paired genes within a singular species not matching their complement genes in another species, and the result is a reduction in fitness of the hybrid when these genes come together. The mitochondrial OXPHOS …


Factorial Design: A New Look Through Overlap Measures, Sarah W. Liebenow Jan 2026

Factorial Design: A New Look Through Overlap Measures, Sarah W. Liebenow

College of Graduate Studies: Theses & Dissertations

Traditional factorial analysis often relies on ANOVA, which assumes normality and equal variances. This thesis presents a nonparametric approach for assessing main and interaction effects in a 2 × 2 factorial design using the overlap coefficient, estimated through kernel density methods. A bootstrap procedure is used to approximate its sampling distribution for hypothesis testing. Simulation studies compare the overlap-based test with the ANOVA F-test, permutation F-test, and the Kruskal–Wallis test under heteroskedasticity and non-normal conditions. Results show that the overlap measure is highly sensitive to differences in spread and shape, detecting effects that traditional methods frequently miss.


Vibrio In Oysters: Exploring The Impact Of Harvesting Practices, Samin Yasar Jan 2026

Vibrio In Oysters: Exploring The Impact Of Harvesting Practices, Samin Yasar

College of Graduate Studies: Theses & Dissertations

The rapid growth of oyster aquaculture in the Southeastern United States necessitates the validation of post-harvest processing strategies to mitigate the risk of Vibrio spp. infection. This study investigated the efficiency of three cooling methods - Direct Ice Burial, Indirect Ice Cooling, and Ambient Control, on the prevalence and abundance of V. cholerae, V. parahaemolyticus, and V. vulnificus in cultured oysters (Crassostrea virginica) harvested in Georgia. Additionally, the study examined the safety of two different re-submersion periods for oyster safety.

Internal temperature profiles confirmed that while Direct Ice Burial achieved the most rapid cooling (< 10° C in 7.3 ± 1.2 min), the Indirect Ice Cooling protocol successfully reached the safety threshold in 73.7 ± 17.2 min, well within the 2-hour regulatory window. Microbiological analysis (N = 270) revealed that V. …


Preventing Coccus Longulus Infestation, Nicholas Wellls Jan 2026

Preventing Coccus Longulus Infestation, Nicholas Wellls

Honors College Theses

In the Armstrong greenhouse, the Coccus longulus scale insect is a prevalent problem on a specific species of Begonia known as Begonia ‘Richmondensis’. Inside the greenhouse there are several types of begonias with very similar characteristics to the Richmondensis begonia. However, none of these other begonias are infested by C. longulus, despite similar leaf thickness and environmental conditions such as humidity and light. This project examined whether differences in the chemical composition of the Begonia leaves can explain this pattern. Results were not statistically significant, but they showed that the chemicals had a noticeable impact on the scale, and …


Validity Assessment Of Resting Heart Rate Variability From The Garmin Health Snapshot, Kayla M. Porter, Andrew Flatt Jan 2026

Validity Assessment Of Resting Heart Rate Variability From The Garmin Health Snapshot, Kayla M. Porter, Andrew Flatt

Honors College Theses

Purpose: To assess the agreement between the Garmin Forerunner 265 (a commercially available sports watch) and a single-channel electrocardiographic (ECG) chest strap for determining resting heart rate variability (HRV). Secondary aims were to assess the impact of skin tone and body position on measurement accuracy.

Methods: Young adults (n = 30, 57% women) aged 18–39 years without known cardiovascular conditions and without tattooing or scarring on the dorsal left wrist were recruited. HRV was recorded simultaneously using ECG and the Forerunner 265’s optical sensor during Garmin’s 2-minute “Health Snapshot.” Measurements were obtained in three standardized positions: supine, seated, and standing. …


Using Culturally Familiar Readings In A Predominantly Latinx Middle School To Bolster Self-Efficacy, Heather M. Kelley Ph.D., Morgan Adams, Meagan Chisholm, Kate Warner Jan 2026

Using Culturally Familiar Readings In A Predominantly Latinx Middle School To Bolster Self-Efficacy, Heather M. Kelley Ph.D., Morgan Adams, Meagan Chisholm, Kate Warner

Georgia Educational Researcher

Twenty-eight seventh graders from a predominantly Latinx middle school participated in an instructional intervention involving both a culturally familiar and unfamiliar reading task. Immediately after reading, students joined focus groups to discuss their experiences. These sessions were recorded, transcribed, and analyzed using a discourse analysis framework. The analysis revealed that students based their reading self-efficacy on three key factors: their ability to relate to the text, their interest in the story, and the perceived difficulty of the task. The findings suggest that implementing culturally sustaining pedagogy—through the use of culturally relevant texts—can enhance reading self-efficacy and support academic achievement for …


