Digital Commons Network^™

Fluid Agency In Ai Systems: A Case For Functional Equivalence In Copyright, Patent, And Tort, Anirban Mukherjee, Hannah H. Chang

Research Collection Lee Kong Chian School Of Business

Modern Artificial Intelligence (AI) systems exhibit fluid agency in multi-step workflows: lacking human-like consciousness or culpability, yet they display behavior that is (i) stochastic (probabilistic and path‑dependent), (ii) dynamic (co‑evolving with user interaction), and (iii) adaptive (able to reorient across contexts). These properties generate valuable outputs but collapse attribution, irreducibly entangling human and machine inputs. Doctrines that assume traceable provenance—authorship, inventorship, and liability—fracture under this unmappability, yielding ownership gaps and moral “crumple zones.”This Article argues that only functional equivalence stabilizes doctrine under unmappability: Where provenance is indeterminate, legal frameworks should treat human and AI contributions as equivalent for allocating rights …

Large Owner Expropriation Threat And Stock Option Pay's Effect On Firm Risk-­Taking Behaviors In Weak Institutions, Cuili Qian, Lipeng (Gary) Ge, Xuesong Geng, Jiatao Li, Maria Hasenhuttl

Research Collection Lee Kong Chian School Of Business

Research Question/Issue: This study investigates the impact of managerial stock option pay on firm risk-­ taking behaviors in aweak institutional context, a critical question that has been overlooked by the literature. Specifically, we build on the comparative corporate governance perspective that emphasizes the implications of large shareholders' expropriation threat in weak institutions to develop predictions about their impact on the stock option's incentive alignment effect. We further explore the boundary conditions of such a relationship.Research Findings/Insights: Based on a sample of Chinese listed firms between 2006 and 2016, we find that a high level of large shareholders' expropriation threat weakens …

Colour Segmentation In Coffee Berry Recognition: Light And Texture Convergence For Single-Overflight Frugal Agro-Diagnostics In Smallholder Coffee Environments, Cook David, Chris Napier, Leisa Armstrong

Research outputs 2022 to 2026

Smallholder coffee plantations are disadvantaged compared to larger coffee estates because they lack the digital sophistication to perform regular investigation of crops for signs of berry disease and poor berry health. Accurate visual recognition of coffee berry health is critical for early detection, particularly by pests such as Hypothenemus hampei. A persistent challenge is distinguishing true signs of infestation, and the pursuit of healthy berries is a contested struggle, classified by the size and scale, and determined by constrained financial decision support systems preventing high-level precision crop evaluation. Much of the precision agriculture discourse ignores smaller concerns in the 2-hectare …

Metabolomics Driven Discovery Of Bioactive Natural Products Leads From Marine And Terrestrial Sources For The Development Of Analgesics, Sahar Mofidi Tabatabaei

University of Kentucky Doctoral Dissertations

Natural products remain a rich source of structurally diverse bioactive compounds for drug discovery, particularly for pain therapeutics. However, the chemical complexity of natural product extracts presents significant challenges for the efficient identification and prioritization of bioactive metabolites. This dissertation integrates untargeted LC-MS/MS-based metabolomics, molecular networking, classical natural products chemistry, and neurobiological assays to accelerate the discovery of analgesic lead compounds targeting the emerging pain-associated receptor σ₂R/TMEM97.

An untargeted metabolomics workflow was developed to systematically profile complex biological extracts and guide bioactive compound isolation. High-resolution LC-MS/MS data were analyzed using molecular networking (GNPS/GNPS2) to visualize chemical space, dereplicate known metabolites, …

Multiscale Modeling Of The Thermomechanical Behavior Of Polymeric And Molecular Organic Semiconductors, Kehinde H. Fagbohungbe

