Digital Commons Network^™

Human Cognitive Bias Mitigation Approaches To Fairness Within The Machine Learning Value Chain: A Review And Research Agenda, Stephen Surles, Cherie Noteboom, Omar F. El-Gayar

Research & Publications

This systematic review examines the influence of human cognitive biases on machine learning (ML) systems across the 9 phases of the ML algorithmic value chain. Following the PRISMA guidelines, it synthesizes 19 studies on bias integration and management within ML, highlighting techniques to reduce bias and increase fairness. The review identifies key gaps: the unclear translation of human cognitive biases to ML biases, absence of metrics to measure biases, re-introduction of biases during debiasing, and the critical need for human intervention. These findings prompt several research themes spanning human cognition and algorithmic bias. The theoretical implications are three-fold: extending bias …

Exploring The Interoperability For Information Exchange Between Acute And Post-Acute Care Settings, Madhu Gottumukkala, Cherie Noteboom, Omar F. El-Gayar

Research & Publications

The seamless transfer and assimilation of healthcare data are foundational to delivering holistic, timely, and effective patient care across the healthcare spectrum. However, disparities in Electronic Health Record (EHR) system adoption, especially in long-term and post-acute care (LTPAC) settings, consistently obstruct interoperability. This study explores the factors that impede and facilitate health information exchange in LTPAC environments, focusing on technical and organizational facets. Grounded theory guided our qualitative case study research, involving 35 stakeholder interviews. Key technical findings highlight the need for integrated, reliable data structures, robust infrastructure, and standardized practices. Organizational insights reveal a shift towards integrative, patient-centric strategies …

Non-Functional Requirementsand Key Propositionselicitation For An Hdss:A Grounded Theory Approach, Mohammad Tafiqur Rahman, Omar F. El-Gayar

Research & Publications

Deciding humanitarian actions during relief distribution is a crucial and challengingtask.Humanitarian decision-makers (HDM) make manycritical decisions during disaster responses,but they sufferfrom incomplete, irrelevant, and sometimes excessive humanitarian operations-related disaster datain many situations.Hence, for constructive and meaningful support in decision-making, HDMs oftenappreciate computer-basedinformation systems(IS) (i.e. humanitarian decision support systems) that require non-functional requirements (NFRs) for their development. To identify those necessary NFRs, we applied the grounded theory approach to analyze 61 literature-and field-based decision-making parameters reported in the primary author's previous research (Rahman and Majchrzak (2020)). Our analysis resulted in 13 essentialNFRs and four key propositions to guide relief distribution decision-making …

The Development Of A One Pot, Two Reaction Synthetic Preparation Of 1,2,4-Oxadiazole, And Synthesis Of Ataluren, A Novel Drug In The Fight Against Duchenne Muscular Dystrophy. Efforts Towards The Synthesis Of A Potential Protease Inhibitor Against The Main Protease (3clpro) Of Covid-19, Austin J. Carter

Theses and Dissertations

1,2,4-Oxadiazoles are five-membered heterocyclic structures first synthesized by Tiemann and Krüger in 1884. Recent discoveries suggest an array of useful biological properties.In preparation of 1,2,4-oxadiazoles, the most prevalent precursors are amidoximes, which can be created via the reaction of nitriles with hydroxylamine hydrochloride and a base. The amidoximes are reacted with an activated carboxylic acid to yield an acylated intermediate. This intermediate can be exposed to a base to cyclize into the 1,2,4-oxadiazole. This thesis describes the efforts in combining these three steps into a unified one-pot synthesis.

Currently, there are a significant number of commercially available FDA approved and …

Utilizing Information Technology And Hands-On Learning Practices To Improve Student Learning Outcomes In A High Failure Rate Introductory Programming Course, Todd Edward Thomas

Theses and Dissertations

The purpose of this study was to introduce and examine the impact that two interventions have on a high failure rate introductory programing course: a pedagogical approach of introducing Live Coding instruction technique to the in-person lecture portion, and a technological approach of introducing remote collaboration software (VS Code Liveshare) to the online lab portion. This study used convergent parallel mixed methods approach for both data collection and analysis; utilizing four data collection methods: 1) online survey questionnaires 2) in-depth interviews 3) in class observations and 4) quantifiable data collection (ie., student demographic, IT experience, GPA data). The Live Coding …

Academic Libraries Addressing Health Literacy And Misinformation, Brynne Campbell Rice, Emily Petersen, Ian Roberts, Emily Vardell, Deborah Charbonneau

Himmelfarb Library Faculty Posters and Presentations

No abstract provided.

