Digital Commons Network^™

Vitamin D Status During Pregnancy Modulates The Effect Of Pre-Pregnancy Obesity On Gestational Diabetes Mellitus Risk: A Birth Cohort Study, Ali H. Ziyab, Abdullah Al-Taiar, Reem Al-Sabah, Majeda S. Hammoud, Saeed Akhtar

Epidemiology, Biostatistics, & Environmental Health Faculty Publications

Objective:

To determine whether gestational vitamin D status modulates the effect of pre-pregnancy obesity on gestational diabetes mellitus (GDM) risk while stratifying by maternal age.

Design:

Birth cohort.

Setting:

A major maternity hospital in Kuwait.

Participants:

Pregnant women in their second/third trimester of gestation were enrolled. Pre-pregnancy body mass index (BMI, kg/m²) was categorized as under/normal weight (< 25.0), overweight (25.0 to < 30.0), and obesity (≥30.0). Gestational 25-hydroxyvitamin D concentrations were categorized as deficiency (< 50 nmol/L) or insufficiency/sufficiency (≥50 nmol/L). GDM status was ascertained according to international guidelines. Adjusted odds ratios (aOR) and 95% confidence intervals (CI) were estimated using logistic regression.

Results:

Data from 957 pregnant women were analyzed, with GDM affecting 166 (17.4%) pregnancies. Pre-pregnancy obesity and gestational vitamin D deficiency was ascertained in 275 (28.7%) and 533 (55.7%) pregnant women, respectively. The association between pre-pregnancy obesity and GDM risk differed according …

The Crucial Role Of Machine Learning Models In Predicting Current Childhood Asthma: Model Comparison, Calibration, And Shap-Based Interpretation, Aditya Chakraborty, A. K.M. Raquibul Bashar

Epidemiology, Biostatistics, & Environmental Health Faculty Publications

Background: Asthma is one of the most prominent chronic diseases in children and one of the most challenging ailments to diagnose in infants and preschoolers in the United States. Predictive models can be instrumental in improving early diagnosis, personalized treatment strategies, and disease progression. By utilizing nationalized data, this study focuses on building and comparing high-performing analytical predictive models based on the relevant risk factors and identifying the most influential predictors.

Methods: We analyzed cross-sectional BRFSS Asthma Call-Back Survey data (2011-2020; N = 9,813) and randomly split participants into training and testing sets. An XGBoost model (hyperparameters tuned via grid …

Imperfections And Scars: The Aesthetics Of Curated Decay In Urban Conservation: The Aesthetics Of Curated Decay In Urban Conservation, Ioana Moldovan, Connell Vaughan, Michael O’Hara, Silivan Moldovan, Ioana Cecălășan

Research Outputs: 2025-Present

This paper explores the value of imperfections and curated decay in the conservation of architecture and public art as vehicles of cultural memory. While conventional heritage practice treats physical degradation as a threat, newer conservation ethics argue for embracing material impermanence within an aesthetics of care. We examine how acknowledging patina, weathering, and even structural decline can become an act of care, maintaining the “spirit” and authenticity of a place. The theoretical framework integrated the aesthetics of imperfection, including concepts like the Japanese wabi-sabi, which finds beauty in the incomplete and impermanent, critical heritage theory (which questions whose memories and …

Tirza Faris Fewell Letters - Accession 1458, Tirza Jane Faris Fewell, Fewell Family

Manuscript Collection

This collection consists primarily of personal correspondence addressed to Tirza Jane Faris Fewell (1858–1928), including letters from family members, friends, and her future husband, Samuel Alexander Fewell (1850–1908). The correspondence provides insight into family relationships, courtship, and daily life in the late nineteenth century.

Letters from family members contain updates on the health of relatives, news of personal plans and future goals, and accounts of significant family events, including the death of Tirza’s grandmother. Correspondence from friends—some unidentified—includes social updates such as news of a marriage, travel arrangements involving Rock Hill, invitations to visit, and requests for assistance with household …

Mary Elizabeth Frayser Papers - Accession 1739, Mary Elizabeth Frayser

Manuscript Collection

The Mary Elizabeth Frayser Papers document the professional career, civic engagement, and reform work of Mary E. Frayser, an educator, home economist, social worker, and prominent women’s club leader in South Carolina during the twentieth century. The collection reflects Frayser’s long-standing commitment to education, social welfare, women’s rights, and public policy, as well as her involvement in numerous state and regional organizations dedicated to social and economic reform.