University of Kentucky Doctoral Dissertations

Organic semiconductors, derived from π-conjugated polymers and molecules, enable the development of deformable, stretchable and flexible electronics due to their tunable redox, optical, electronic and mechanical properties. However, an informed understanding of how multi-scale morphological characteristics of the polymeric and molecular semiconductors influence bulk properties that contribute to electronic and optical performance, especially under operational thermal and mechanical stresses, remains incomplete. This lack of understanding poses a challenge to scalability and commercialization of organic electronics. This dissertation develops and deploys computational modeling approaches, particularly atomistic molecular dynamics (MD) simulations, to investigate the multiscale morphological behavior of these synthetic semiconducting materials …

Shelled Shut-Ins: A Conditional Escape Task Showing Perceptual Awareness In Hermit Crabs, Ari Drummond, John Spicer, Mark Briffa

School of Biological and Marine Sciences

Sentience is an increasingly popular topic in animal welfare and behavioural research. However, studying sentience can be difficult and contentious. Sentience has frequently been associated with ‘feelings’ and ‘subjective states’ not directly accessible to human observers; thus, investigating awareness in animals could be an alternative approach. Frameworks of awareness have been developed for the experimental examination of cognitive capacities that might underpin ‘feelings’ as affective states and subjective experiences. Using a framework of four hierarchically arranged levels of awareness (that is, perceptual, cognitive, assessment and executive), the awareness of an intertidal crustacean, the common hermit crab, Pagurus bernhardus , was …

Growth In The Margins: Field Measured Protein Metabolism Rates In The Common Limpet, Patella Vulgata, Ignacio A. Cienfuegos, Benjamin J. Ciotti, Richard A. Billington, Paul A. Sutton, Keiron P.P. Fraser

School of Biological and Marine Sciences

Intertidal shores are characterised by a high variability in abiotic conditions, resulting in marked daily, tidal, seasonal and vertical differences in stress conditions, yet our ability to understand the consequences for key physiological processes at corresponding scales are limited. In particular, no previous studies have directly measured protein metabolism, the key process underpinning animal growth, in the field, in any organism. We measured whole-animal (SGR) and tissue (TSGR) mass growth, protein metabolism (synthesis (k_s), degradation (k_d) and growth (k_g)), RNA to protein ratios and oxidative stress in Patella vulgata in the field every season …

Groundwater Spatial Variability Within An Atoll Island: Assessing Shallow Aquifer Heterogeneity With Geophysical And Physicochemical Measurements, N. I. Tobon-Velazquez, G. Masselink, T. J. O’Hare, R. Bates, F. K.J. Oberle, C. D. Storlazzi, D. C. Conley

School of Biological and Marine Sciences

This study examines the spatial variability of shallow groundwater on Dhigelaabadhoo Island using electromagnetic induction surveys, groundwater monitoring, and sediment analyses. The research reveals how variations in island morphology—such as differences in elevation, reef flat width, and sediment composition—affect the spatial distribution of groundwater lenses and the overall aquifer dynamics. Saltwater intrusion is especially pronounced in low elevated areas, with narrow reef flat plate and areas where higher hydraulic conductivity—driven by the presence of coarser sediments—is observed, whereas regions characterized by finer sediments, higher elevation, and wider reef flat plates tend to support more symmetric and less saline groundwater lenses. …

Gelatinous Zooplankton As Indicators In The Kunming Montreal Global Biodiversity Framework, John Terenzini, Laura J. Falkenberg, Sanae Chiba, Matthew Faith, Robert Puschendorf, Abigail Mcquatters-Gollop

School of Biological and Marine Sciences

Global biodiversity frameworks require robust, representative indicators to effectively track progress towards conservation targets. Spatial and temporal gaps in global marine biodiversity datasets, however, and a limited number of marine biodiversity indicators, limit our ability to effectively manage marine ecosystems. Despite the ecological and socio-economic significance of marine ecosystems, they remain underrepresented in current indicator suites, particularly in the recently adopted Kunming-Montreal Global Biodiversity Framework (KMGBF). Gelatinous zooplankton (GZ), a key yet often overlooked component of marine ecosystems, have the potential to strengthen biodiversity assessments through their responsiveness to environmental change and impacts on several contributions of the ocean to …

