Digital Commons Network^™

Icylib: A Scalable Solution For Reproducible Image Classification Workflows, Leo Williams

Data Science Undergraduate Honors Theses

With the rapid expansion of e-commerce over time, ensuring the diversity and quality of product images has become a critical challenge infeasible for human completion. In conjunction with Walmart Global Tech for the Team 1 Data Science Practicum Project, image classification models were trained to assess product image sets, but training and deploying such models often involves repetitive code and inefficient processes. This thesis presents a reusable modeling library, named IcyLib, designed to streamline the training, validation, and testing of image classification models as well as dataset importation using PyTorch. IcyLib provides a structured yet flexible approach for model implementation, …

On Death And Disease: How Physicians’ Perspectives Compare Across Specialties Through Written Work, Stephanie Anne C. Alkonga

Honors Capstones

Narrative medicine is a tool that the medical field is increasingly utilizing to cultivate patient-centered and culturally competent doctors and to reflect on lived experiences through texts that focus on psychosocial best practices. This study aims to examine the language used in physician-written works that address how physicians in different medical specialties treat the aging and the terminally ill, and how they view the deceased. Qualitative data guided by thematic questions will primarily be used in the analysis and comparison of these texts’ tone, rhetoric, diction, and similar literary devices to uncover if certain patterns arise across such specialties. Findings …

Drainage Area Limitations Of Single Watershed, Peak Flow Estimates From Nrcs Methods, Timothy A. Maughan, Rollin H. Hotchkiss, Riley Hales

Nebraska Department of Transportation: Research Reports

Most state Department of Transportation roadway design sections predict peak flow for culvert design using, amongst other approaches, Natural Resources Conservation Service (NRCS) TR-20 technology. Even though this technology is more than 50 years old, there are no clear guidelines for how large a single watershed drainage area may be while remaining appropriate for predicting peak discharge with this method. Our objective was to identify the drainage area where TR-20 peak flow predictions significantly deviate from flow frequency predictions. We developed flow frequency estimates for 130 small-area stream gage sites in rural Nebraska and compared the calculated return period discharges …

Becoming A Computer Scientist: Multimethods To Make Sense Of Professional Computer Scientist Identity Development, Tim Ransom

All Dissertations

Professional identity development is both a powerful pedagogical tool and an excellent indicator of overall life satisfaction for students.

This work investigates the experience of undergraduate students as they develop their professional identities into computer scientists. A multimethod research plan makes use of quantitative ethnography (QE) and interpretative phenomenological analysis (IPA) to understand the lived experiences of eight undergraduate computer science students professional computer scientist identity development and the messages social media presents about that professional identity.

First, a quantitative ethnography is conducted to investigate the expression of professional computer scientist identity in relevant online communities. This investigation into the …

Decoding Bacterial Resilience: Srnas And Sigma Factors In Stress Adaptation And Persistence Of Salmonella, Anita Nguyen

Honors Theses

Small RNAs (sRNAs) are noncoding RNA molecules in bacteria that function primarily to regulate gene expression, including those associated with stress. The Borchert Lab has identified 173 sRNAs and > 500 sRNAs that are responsive to desiccation and carbon starvation (c-starvation), respectively. Prokaryotic transcription involves an RNA Polymerase (RNAP) that transcribes DNA into RNA. RNAP involves sigma factors, which recognize promoters for the initial steps of RNA synthesis. The Borchert Lab has determined that there are significant overlaps between sRNAs expressed in cells subjected to both short-term durations and long-term durations of carbon starvation. Salmonella enterica serovars can have outbreaks associated …

Public Opinion And Judicial Decision-Making: A Relationship Explored Through Interviews With Local, State And Federal Judges Within Mobile County, Alabama, Bella Gin

Honors Theses

Civilians and legal scholars alike often speculate how judges rule and what contributes to their decision-making. Acknowledging this conundrum and combining it with my own interests in the legal field, I attempt to explore how some judges located within Mobile County perceive public opinion and what factors direct their rulings over their respective case dockets. Through seven, semi-structured interviews, I ask each judge a series of questions regarding their backgrounds, decision-making methodologies, thoughts on public opinion relevancy, and application of their approaches to their judgeships. Analysis of the interviewees’ responses reveals data that suggests the judges have a somewhat ambivalent …

Psychological Safety Creating A Growing Successful Team, Justin Moore

Creativity and Change Leadership Graduate Student Master's Projects

In an ever-changing world that we live and work in it is very crucial that one feels safe. Safe to make mistakes, share ideas, collaborate without the fear of consequences or any punitive action. This project explores the role of psychological safety in professional environments. This project examines the foundation, impact, and strategies of psychological safety. The project also includes an extensive literature review on the matter of psychological safety, on top of providing the audience with practical tools that one can use to make their organization more psychologically safe. The practical tools being a professional development (PD) and a …