Moore Questions, Some Answers: Fixing The Personal Tax System Despite Constitutional Constraints, David Gamage, John R. Brooks, Edward J. Mccaffery

Faculty Scholarship

Moore v United States was expected to rule on the constitutional necessity of the tax-law realization requirement originating from Eisner v Macomber, a potential impediment to progressive tax reform efforts aimed at shutting down the planning techniques of Buy Borrow Die. The various opinions in Moore, however, provided no definitive answer to this core question, instead leaving many more questions. Amid the lingering uncertainty, we argue that various responses to the problem of wealthy Americans’ not needing to pay any taxes remain possible after Moore. An incremental, “mix-and-match” approach to progressive tax reform may best suit the …

On Becoming And Being A Criminal Defense Attorney, Steven B. Duke

Touro Law Review

Steven B. Duke grew up in a tiny farming community in Arizona. In college, he experienced injustice during an encounter with the police and decided to attend law school. As a result of his success at the University of Arizona Law School, Duke was offered a clerkship with Justice William O. Douglas for the 1959-60 Supreme Court term. As Duke describes in this article, working for Justice Douglas was a rewarding and demanding experience. Douglas, probably the most liberal Justice ever to serve on the Supreme Court, had a dazzling intellect and wrote many books on all manner of subjects. …

Enhancing The Uniform Partition Of Heirs Property Act: The Need For Broader Use And Essential Modifications, Donna Arzanipour

Touro Law Review

The Uniform Partition of Heirs Property Act (“UPHPA”) seeks to address complex and inequitable conflicts that arise when partitioning heirs property. This Note explores the legislative history of the UPHPA, along with the legal and societal significance of the UPHPA, which provides mechanisms to prevent forced sales of family-owned property. Through a comparative analysis of states that have adopted their versions of the UPHPA, this Note considers the law’s potential to protect family land, reduce the risk of displacement, and promote longterm economic stability for communities, especially those in rural and minority populations. While recommending that all states should adopt …

Unboxing The Box: A Deep Dive Into Solitary Confinement And When It May Violate The First And Eighth Amendments, Madison Scarfaro

Touro Law Review

Solitary confinement has been a practice used for those who are incarcerated in our criminal justice system for hundreds of years. Our nation, as well as our society have evolved and continue to evolve over the course of hundreds of years. However, the use of solitary confinement has not. Even with all of the research and literature surrounding the monstrosities that come about from solitary confinement, it is still used in most of our jails and prisons to this day. The Eighth Amendment to the U.S. Constitution provides: “Excessive bail shall not be required, nor excessive fines imposed, nor cruel …

A Patent System For Temple Grandin, Andrew Chin

Touro Law Review

This article explores the intersection of neurodiversity and innovation through the lens of Temple Grandin’s contributions to livestock handling systems and her philosophical alignment with the U.S. patent system. Drawing on cognitive research by Simon Baron-Cohen, archaeological insights from Penny Spikins, and personal reflections, I argue that autistic cognitive styles—characterized by heightened “folk physics” aptitudes and visual thinking—have historically driven technological progress. Grandin’s patented inventions, motivated by sensory-based empathy for animals, exemplify how neurodivergent inventors seek to embed their conceptions of ethical utility into the nation’s technological infrastructure. The article critiques modern patent litigation trends, advocating instead for a system …

Love In The Disabilities Paradigm: A Normal Person’S Need For Healing, Randy Lee

Touro Law Review

We function in a disabilities paradigm where people are broken in a multitude of ways and where, having recognized their brokenness, we seek in our benevolence to remake these broken people in our own image. There is, however, another paradigm in which one might live, a paradigm of love. In that paradigm, people are not divided between “normal” and “broken” but live together on a common spectrum of light. In this paradigm, people are not so much “disabled” as they are waiting to be believed in, and in this paradigm, the greatest need for healing is in the capacity to …