Testing The Transferability Of Ai Models For Cold-Water Coral Detection And Classification, Kyran P. Graves, Louise Allcock, David K.A. Barnes, Amelia E.H. Bridges, Kerry L. Howell

School of Biological and Marine Sciences

The proliferation of accessible deep-water imaging platforms has resulted in the acquisition of vast amounts of image data, resulting in an analysis bottleneck. Object detection is now being applied to assist the image annotation process, with the potential to reduce analysis time. However, for object detectors to effectively tackle the scale of the challenge, models need to be generalisable to allow the transfer between imaging platforms and in space. This study trains YOLOv5 object detection models to identify six coral morphology groups using annotated imagery collected by ROV ISIS in the UK (JC136). Model performance was tested with independent datasets …

Three Christmas Island Land Crabs Do Not Alter Extracellular Magnesium In Response To Acute Reduced Temperature, Katie N.G. Thiessen, Helena C. Reinardy, John I. Spicer, Lucy M. Turner

School of Biological and Marine Sciences

Magnesium is essential to numerous biological processes in many species. Including protecting intracellular pH and ATP concentrations during temperature and anoxia stress. Extracellular [Mg²⁺] is tightly regulated in many, but not all crustaceans. There is evidence that extracellular [Mg²⁺] content may be open to environmental influence such as temperature. The alteration of extracellular [Mg²⁺] in decapod crustaceans in response to temperature has been proposed, with individuals exposed to low temperature often displaying an increase in extracellular [Mg²⁺]. However, data, supporting or refuting this hypothesis, are sparse and drawn mainly from temperate and …

Surgical Interventions For Treating Vesicovaginal Fistula In Women, Yoshiyuki Okada, Tomomi Matsushita, Takeshi Hasegawa, Hisashi Noma, Erika Ota, Bob Achila, Yasukuni Yoshimura

Obstetrics and Gynaecology, East Africa

Objectives This is a protocol for a Cochrane Review (intervention). The objectives are as follows:

To assess the benefits and harms of surgical interventions for treating vesicovaginal fistula in women.

17Β Estradiol Protection Against Medium-Change Neurotoxicity In Organotypic Hippocampal Slice Cultures, Autumn B. Stage

University of Kentucky Master's Theses

Medium change neurotoxicity can disrupt glutamate homeostasis and promote excitotoxic neuronal injury through excessive NMDA receptor activation. 17β estradiol (E2) has demonstrated neuroprotective effects in models of neuronal injury and may regulate glutamatergic signaling through metabotropic glutamate receptors (mGluR2/3). This study investigated whether E2 protects against medium change associated neurotoxicity in organotypic hippocampal slice cultures whether responses differed by sex or hippocampal region. Hippocampal slices from postnatal day 8 male and female Sprague Dawley rats were maintained in culture and exposed to 1, 10, or 100 nM E2 for 24 hours following a five day recovery period. Propidium iodide (PI) …

Experimental Investigation Of Subcritical Neutron And Gamma Noise Methods At The Seven Percent Critical Experiment (7upcx), Cole Kostelac, Jesson Hutchinson, George Mckenzie, Robert Weldon, Nicholas Whitman, Ayodeji Babatunde Alajo

Nuclear Engineering and Radiation Science Faculty Research & Creative Works

As part of a collaborative international effort organized by Lawrence Livermore National Laboratory (LLNL), with key participants from L'Institut de radioprotection et de s ˆuret´e nucl´eaire (IRSN), Los Alamos National Laboratory (LANL), and Sandia National Laboratories (SNL), a series of high-multiplication subcritical neutron and gamma noise measurements were planned and executed. The primary aim of this research was to advance detector technology, assess the validity of gamma noise for subcriticality measurements, and nuclear criticality safety, focusing on collecting list-mode or time-series data from various reactor configurations with multiplication values ranging from 20 to 310. This comprehensive dataset enabled a detailed …

Evaluation Of Two-Group Iate Coupling With Pbe For Beyond Bubbly Flows In A Large Diameter Pipe, Sungje Hong, Joshua P. Schlegel, Subash L. Sharma