Materials in the collection include newspaper clippings, correspondence, speeches, reports, articles, pamphlets, meeting-related documents, publications, and other printed materials. These records document Frayser’s work with the South Carolina Extension Service (1912–1940), Winthrop …

Rev. William Cummins Davis Collection - Accession 1782, William Cummins Davis

Manuscript Collection

The Rev. William Cummins Davis Collection consists primarily of a bound 1823 volume titled Lectures on the New Testament: In Which the Four Evangelists Are Harmonized, and the Work Interspersed with Critical Notes and Observations on Several Passages. Published posthumously by Davis’s eldest son, the Rev. Robert M. Davis (1793–1824), this volume is one of eight issued in a projected series originally intended to comprise only two volumes. The work compiles sermons, theological lectures, and critical annotations reflecting Davis’s distinctive interpretations of the New Testament.

William Cummins Davis (1760–1831) was a prominent and controversial Presbyterian minister in the Carolinas …

A Context-Driven Framework For Fairer Ranking Across Real-World Systems, Pawan Chaudhary, Justin Schroeder

Annual Research Symposium

Classical ranking methods each rely on a single input: Massey uses point differentials, Colley uses win/loss records, and PageRank uses win proportions. None incorporates the full context of a matchup. This research develops a general-purpose ranking framework built on graph theory and linear algebra. Competitors are modeled as nodes, and each interaction produces a 10-dimensional feature vector that is mapped to an edge weight via a sigmoid function. The resulting linear system 𝑀 𝑥=−1 is solved to produce ratings with provable mathematical guarantees. The framework is validated on UEFA Champions League 2025–26 data and designed to generalize to student evaluation …

Fleet: A Federated Learning Emulation And Evaluation Testbed For Holistic Research, Osama Abu Hamdan, Hao Che, Engin Arslan, Md Arifuzzaman

Computer Science Faculty Research & Creative Works

Federated Learning (FL) presents a robust paradigm for privacy-preserving, decentralized machine learning. However, a significant gap persists between the theoretical design of FL algorithms and their practical performance, largely because existing evaluation tools often fail to model realistic operational conditions. Many testbeds oversimplify the critical dynamics among algorithmic efficiency, client-level heterogeneity, and continuously evolving network infrastructure. To address this challenge, we introduce the Federated Learning Emulation and Evaluation Testbed (FLEET). This comprehensive platform provides a scalable and configurable environment by integrating a versatile, framework-agnostic learning component with a high-fidelity network emulator. FLEET supports diverse machine learning frameworks, customizable real-world network …

Dcmm-Transformer: Degree-Corrected Mixed-Membership Attention For Medical Imaging, Huimin Cheng, Xiaowei Yu, Shushan Wu, Luyang Fang, Chao Cao, Jing Zhang, Tianming Liu, Dajiang Zhu, Wenxuan Zhong, Ping Ma

Computer Science Faculty Research & Creative Works

Medical images exhibit latent anatomical groupings, such as organs, tissues, and pathological regions, that standard Vision Transformers (ViTs) fail to exploit. While recent work like SBM-Transformer attempts to incorporate such structures through stochastic binary masking, they suffer from non-differentiability, training instability, and the inability to model complex community structure. We present DCMM-Transformer, a novel ViT architecture for medical image analysis that incorporates a Degree-Corrected Mixed-Membership (DCMM) model as an additive bias in self-attention. Unlike prior approaches that rely on multiplicative masking and binary sampling, our method introduces community structure and degree heterogeneity in a fully differentiable and interpretable manner. Comprehensive …

Explaining The Unseen: Multimodal Vision-Language Reasoning For Situational Awareness In Underground Mining Disasters, Mizanur Rahman Jewel, Mohamed Elmahallawy, Sanjay Kumar Madria, Samuel Frimpong

Computer Science Faculty Research & Creative Works

Underground mining disasters produce pervasive darkness, dust, and collapses that obscure vision and make situational awareness difficult for humans and conventional systems. To address this, we propose MDSE, Multimodal Disaster Situation Explainer, a novel vision-language framework that automatically generates detailed textual explanations of post-disaster underground scenes. MDSE has three-fold innovations: (i) Context-Aware Cross-Attention for robust alignment of visual and textual features even under severe degradation; (ii) Segmentation-aware dual pathway visual encoding that fuses global and region-specific embeddings; and (iii) Resource-Efficient Transformer-Based Language Model for expressive caption generation with minimal compute cost. To support this task, we present the Underground Mine …