Isaac Mwanza And Zambia Civil Liberties Union (Zclu) V The Attorney General 2024/Ccz/008, Emmanuel Banda

SAIPAR Case Review

This contribution considers Isaac Mwanza and Zambia Civil Liberties Union (ZCLU) v Attorney General, a case challenging the constitutionality of longstanding penal provisions criminalising same-sex relations. The author takes issue with the Constitutional Court’s refusal to entertain the matter on jurisdictional grounds, arguing that it misconstrued the relationship between Articles 28 and 128 of the Constitution. By deferring entirely to the High Court on Bill of Rights issues, the author contends, the Constitutional Court has left a significant gap: legislation that may violate fundamental rights now lacks a clear constitutional forum for challenge. The piece underscores a persistent ambiguity in …

Volume 8, Issue 1 Table Of Contents

SAIPAR Case Review

No abstract provided.

Editorial Note, O'Brien Kaaba, Emmanuel Nyambe

SAIPAR Case Review

No abstract provided.

Coercing Virtue Or Superintending Constitutional Order? A Comment On Munir Zulu And Celestine Mukandila V Attorney General, O'Brien Kaaba, Emmanuel N. Nyambe

SAIPAR Case Review

In Munir Zulu and Celestine Mukandila v Attorney General, the Constitutional Court of Zambia intervened for the first time in a constitutional amendment process before a bill was tabled, asserting its authority to oversee executive conduct in line with constitutional principles. While the author commends the Court’s departure from a historically passive judiciary, a pointed critique is offered of the judgment’s conceptual shortcomings. The analysis highlights the Court’s conflation of constituent and constituted power, its reliance on an inaccurate historical account of past amendments, and the jurisdictional inconsistency it created with the earlier Bill 10 ruling, all of which weaken …

The Attorney General V Rajan Mahthani (Appeal No. 4 Of 2020) [2025] Zmsc (24 July 2025): Judicial Recusal And Why It Is Important To Strike A Balance, Mwami Kabwabwa

SAIPAR Case Review

This contribution examines The Attorney General v Rajan Mahthani, a Supreme Court ruling on judicial recusal. The author critically assesses the Court’s insistence on proving actual, extrajudicial bias as a prerequisite for recusal. Though the importance of shielding the judiciary from frivolous motions is acknowledged, the piece warns that the Court’s rigid stance, paired with its admonishing tone, may undermine the right to a fair hearing guaranteed under Article 18 of the Constitution. Drawing on South African and Kenyan jurisprudence, the author proposes adopting a “reasonable apprehension of bias” standard that respects judicial independence while safeguarding public confidence in the …

An Exploratory Study Of Using Transformative Pedagogy To Teach Towards Social Justice In Face-To-Face And Online Classrooms, Alison Berk

Graduate Theses & Dissertations

As colleges simultaneously vie for students during a recent enrollment dip and try to accommodate the overall historically high national rate of college enrollment, (National Student Clearing House, 2022), and as most Americans experience identity-based tension (Horowitz, et al., 2019), it is essential that colleges and instructors ask themselves how they can create accessible, meaningful and authentic opportunities for individuals to critically examine their communities and the systems in which they live. Developing this kind of critical consciousness provides both ideological and practical positive outcomes for students and institutions alike (Carter, 2008; Diemer et al., 2014; El-Amin, et al., 2017; …

Food Inspections: Searching For Contamination (And Solutions) In A Haystack, Abigail Schneider, Benjamin Kelly, Michael S. Sinha

Journal of Food Law & Policy

Food recalls in the United States often reveal serious mismanagement and structural issues in both government and private industry, yet they have become unremarkable and even expected in our modern world. The procedure employed by the U.S. Food and Drug Administration (“FDA”) to monitor food manufacturing is a valuable process which protects every person who lives in the United States. However, the effects of monitoring as a tool for oversight is limited if there is no efficient response when problems arise. FDA inspects pharmaceutical, cosmetic, and food manufacturing facilities both domestically and abroad. When those inspections reveal the presence of …

Adopting An International Human Rights Approach In The U.S. To Combat Sizeism And Related Racism And Sexism In Healthcare, Public Health Efforts, And Food Advertising Policy, Kristina Bergman, Denisse Cordova Montes