Examining The Multilevel Effects Of Instructional Leadership On Teachers’ Professional Commitment And Classroom Management, Nuruddin Ahmed Masud, San Su Su San, Kim Ki Bong, Mst Taherun Nesa Subarna Jan 2026

Examining The Multilevel Effects Of Instructional Leadership On Teachers’ Professional Commitment And Classroom Management, Nuruddin Ahmed Masud, San Su Su San, Kim Ki Bong, Mst Taherun Nesa Subarna

Georgia Educational Researcher

This study examined the multilevel effects of instructional leadership on teachers’ professional commitment and classroom management in secondary schools. Using a multilevel modeling (MLM) approach, data were collected from 250 teachers nested within 8 schools. The analysis assessed the influence of both school-level instructional leadership and teachers’ perceptions of leadership on professional commitment and classroom management outcomes.

Results indicated that instructional leadership at both levels significantly predicted teachers’ professional commitment (teacher-level: β = .32, p < .001; school-level: β = .45, p < .001). Similarly, instructional leadership demonstrated significant positive effects on classroom management (teacher-level: β = .28, p < .001; school-level: β = .41, p < .001). Furthermore, teacher professional commitment was positively associated with classroom management (β = .36, p < .001) and moderated the relationship between instructional leadership and classroom management, such that the effect was stronger under higher levels of leadership support.

These findings highlight the importance of instructional leadership in shaping teacher-related outcomes across organizational levels. The study contributes to the literature by providing empirical evidence …


Drawing And The Pursuit Of Progress In The Late 19th-Century Dominican Republic, Felix V. Rodriguez Suero Jan 2026

Drawing And The Pursuit Of Progress In The Late 19th-Century Dominican Republic, Felix V. Rodriguez Suero

Faculty Publications – Art

Eugenio Maria de Hostos, with the support of late 19th-century Dominican liberals, spearheaded the transition from scholastic education to an education grounded on scientific principles and liberal ideals. Through the discussion of four fundamental principles for drawing instruction in Hostos’s educational project, I examine why teaching young people drawing skills was central to his anticolonial political project. Drawing from decolonial and critical frameworks, I analyze the connection between art classes in schools and the political struggles to democratize and modernize Dominican society. I argue that, despite seemingly good intentions, the influence of Western philosophy and 19th-century scientific rationalism led Hostos …


State-Dependent Queueing For Adaptive Signal Control: A Simulation-Based Performance Evaluation, Shaimaa Alseddiek, Usama Elrawy Shahdah, Hala B. Nafea, Hossam El-Din Moustafa, El-Said Ahmed Marzouk, Mohamed M. Ashour Jan 2026

State-Dependent Queueing For Adaptive Signal Control: A Simulation-Based Performance Evaluation, Shaimaa Alseddiek, Usama Elrawy Shahdah, Hala B. Nafea, Hossam El-Din Moustafa, El-Said Ahmed Marzouk, Mohamed M. Ashour

Mansoura Engineering Journal

Urban traffic congestion persists as a critical challenge to transportation system efficiency, sustainability, and safety. Traditional queuing models utilizing fixed service rates inadequately represent the dynamic feedback between congestion and capacity in real vehicular flow. State-Dependent Queuing Models (SDQMs) address this limitation by modelling service rate as a function of queue length or density. This research advances SDQM application for adaptive traffic signal control through development of a calibrated state-dependent departure rate implemented within a microscopic simulation environment using SUMO and TraCI. Six control strategies including fixed-time, actuated, and two SDQM variants were evaluated across traffic demands ranging from undersaturated …


Intelligent Torque Control Of Switched Reluctance Motors Based On Ditc And Wavelet Neural Network, Ameer L. Saleh, László Számel Jan 2026

Intelligent Torque Control Of Switched Reluctance Motors Based On Ditc And Wavelet Neural Network, Ameer L. Saleh, László Számel

Mansoura Engineering Journal

Switched Reluctance Motors (SRMs) have been considered a high-performance and environmentally friendly solution for Electric Vehicle (EV) applications owing to their simpler construction, robust design, and high efficiency. However, it suffers from high torque ripple and acoustic noise due to its highly nonlinear magnetic characteristics and double-salient structure.  This paper introduces a nonlinear torque control based on the Direct Instantaneous Torque Control (DITC) scheme and a Wavelet Neural Network (WNN)  to achieve better dynamic response and mitigate torque ripple.  The proposed WNN is employed as a nonlinear torque controller, inserted between the torque error and the hysteresis torque controller within …


Perceived Hiv Risk, Barriers, And Preferences For Hiv Testing In Structurally Vulnerable Communities In St. Louis: A Best-Worst Scaling Survey, Emmanuel K Tetteh, Noelle Le Tourneau, Gregory Gross, Mckenzie Swan, Tyrell Manning, Justin Cole, Katie Wolf, Lawrence Hudson-Lewis, Julia D López, Todd Combs, Virginia R Mckay Jan 2026