Surgical Treatment Of Osteoradionecrosis Of The Jaw Following Radiotherapy For Oropharyngeal Cancer: A Retrospective Clinical Analysis In A Single-Center, Yu Nakai, Ken-Ichiro Sakata, Kazuhito Yoshikawa, Taku Maeda, Tougo Tanabe, Masayuki Shinohara, Kenji Imamachi, Hiroshi Hikasa, Jun Sato, Ikuya Miyamoto

Journal of Dental Sciences

Background/purpose: Osteoradionecrosis of the jaw (ORNJ) is an intractable disease that develops within the radiation field in patients with head and neck cancer. This study aimed to investigate differences in healing rates among surgical treatments for mandibular ORN that developed after radiotherapy for oropharyngeal cancer.

Materials and methods: We retrospectively evaluated 318 patients who underwent radiotherapy or chemoradiotherapy for oropharyngeal cancer at our institution to determine the incidence of ORNJ. Furthermore, 16 patients (15 males and 1 female) with a mean age of 63.3 years were included in the surgical analysis. Healing was defined as the absence of …

N-Acetylcysteine Restores Osteogenesis In Human Periodontal Ligament Stem Cells By Attenuating Hif-1Α-Driven Oxidative Stress And Glycolytic Reprogramming, Xiaochi Chang, Yanghao Zhao, Yang Wang, Chang Shu, Yi Feng, Yichong Sun, Guangxun Zhu, Jianxia Hou

Journal of Dental Sciences

Background/purpose: Periodontitis-associated hypoxia signaling and oxidative stress severely impair the regenerative capacity of human periodontal ligament stem cells (hPDLSCs). This study investigated whether antioxidant intervention rescues hPDLSC osteogenesis under CoCl₂-induced HIF-1α stabilization by modulating PI3K/Akt/HIF-1α/HO-1 signaling and glycolytic reprogramming.

Materials and methods: Primary hPDLSCs isolated from healthy premolars were characterized by flow cytometry and multilineage differentiation. To simulate periodontitis-associated stress, a CoCl₂-induced HIF-1α-stabilizing condition was established. Cells were treated with the antioxidant N-acetylcysteine (NAC), the glycolysis inhibitor 2-deoxy-D-glucose (2-DG), or the PI3K inhibitor LY294002. Redox balance (DCFH-DA, MDA, GPX activity), glycolysis-related markers (HK2, GLUT1, lactate), and osteogenic-related markers …

Volume 41 (2026-2027)

EILR Masthead Archive

No abstract provided.

Table Of Contents

FIU Law Review

No abstract provided.

Editorial Board

FIU Law Review

No abstract provided.

Publisher Info

FIU Law Review

No abstract provided.

2025 Report To The Editor-In-Chief, Thomas E. Baker

FIU Law Review

No abstract provided.

Digital Dialectic: Why Every “Ai-Generated” Work Has A Human Author, Lea Bishop

FIU Law Review

Are ChatGPT and Midjourney tools or creators? Ownership of billions of AI-assisted creative outputs hangs in the balance. Copyright scholars have long debated whether an autonomous artificial intelligence could qualify as an author, but this remains a hypothetical question. Despite widespread application of the term “AI” to software products of the 2020s, autonomously creative artificial intelligence still does not exist. Today’s commercial AI products—such as ChatGPT, Midjourney, Dall-E, Copilot, Gemini, Claude, Suno, Perplexity, and Lumo—are simply the newest generation of computer software. They do not qualify as “artificial intelligence” in either the scientific or science fiction senses. They are mere …

The Accidental Regulator-In-Chief: The Federal Reserve's Path To Power, Jamie Grischkan

FIU Law Review

The independence of the Federal Reserve, long an article of faith among lawmakers, is under attack. From the attempted removal of a member of the Board of Governors to an Executive Order subjecting the Federal Reserve's regulatory and supervisory actions to executive oversight, both the formal legal architecture and informal political norms that have long insulated the central bank from presidential control are being challenged in unprecedented ways. Amidst growing calls to reevaluate the Federal Reserve's mandate and strip the central bank of its regulatory and supervisory authority, recovering the neglected history of the Federal Reserve's role as a regulator …

Owning Data: Semantic Control As Inaccess To Information, Zvikomborero Chadambuka