Nuclear Engineering and Radiation Science Faculty Research & Creative Works

This study evaluates the two-group interfacial area transport equation (2G IATE) coupled with the S-Gamma (Sγ) population balance equation (PBE) model for beyond bubbly flow regimes in a vertical large-diameter pipe. The 2G IATE framework incorporates intergroup mass transfer mechanisms and is implemented within the Sγ model, which assumes a log-normal bubble size distribution. The numerical approach is validated against experimental data from Schlegel et al. (2012), with a focus on the void fraction and interfacial area concentration (IAC) distributions. The results show that 2G IATE improves the predictions of the void fraction and IAC, although its accuracy varies with …

Impact Of Bubble-Induced Turbulence On Two-Phase Flow Dynamics At High Void Fraction In A Large Diameter Channel, Sungje Hong, Joshua P. Schlegel, Subash L. Sharma

Nuclear Engineering and Radiation Science Faculty Research & Creative Works

This study represents the first investigation into the influence of bubble-induced turbulence (BIT) on interfacial area transport mechanisms in gas–liquid two-phase flows under conditions of high void fraction and high velocity in a large diameter channel. Given the unique characteristics of bubble flow in larger channels, the turbulent effects induced by bubbles differ from those observed in smaller channels. However, limited research exists regarding the impact of BIT beyond bubbly flows in large-diameter channels. To address this gap, two approaches for implementing the BIT model are explored: a direct method and an indirect method. This paper assesses both the general …

Conventional Versus Advanced Imaging Selection For Endovascular Treatment Of Basilar Artery Occlusion Strokes., Huanwen Chen, Marco Colasurdo, Hidetoshi Matsukawa, Conor Cunningham, Ilko Maier, Sami Al Kasab, Pascal Jabbour, Joon-Tae Kim, Stacey Quintero Wolfe, Ansaar Rai, Robert M. Starke, Marios-Nikos Psychogios, Edgar A. Samaniego, Nitin Goyal, Shinichi Yoshimura, Hugo Cuellar, Jonathan A. Grossberg, Ali Alawieh, Ali Alaraj, Mohamad Ezzeldin, Daniele G. Romano, Omar Tanweer, Justin Mascitelli, Isabel Fragata, Adam Polifka, Fazeel Siddiqui, Joshua Osbun, Roberto Crosa, Charles Matouk, Min S. Park, Michael R. Levitt, Waleed Brinjikji, Mark Moss, Travis Dumont, Ergun Daglioglu, Richard Williamson, Pedro Navia, Reade De Leacy, Shakeel Chowdhry, David J. Altschul, Alejandro M. Spiotta, Peter Kan

Department of Medicine Faculty Papers

INTRODUCTION: Endovascular thrombectomy (EVT) is an effective treatment for basilar artery occlusion (BAO) stroke in select patients. While there is a growing body of literature suggesting that advanced imaging modalities such as computed tomography perfusion (CTP) and magnetic resonance (MR) may not be necessary for selecting anterior circulation large vessel occlusion stroke patients for EVT, whether advanced imaging may be superior to conventional imaging (non-contrast CT and CT angiography) in identifying good treatment candidates among BAO patients is less clear.

PATIENTS AND METHODS: This was a multicenter retrospective cohort study of BAO EVT patients treated from 2013 to 2022 in …

Unshackling The Coffee Supply Chain: An “Ethics Project” For Catholic Colleges And Universities, Bernard Prusak, Kimberly Lamberty

2026 Faculty Bibliography

Against the background of a growing and increasingly sophisticated body of theological literature on economic ethics, this article proposes a project to change for the better, morally, how coffee is supplied on the campuses of Catholic colleges and universities. We argue that this project is squarely in service of a Catholic college or university’s core educational goal of humane development of its students. The article then proceeds in three steps. First, we explain how the coffee supply chain works and how it is entangled in what Pope Francis called “the economy that kills.” Second, we discuss obstacles to our proposed …