Journal of Food Law & Policy

Evidence of size stigma in U.S. food and health industries is overwhelming. Many policies affecting consumer and patient health and care look to patient Body Mass Index (BMI), a ratio of patient weight to height that anthropologists describe has roots in eugenics, scientific racism, and sexism, and that even the American Medical Association describes as being used for racist exclusion and not encompassing of sex-based differences. Many healthcare policies, public health messages, and food advertising strategies boast goals of reducing BMI in hopes of improving health status, but, in addition to having abhorrent origins, BMI has been shown to be …

A Critical Look At A New Iowa Law Allowing Minors To Serve Alcohol, Tom Hubbard

Journal of Food Law & Policy

In the never-ending tug-of-war of today’s charged political climate, the child labor discussion has been caught right in the crosshairs. While the Biden administration promised to crack down on child labor law violations (with varying degrees of success), more states continue making it easier for children to work. Because of this, the opportunity to exploit a progressively younger workforce will continue to grow. Amidst this backdrop, this article focuses particularly on a new Iowa law that expands child labor across the state. While there are many states seeking to roll back child labor law protections, Iowa’s new law seems to …

Food For Thought: Funding The National School Lunch Program While Simultaneously Providing Tax Incentives To Farmers, Carter Wade

Journal of Food Law & Policy

This note will focus primarily on the National School Lunch Program (“NSLP”) and propose a solution aimed at reducing the costs of implementing it. It begins with a historical background into how the NSLP came to be and the various adaptations and programs that came out of it. This note then covers current programs and organizations that have arisen to support nutritional education and provide healthy meals to school children. It then compares several contribution-based tax incentive programs, which serve as inspiration for the final proposed tax incentive program for farmers in the closing section. Through the years, rising costs …

Journal Of Food Law & Policy -Spring 2025, Journal Editors

Journal of Food Law & Policy

No abstract provided.

Negotiating Food Security, Maria Cudowska

Journal of Food Law & Policy

In the United States and worldwide, nutrition and food emerge as both high-profile public policy targets and as fundamental aspects of the right to self-determination. This Article examines how national security impacts food security in the United States. It explores conflicts and synergies between municipal, state, and federal law developments related to the right to food and investigates recent developments in how those commitments have been negotiated. The challenge and nebulous justiciability of the right to food can be in part attributed to existing global and national systems, which include supply chains, welfare programs, and foreign investment in the U.S. …

The Interplay Of Housing Instability And Mathematics During Adolescence: A Retrospective Study Of Black Stem Folx, Sharetta M. W. Bufford

All Dissertations

Few studies have delved into the delicate nuances that impact Black students’ mathematics performance, nor have they paid much attention to the resources students leverage to overcome systems that perpetuate negative stereotypes about Black youth. For decades, studies about Black youth have been explored from a deficit perspective, shedding negative light on circumstances typically beyond the control of those being studied. Even more, some studies have placed blame on parents and parental figures in the lives of Black children for unacceptable school behavior and poor academic progress (Cobb II & Russell, 2015). Black youth have been portrayed as problematic, disruptive, …

Legal Protection Efforts For Msme Entrepreneurs Based On Law No. 11 Of 2020 On Job Creation Law, Duhita Driyah Suprapti, Dina Ristanti, Finna Maessy Pangestika, Choirul Fuad, Salman Alfarisi

Indonesia Law Review

Indonesia is the fourth-highest country with a level of population density that will undoubtedly cause many problems, one of which is the problem related to unemployment that is increasingly increasing. Therefore, the Government then took the initiative to issue a law that can pioneer job creation, ease of effort, investment, and empowerment of small micro-businesses. Focus on the actions of youth in making investments then whether this Job Creation Law also provides adequate protection for entrepreneurs, especially MSME entrepreneurs. MSME entrepreneurs need legal protection because most do not understand the Law in Indonesia and cannot afford to hire legal counsel …

Bang!: Real-Time Measurements And Transcriptomics Of Metabolic Reprogramming In Activated Macrophages At Fever Temperature, Kenneth Howard Taylor

Graduate Theses and Dissertations

We investigated the real-time metabolic rates of activated macrophage cell lines derived from mouse, chicken and rainbow trout. Each species showed a different kinetic signature with metabolic rates accelerating under fever conditions specific to each organism. Upon activation mouse macrophages increased their rate of glycolysis early and then a later reprogramming phase occurred with a dramatic decrease in oxidative phosphorylation (OXPHOS) accompanied by a reciprocal second increase in glycolytic rates. Chicken macrophages showed an initial increase in both glycolytic and OXPHOS rates. The late drop OXPHOS rates also occurred in chicken however there was no reprogramming that occurred as glycolytic …

Literary Postcritique And American Transcendentalism: Helping Students Practice Community-Building By Rewilding Literature In The Classroom, Tate Aldrich