Depraved Indifference Murder In New York State: Proving Depravity In Vehicular Homicide Cases, Jolie Bodner Zangari

Touro Law Review

Depraved indifference murder is one of the most complex theories of proving criminal liability for causing the death of another person. New York’s depraved indifference murder statute exists in Article 125 of the Penal Law of the State of New York, under section 125.25(2) as the second subdivision of Murder in the second degree. Its definition in the Penal Law is as follows: “A person is guilty of murder in the second degree when . . . Under circumstances evincing a depraved indifference to human life, he recklessly engages in conduct which creates a grave risk of death to another …

The Forgotten Victims: A Case For Children’S Compensation Amidst Parental Wrongful Incarceration, Mackenzie Crabbe

Touro Law Review

Wrongful incarceration is a tragedy that occurs far more often than most would care to admit. However, it is not only the wrongfully convicted person who suffers from this phenomenon. Most innocent people who are incarcerated have a family who is then affected and suffers immensely. Many wrongfully incarcerated individuals have children who then grow up without their parents, or with a significant barrier hindering their relationship with their parents. Typically, incarceration, and the separation of families that comes along with it, is justified by the need to regulate crime and keep communities safe. How[1]ever, when innocent people are serving …

Gravitational Property Theory, Monika U. Ehrman

Faculty Journal Articles and Book Chapters

Isaac Newton and Albert Einstein defined and redefined the field of physics. Their theoretical work on gravity is still considered a monumental discovery of their respective times. Although born centuries apart, the theory of gravity each advanced is still essential. Newton’s theory is applied on Earth and even throughout much of the solar system, while Einstein’s theory is used in special environments, such as near black holes. Neither theory is discarded, but instead used where appropriate. Likewise, gravitational property theory proposes that simple property theory—the ad coelum doctrine—is still appropriate for simple property, like stationary or vertical objects. And complex …

Symposium Transcript, In Re Opioid Litigation: The Trial Phase, Rodger D. Citron

Touro Law Review

In October 2023, Touro Law Center held a two-day conference on “The Past and Future of Opioid Litigation.” The inspiration for the conference was an extraordinary five-month jury trial in Suffolk County presided over by Hon. Jerry Garguilo. The trial, which was the first in the United States to include all parties in the pharmaceutical supply chain, from manufacturers to wholesale distributors to retail sellers, began in the summer of 2021. Ultimately, in 2022, the case settled. This allowed Judge Garguilo and attorneys from the case – Jayne Conroy, who represented one of the plaintiffs, Suffolk County, and Harvey Bartle, …

Impact: Enhancing Services And Resources Using Focus Groups, Matt Torrence, Allison Symulevich

USF Libraries Faculty and Staff Publications

To enhance the USF Libraries Impact Services program, project leaders identified several stages to collect and examine faculty needs and resource utilization. In May 2024, librarians Matt Torrence and Allison Symulevich received an internal grant to assess faculty preferences regarding available impact services and resources through focus group interviews. This project aimed to gather assessment data and identify additional tools and options for faculty and students. The collected data will be used to update the primary LibGuide and improve the program. Participants will receive information on updated resources and services, along with a summary of the results. The interviews took …

Exploring The Adoption, Perceptions, And Opportunities Of Artificial Intelligence Among Registered Dietitians In The United States, Hong Liu, Mariana Tadros, Edward Bitok, Liang Ji

Loma Linda University Research Reports

Artificial Intelligence (AI) is reshaping healthcare, yet its integration into nutrition and dietetics remains underexplored. This study investigates the adoption, perceptions, and opportunities related to AI technologies among Registered Dietitian Nutritionists (RDNs) in the United States. Our survey was opened in April 2025 and is still ongoing, having gathered responses from over 70 RDNs. Findings reveal that while 58% of RDNs report some familiarity with AI, only 13% consider themselves very or extremely familiar. Attitudes toward AI are generally positive, with 56% viewing AI’s impact on dietetics as positive and 70% believing it could at least moderately improve patient outcomes. …