Shifting Tide: A Comparative Analysis Of News Coverage Of The Israeli–Palestinian Conflict, Devon Skufca, Gloria S. Vaquera

2026 Faculty Bibliography

Internationally, the ongoing conflict between Israel and Palestine has been widely reported for years in mass media. Most recently, the attack on Israel on October 7, 2023, again focused international attention on this region. Examining how this conflict has been reported starting October 2023 and for the subsequent eight months provides an opportunity to examine the framing of these events. This comparative study examines two newspapers of record, one from the United States (a known ally of Israel) and the other from Ireland, often seen as more sympathetic toward Palestinian statehood. A total of 179 articles from the New York …

Review Of Lockean Property Ethics And Restitution, Nathan Jun

2026 Faculty Bibliography

No abstract provided.

Grading In The Digital Age: Ai Feedback Versus Professor Feedback, Latoya Russell, Andrew Zeisler, Ronald Mickler Jr.

2026 Faculty Bibliography

Feedback is a cornerstone of academic development, particularly in marketing education, where skill development often requires iteration and applied practice. While instructors spend considerable time providing effective feedback, artificial intelligence (AI) tools can significantly reduce this burden by generating timely, tailored responses. For example, AI-based chatbots can supplement instruction, providing students with timely feedback and reducing instructors’ workload. This study examines how marketing students perceive feedback quality based on its source, specifically whether it is delivered by an AI system or a human instructor. Through a scenario-based experiment, we investigate student perceptions of feedback quality and effectiveness based on the …

A Field Test Of The Role Of Biofluorescence In Territorial Salamanders, Kasey Watterson, Cari-Ann M. Hickerson, Carl Anthony

2026 Faculty Bibliography

Biofluorescence is recognized as an important form of visual communication, yet its function remains largely untested in many terrestrial species. In Eastern Red-Backed Salamanders (Plethodon cinereus), fluorescence of the postcloacal gland is a sexually dimorphic trait most strongly expressed in males. Because fluorescence can be displayed during territorial contests, we hypothesized that fluorescence in male P. cinereus would be positively related to resource holding potential (RHP) of territorial residents in the field. To test this hypothesis, we examined the relationship between fluorescence and two separate variables: body condition (as a proxy for RHP) and territory quality (the expected payoff from …

Growing A Partnership: Developing Inclusive Educator Preparation Programs, Leigh Ann Prugh, Sara Kersten-Parrish, Deborah Kuchey, Lisa M. Shoaf, Kathleen G. Winterman

2026 Faculty Bibliography

This paper describes a collaborative initiative between Xavier University and John Carroll University to develop an innovative dual licensure program in Primary Education and Special Education. Critical teacher shortages now impacts Ohio, this cross-institutional partnership leverages each university’s strengths: Xavier’s expertise in Special Education and John Carroll’s foundation in Primary Education. The partnership is rooted in the principles of Ignatian spirituality, promoting social justice by responding to the pressing need for inclusive, equity-focused teacher preparation programs. Through coordinated curriculum redesign, joint field placements, and administrative alignment, the institutions developed a sustainable model for inclusive educator preparation. A structured advisory board, …

The Red Hands Of Ulster, Philip Metres

2026 Faculty Bibliography

No abstract provided.

Translating Writing Studies Into Institutional Practice: Embedding Rhetorical Pedagogy In A Jesuit Core Curriculum, Tom Pace

2026 Faculty Bibliography

This article provides an account of how John Carroll University redesigned the role of writing in its core curriculum to embed rhetorical pedagogy across all four years of a student’s academic career. Rather than viewing general education changes as a bureaucratic hurdle, this study demonstrates how writing program administrators can align an institution’s local identity, in this case the Jesuit traditions of purposeful communication (eloquentia perfecta) and holistic care (cura personalis), with contemporary writing stud- ies research to inspire cross-disciplinary faculty ownership. Moving beyond a basic description of requirements, I present a narrative of rhetorical advo- cacy that operates across …

Interfaith Transposed: Interfaithlessness In The Age Of Religious Exit, Kristen Tobey