Graduate Theses and Dissertations

Literary postcritique is an emergent theoretical approach to literature that has elicited skepticism among many in academia because of its central claim that their unchecked overreliance on suspicious and symptomatic reading styles is diminishing the pedagogical potential of our reading together. To restore this potential, Rita Felski, a champion of literary postcritique, suggests adopting an aesthetic reading style, a mid-level interpretation that neither indulges in the formalists’ habits of close scrutiny nor in the cultural critics’ wider lens of political and social contexts. In The Limits of Critique and Hooked, Felski argues that an aesthetic reading style can develop …

Proving The Matrix: On The Admissibility And Use Of Prior Negotiation Evidence As An Aid To Contractual Interpretation, Daniele Bertolini

Osgoode Hall Law Journal

This article examines the relevance and admissibility of prior negotiation evidence in contract interpretation. According to a long-established common law rule (“exclusionary rule”), the evidence of pre-contract negotiations is not admissible as an aid to contract interpretation. This study argues that the exclusionary rule is unjustified and should be abandoned. Judges should be allowed to use prior negotiation evidence to support inferences about the existence of the empirical facts constituting the relevant factual matrix, while the use of such evidence should not be allowed to support interpretive inferences about the meaning of the contract language. The distinction between empirical and …

California Middle And High School Students Report Wanting Fresh And Healthy School Lunch In The Context Of Universal School Meals, Carolyn Chelius, Kassandra A. Bacon, Dania Orta-Aleman, Monica D. Zuercher, Lorrene D. Ritchie, Juliana Cohen, Christina A. Hecht, Kenneth Hecht, Wendi Gosliner

Health Sciences Faculty Publications

Objective

Design

Setting

Participants

Main Outcome Measure

Analysis

Results

An Ethical Defense Of Puberty Blockers As Gender Affirming Care For Adolescents, Alexander Konigsberg

Honors Theses

In this paper, I give an overview of the varying perspectives on gender affirming care, which disagree on who has the right to decide for the adolescent. I offer the psychological model as the perspective providers should take to avoid imposing their own morals on the patient. Next, I explore adolescent wellbeing and determine that since no adolescent specific goods exist, we should treat adolescents by child or adult wellbeing if you believe child wellbeing exists). I find that with these arguments, physicians should prescribe puberty blockers to adolescents as it gives more access to wellbeing. Finally, I explore objections …

Total Factor Productivity (Tfp) And Financial Markets, Min Bai, Dong Zhang, Jiaoying Yang

American Business Review

The dynamic interplay between real firms and the financial markets remains under continuous government scrutiny, reflecting the evolving diversity that accompanies the expansion of financial markets. Given the financial market's critical role in capital provision, it is essential to understand how different funding relationships influence firm performance. This study focuses on A-share listed companies in China from 2013 to 2023, categorizing their funding relationships into two distinct types: net investment and net financing. The analysis reveals a significant dampening effect on Total Factor Productivity (TFP) associated with net investment-based funding relationships. Mechanistic investigations indicate that this suppression is due to …

Vol. 45, No. 2, Spring 2025: Table Of Contents, Northern Illinois University Law Review

Northern Illinois University Law Review

Table of Contents and Masthead for Volume 45, Issue 2 of the Northern Illinois Law Review

I Demand The Right To Destroy My Church! The Relationship Between The Religious Land Use And Institutionalized Persons Act And The Religious Right To Demolish Historic Churches, Mikayla D. Kelz

Northern Illinois University Law Review

Prohibitions and restrictions on land use by Historic Preservation Committees via landmark laws are common and hinder an owner’s right to control the land. Religious institutions possess an important piece of federal legislation to combat landmark laws, known as the Religious Land Use and Institutionalized Persons Act (RLUIPA). Even with this advantage in their pocket, churches continue to face local opposition on the ability to renovate and demolish their churches due to the overly regulatory nature of landmark laws. Federal courts vary on the criteria in determining whether a landmark designation can withstand the right to religious exercise via land …

Hi Barbie! A Cultural Phenomenon Illustrates How Courts Have Lost The True Meaning Of The Independent Creation Defense, Shelby Harrison

Northern Illinois University Law Review

From movies to advertisements to department stores, Barbie is everywhere. Barbie has been around for decades and is now a cultural phenomenon. It is almost impossible to not be familiar with the iconic fashion doll. With a creation so popular and so powerful, how do other individuals or businesses create their own doll without being influenced by Barbie? This Note discusses the independent creation defense within copyright infringement. The focus of this Note is whether a defendant would even be able to assert the independent creation defense when their opponent’s creation is so widely known, like Barbie. This Note emphasizes …