FIU Law Review

This Article discusses the impacts of the introduction of a data ownership scheme on access to information. It does so with reference to the distinction between data, defined as some representation of information by a specific medium (the syntactic level), and the information itself (the semantic level). With respect to data, it then looks at the difference between standard property rights and intellectual property (IP) rights, similarly assessing impacts on access to information. Private control at the semantic level is bad policy as it effects particularly serious limitations, relative to private control at the syntactic level, on the availability of …

Let’S Talk About The Biological Reality Of Sex, Baby, John Parsi

FIU Law Review

Sex is at the very core of individual identity. It affects the conception of the self and the way others view the individual. Every day, one’s sex may open and close doors, access to communities, and opportunities. Laws that define sex may affirm scientific knowledge and protect people, or threaten to unravel the facts and the reality of sex. A deep unmooring of sex is underway, and this Article aims to halt it. On day one of the current presidential term, January 20, 2025, President Trump signed an Executive Order on “Defending Women from Gender Ideology Extremism and Restoring Biological …

Cruel And Unusual Punishments And The Constitutional Status Of The Idea Of Progress, R. George Wright

FIU Law Review

To this point, we have developed some idea of what progress might have meant to the constitutional Framers, ratifiers, and later judges. We need not attempt the fruitless task of doing any precise head count of the variations of the concrete meaning, perceived likelihood, or value of progress among those parties. Doubtless some persons were more optimistic than others.178 But we need only assume that enough constitutional Framers, ratifiers, and judicial interpreters sufficiently shared any mainstream understanding of progress. Any such constitutional legitimacy of the idea, or the multiple ideas, of progress licenses the language of progress embraced in Trop.

Race, Reparative Justice, And Climate Change-Related Migration, Monica Visalam Iyer

FIU Law Review

The question of how to appropriately respond to migration linked to climate change is increasingly being debated in academia, in government and policy circles, and, crucially, in international legal and climate policy forums. These debates often center on data and on understanding the true numbers of people who might migrate in the context of climate change, and how much of this migration can accurately be linked to climate change, or on the security and logistical concerns associated with responding to this “challenge,” or on the appropriate legal box into which people migrating in this context can be shoved. Too often, …

When Convenience Compromises Rights: How The European Union And Washington State Confront Facial Recognition Risks, Debora Rodriguez Lugo

FIU Law Review

As facial recognition technology (FRT) becomes increasingly embedded in policing, concerns and controversies over the lack of consent, misidentification, and mass surveillance grow. This Comment compares how the European Union (EU) and Washington State (Washington) regulate law enforcement’s use of FRT to mitigate risks to individual rights. The EU governs FRT use through a robust legal framework, including the General Data Protection Regulation (GDPR), the Law Enforcement Directive (LED), and the Artificial Intelligence Act (AI Act), which offer protections against these risks. In contrast, Washington’s pioneering statute, Wash. Rev. Code section 43.386, promotes transparency and limits the use of FRT. …

Table Of Contents, Fiu Law Review

FIU Law Review

No abstract provided.

Editorial Board, Fiu Law Review

FIU Law Review

No abstract provided.

Publisher Info, Fiu Law Review

FIU Law Review

No abstract provided.

Introduction, Jorge L. Esquirol

FIU Law Review

No abstract provided.

The Protection Of Geographical Indications Under Comparative Lens: Whether Law Artificially Creates Scarcity Of Goods, Domenico Di Micco

FIU Law Review

The economic principles of supply and demand dictate that market prices are contingent on the conditions under which supply and demand converge. Within this theoretical framework, the concepts of scarcity and abundance assume paramount significance. When goods are scarce, prices tend to escalate, while in cases of abundant supply, prices tend to decline. But what factors determine scarcity and abundance? In many cases, scarcity is inherent to the nature of the commodity (for example, diamonds are rarer than common stones). In other cases, such as geographical indications, scarcity is constructed through the legal denomination associated with the commodity, thereby creating …

Geographical Indications For Agricultural Products: Inconsistencies And Conflicts In Europe And The Global Arena, Lorenzo Bairati

FIU Law Review

Food systems are regulated by a global and hybrid legal framework. In fact, while supranational and international sources play an increasingly important role, private regulators are also becoming more and more involved alongside traditional public policy-makers. Within this context, Geographical Indications (GIs) serve as the main tool in the European Union and beyond to protect quality agri-food products.

This Article aims to explore these instruments in depth in order to analyze several critical aspects from the perspective of global governance, i.e., the networked, hybrid, and diffuse legal space that develops through the participation, negotiation, and strategic interaction between public and …