Philippines, Maria Sabrina Erica M. Carlos, Leslie V. Advincula-Lopez

Development Studies Faculty Publications

Philippine civil-military relations (CMR) have long tipped towards the military despite established constitutional and legislative frameworks ensuring civilian supremacy. The Philippines’ COVID-19 pandemic response, characterized by war metaphors, strong police and military presence, and the appointment of retired military generals in key posts, highlighted the need to revisit the country’s unique CMR dynamics. This chapter explores the military’s expanded role in the COVID19 pandemic response and its implications for an already tenuous Philippine CMR. The military’s expanded role put it in a prominent position to further redefine and recalibrate its position with broader civil society. It breached the traditional institutional …

Discontent In The World City Of Singapore, Gordon Tan, Jessie P. H. Poon, Orlando Woods

Research Collection College of Integrative Studies

A burgeoning literature on ‘left behind’ places has emerged that captures the backlash against globalisation and highlights the locales that lag world cities. This paper integrates the ‘left behind’ and world cities literatures through the lens of discontent in the context of Singapore, using sentiment analysis and topic modelling as well as interviews with local professionals to unpack the multidimensional aspects of discontent. Focusing on the Singapore–India Comprehensive Economic Cooperation Agreement that spurred discontent directed at foreign Indian professionals, we show that the worlding generated by transnational flows has accentuated intra-urban inequality through racialisation and spatialisation of financial business and …

Mapping The End Of Coal: How Policy Strength, Ownership, Finance Shape Global Plant Retirements, Jiwon Kim, Theodor Florian Cojoianu, Theodor F. Cojoianu, Maretno Agus Harjoto, Dariusz Wojcik

Research Collection College of Integrative Studies

This study examines how national environmental performance, institutional investor divestment from fossil fuels, investment in renewable energy, and ownership type influence the global phase-out of coal power plants, and whether these effects are constrained by geographical boundaries. Using data on coal plant retirements across 90 countries, we test whether domestic and cross-border factors shape the timing and likelihood of asset closure. We find that companies headquartered in countries with stronger environmental performance are more likely to retire domestic but not foreign plants. While institutional investors divestment is often assumed to exert cross-border influence, our findings show that divestment pressure by …

Leveraging Deep Learning Models And Social Media Data For Enhanced Situation Awareness In Disaster Management, Ademola Abdulganiyu Adesokan

Doctoral Dissertations

"In recent years, social media has become a crucial source of real-time data for disaster management, supporting emergency responses when traditional channels like 911 are overcrowded and overwhelmed. It offers authorities valuable data for developing effective strategies, especially when swift actions are essential to save lives. However, the informal language, ambiguous meanings, and irrelevant content on social media pose challenges to accurate classification and hinder the efficient extraction of disaster-relevant information, leading to inefficiencies in emergency response efforts.

This research focuses on seven key questions: i) How can we detect, classify, and analyze hate and offensive tweet emotions during large-scale …

Collateral Damage And Individual Rights In Armed Conflict, Charles P. Trumbull Iv

Fordham International Law Journal

No abstract provided.

Reciprocation And Redistribution: The Emergence Of The Trade-Development Fault Line In The Contemporary Wto, Tana Johnson

Fordham International Law Journal

This Article argues that: 1) trade and development reflect different mindsets and policy implications; 2) both are deeply embedded in the legal past of the World Trade Organization (WTO); and 3) tensions between them jeopardize the WTO’s policymaking future. At the argument’s core is the contrast between “reciprocation” and “redistribution.” Trade is associated with reciprocation (bargaining and two-way concessions), while development is associated with redistribution (assistance and one- way concessions). The WTO’s predecessor—the General Agreement on Tariffs and Trade (GATT)—initially insisted on reciprocation but relaxed that insistence over time, eventually merging with redistribution-related elements of the defunct Havana Charter to …

The Re-Criminalization Of Sexual Minorities As A Testing Ground For International Human Rights Law In Africa, Matteo M. Winkler & Ilias Bantekas