2026 Faculty Bibliography

This article examines so-called interfaithless initiatives in the United States, in which exes from different high-demand religious groups participate together as they navigate the difficult process of religious exit. Sustained attention is focused on an Interfaithless Beach Party held regularly between 2014 and 2022. I argue that associating interfaithlessness with interfaith becomes legible by thinking of interfaithlessness not as peripheral to but rather as a transposition of interfaith. Indeed, these are examples of interfaith encounter at its best, showing not just proximity between exes from different religions, but meaningful interreligious exchange that complicates assumptions about the growing nonreligious population in …

The Hierarchy Of Humanization: A Theory Of Victim Visibility In News Narratives, Maurice Emelu, Chika Nwugo, Regina Tuma, Sean Sims, Mariah Moulds, Elijah Williams, Felipe Covarrubias

2026 Faculty Bibliography

Journalism frames events and distributes human recognition in public discourse, yet little is known about how narrative attention is allocated among individuals within the same event. This study introduces Victim Visibility Theory (VVT), conceptualizing news stories as systems of narrative allocation in which victims receive unequal levels of humanization. Drawing on a content analysis of 433 articles from four U.S. elite newspapers covering 52 victims across four mass shootings, it examines how identity cues, symbolic capital, and structural narrative prominence shape representation. The findings show that humanization is allocated at two levels: first between events, where whole tragedies are humanized …

Exploratory Data Analysis On Stress In America: The Impact Of Health, Age, And Employment, Liv E. Bookhammer, Olivia Turkal, Rebecca Fang

2026 Faculty Bibliography

Over the past few decades, stress levels in America have increased significantly. This study explores the relationship between stress and key demographic and health-related variables using the 2018 Stress in America survey data. The research aims to examine how age, employment status, physical health, mental health, and mental health treatment influence average stress levels in the U.S. Previous studies have highlighted that younger adults, particularly those aged 18-34, experience higher levels of stress, while individuals with employment tend to report greater stress than those without. Furthermore, stress is known to be linked to physical and mental health, with severe stress …

Ben-Porath Dd, Mekhel V, Mekhel R, Ghanem M, Akouri C, Yost Jh. A Cross-Temporal Comparison Of Depression Stigma Among College Students: Gen X Versus Gen Z. J Am Coll Health. 2026, Denise Ben-Porath, Veronica Mekhel, Rebecca Mekhel, Mohammed Ghanem, Celine Akouri, John H. Yost

2026 Faculty Bibliography

Objective: The purpose of this study was to determine whether undergraduate students today (i.e., Gen Z; born: 1997–2012), exhibited the same level of mental health related stigma when compared with college students, studied approximately two decades ago (i.e., Gen X [born 1965–1980]).

Participants: 379 undergraduate students from a private midwestern university participated in the experiment.

Method: Participants were randomly assigned to read one of four vignettes about a fictitious student, “Tom” who either (a) was depressed and sought treatment, (b) was depressed and did not seek treatment, (c) suffered a back injury and sought treatment, or (d) suffered a back …

Comprehensive Psychometric Evaluation Of The Child/Adult And Family Quality Of Life Scale : Third Edition, Thomas Frazier, Nissa Van Etten, Richard M. Kubina Jr, Ben Knaebel, Allison Frazier, Yagnesh Vadgama, Lacey Chetcuti, Mirko Uljarevic

2026 Faculty Bibliography

Purpose Quality of life (QoL) has become a key concept for understanding the impact of neurodevelopmental conditions and for monitoring intervention progress. Existing QoL measures often focus on health-related QoL in neurotypical populations or were developed specifically for autism. The CFQL was designed to bridge this gap. The present study describes evaluation of the second revision of the CFQL - the CFQL-3/AFQL-3.

Methods Psychometric evaluation was conducted in two samples: a large validation sample and a clinical intervention sample.

Results Results indicated a clear factor structure, measurement invariance across demographic and clinical factors, good scale and conditional reliability, adequate or …