Perceived Hiv Risk, Barriers, And Preferences For Hiv Testing In Structurally Vulnerable Communities In St. Louis: A Best-Worst Scaling Survey, Emmanuel K Tetteh, Noelle Le Tourneau, Gregory Gross, Mckenzie Swan, Tyrell Manning, Justin Cole, Katie Wolf, Lawrence Hudson-Lewis, Julia D López, Todd Combs, Virginia R Mckay

2020-Current year OA Pubs

BackgroundPersistent gaps in efforts to end the HIV epidemic in the United States highlight the need for community-specific, evidence-based HIV testing strategies. This study investigated barriers and preferences around HIV testing among underserved populations, including Black, queer, and young adults in the St. Louis, Missouri area.MethodsWe conducted a Best-Worst Scaling (BWS) survey with adults (16+ years) recruited at community events, collecting responses electronically and providing a $25 incentive. The survey assessed the relative importance of 13 potential barriers to HIV testing such as stigma, structural barriers, and perceived HIV risk, chosen based on literature review and community input. Mean preference …


Is Prosocial Behavior A Unique Correlate Of Academic Success In Emerging Adulthood?, Jacqueline Di Biase Jan 2026

Is Prosocial Behavior A Unique Correlate Of Academic Success In Emerging Adulthood?, Jacqueline Di Biase

Theses and Dissertations (Comprehensive)

Prior developmental research has frequently linked prosocial behavior to stronger academic functioning during childhood and adolescence (Cruz et al., 2024; Gerbino et al., 2018; Oberle et al., 2022), yet its relevance to academic success in emerging adulthood remains unclear. Guided by a Positive Youth Development (PYD) framework, the present study sought to address gaps in emerging adulthood research by examining the academic relevance of prosocial behavior while accounting for influential developmental assets and testing its independent contribution to academic achievement. Undergraduate students (N = 501) completed a cross-sectional self-report survey assessing prosocial behavior, self-control, dutifulness, sociability, and cumulative grade …


Evops: Evolutionary Patch Selection In The Embedding Space Of Whole Slide Images, Saya Hashemian Jan 2026

Evops: Evolutionary Patch Selection In The Embedding Space Of Whole Slide Images, Saya Hashemian

Theses and Dissertations (Comprehensive)

Computational pathology increasingly relies on the analysis of Whole-Slide Images (WSIs), which capture tissue specimens at gigapixel resolution. Because a single slide is far too large to process directly, the

prevailing paradigm decomposes each WSI into thousands of small patches and encodes them as high- dimensional feature embeddings using deep learning backbones. While effective, this paradigm carries a

substantial cost: the resulting collections of patch embeddings are computationally expensive to store and process, and they are frequently dominated by redundant, homogeneous, or otherwise uninformative tissue regions that dilute the diagnostic signal. Existing patch selection methods largely depend on heuristic or …


Children's Peer Selection In Stem: The Influence Of Gender, Ethnicity, And Disability, Meagan Girard, Kim P. Roberts Jan 2026

Children's Peer Selection In Stem: The Influence Of Gender, Ethnicity, And Disability, Meagan Girard, Kim P. Roberts

Theses and Dissertations (Comprehensive)

The present study examined how children’s peer selection in STEM (science, technology, engineering, and mathematics) may be influenced by gender, ethnicity, and physical disability. Sixty-four children (ages 6-12) from elementary schools in Southwestern Ontario completed three tasks: a simulated peer selection task, an attribution of ability task, and a stereotype belief questionnaire. In the peer selection task, participants were repeatedly asked to select one peer from a set of AI-generated photographs showing children who differed by gender (male, female), ethnicity (White, Black, East Asian), and physical disability status (able-bodied user vs. nondisabled). The Peer Selection Task was based on the …


Geovig And Purevig: Geometry-Aware Architectures For Efficient Computer Vision, Omar Ismail Jan 2026

Geovig And Purevig: Geometry-Aware Architectures For Efficient Computer Vision, Omar Ismail

Theses and Dissertations (Comprehensive)

Deploying deep learning models for medical image analysis on mobile devices requires a balance between inference latency, memory footprint, and delineating anatomical boundaries with high accuracy. While Convolutional Neural Networks (CNNs) and mobile Vision Transformers (ViTs) offer efficiency, they often struggle to model the irregular, non-local geometric structures inherent in biological tissues without incurring prohibitive computational costs. In this thesis, we introduce GeoViG (Geometric Vision Graph), an architecture that bridges the gap between efficient grid-based processing and explicit Geometric Deep Learning. GeoViG introduces a novel transition from high-resolution pixel grids to low-resolution dynamic graphs via a SpreadEdgePool operator, a geometry-aware …