Fordham International Law Journal

This Article scrutinizes the recently enacted statutes that re- criminalize sexual minorities in Africa from the standpoint of international human rights law (IHRL). These statutes are currently justified under cultural relativism, that is, the idea that African culture abhors homosexuality, which represents a malicious import from the Western world. We argue that the re-criminalization statutes violate IHRL in multiple stances and that in no way are these violations justifiable under cultural relativism. This does not mean that there is no virtue in cultural relativism, but a limit must be fixed to the dehumanization of minorities which is the intended purpose …

Our Humanity At Stake: The Human Costs Of Economic Sanctions For The Sanctioner, Alexandra Hofer

Fordham International Law Journal

No abstract provided.

Spatial Analysis And Machine Learning Integration For Nutritional Status Mapping Using Ann And Random Forest Models, Desi Anis Anggraini, Fachrul Kurniawan, Fresy Nugroho, Meidya Koeshardianto, Mohammad Iqbal Bachtiar

Knowledge Engineering and Data Science

Nutritional problems among children under five remain a major public health challenge. This research seeks to create a spatially oriented system for evaluating and mapping nutritional status utilizing Artificial Neural Network (ANN) and Random Forest (RF) algorithms. Data obtained from the Sumenep District Health Office included age, weight, height, and gender variables. Both models were trained using a 70:30 data ratio and evaluated with accuracy, precision, recall, and F1-score metrics. The ANN model achieved an accuracy of 95.8%, while the RF model reached 97.7%. Classification results were visualized through a Geographic Information System (GIS) to illustrate spatial distribution and identify …

Time Series Forecasting With Lstm: An Extensive Content Analysis, Andri Pranolo, Xiaofeng Zhou, Yingchi Mao

Knowledge Engineering and Data Science

This paper presents a comprehensive bibliometric and content review of the trend, architecture, and application of long short-term memory (LSTM) models for time series forecasting. The study aims to provide insights into the overall statistics and distribution of papers focused on LSTM for forecasting. Additionally, the research questions address the most highly cited papers based on LSTM approaches in forecasting, the most productive journals in this field, and identifying trends, gaps, summary tasks and their performance, datasets availability, and future research directions for LSTM in forecasting. This paper is a comprehensive review of LSTM for forecasting from 2017 to 2023 …

From Data To Insight: A Machine Learning Approach In Classifying Dairy Cow Productivity Level And Identifying Important Influencing Variables, Fatkhurokhman Fauzi, Achmad Fauzan, Rhendy K P Widiyanto, Khairil Anwar Notodiputro, Bagus Sartono

Knowledge Engineering and Data Science

Identifying influential predictor variables is crucial for enhancing model interpretability in supervised classification. This study applies Permutation Variable Importance (PVI), a model-agnostic approach, to evaluate variable relevance after model fitting. Using data from the 2024 Indonesia Dairy Cow Productivity Survey, this research investigates five classification techniques: (1) Support Vector Machine (SVM), (2) Neural Network (NN), (3) k-Nearest Neighbors (kNN), (4) Naïve Bayes Classifier (NB), and (5) Logistic Regression (LR), to identify which method(s) yield the best performance based on evaluation metrics such as accuracy, sensitivity, and specificity. PVI is employed to identify the most influential predictor variables within the best-performing …

A Hybrid Soft Voting And Stacking-Based Meta-Learning Approach For Sentiment Analysis Of Bangkalan Batik, Moh. Imron Wahyudi, Lailil Muflikhah, Rizal Setya Perdana

Knowledge Engineering and Data Science

Sentiment analysis is an important field in Natural Language Processing (NLP) that focuses on processing consumer opinions to gain useful insights. The information generated from sentiment analysis can be used as a basis for business decision-making, service quality evaluation, and the formulation of more effective marketing strategies. In the local context, Bangkalan Batik, as one of Madura's distinctive cultural products, has high economic value and cultural identity. However, consumer reviews available online, for example through Google Maps, are still rarely utilized optimally by MSMEs as a source of strategic information. Therefore, this study was conducted to develop a sentiment classification …