Digital Commons Network^™

Innovating For Access: Ai-Enhanced Triage & Intake For Legal Services Organizations, Heidi Behnke

Duke Center on Law & Technology

Artificial intelligence (AI) offers opportunities to meaningfully narrow the access to justice gap by improving the ability of Legal Services Organizations (LSOs) to connect individuals with pro se resources and more effectively connect with individuals who could not otherwise advocate for themselves. Some LSO early adopters have already developed or are in the process of developing such tools. Others are unsure where or how to start.

The results of semi-structured interviews of LSO staff, technology vendors, and leaders/experts in fall 2025 provide information that may assist LSOs in responsibly integrating AI-tools into their triage and intake systems. This paper includes …

Robot Wingman: Using Ai To Assess An Employment Termination, Henry H. Perritt Jr.

Nebraska Law Review

Four major generative AI engines—DeepSeek, Claude, ChatGPT, and Grok—are useful legal analysis tools for employment law practitioners. This Article presents the results of an experiment in which a transcript of a hypothetical client interview involving potential disability discrimination, retaliation, and wrongful termination claims was submitted to each AI system. The accompanying prompts requested identification and assessment of viable legal theories. The experiment demonstrates that contemporary generative AI performs sophisticated legal analysis comparable to experienced associates, correctly identifying major employment law claims including ADA violations, Title VII discrimination, OSHA retaliation, FMLA interference, and workers’ compensation retaliation. All four engines successfully spotted …

Let Them All Grow: Protecting Nebraska's Intersex Youth From Medical Intervention, Jori Peters

Nebraska Law Review

The Nebraska Legislature passed the Let Them Grow Act on May 22, 2023, which prohibits minors from receiving gender-affirming care in Nebraska. This Note argues that the Act violates the Equal Protection Clause of the Fourteenth Amendment because it exempts intersex children—those born with ambiguous sex characteristics—from protections against unnecessary, irreversible, and nonconsensual medical procedures, while the Act protects those born with clearly male and female sex characteristics. This Note clarifies the distinction between the issues faced by intersex individuals and transgender individuals, and highlights the psychological and physical harms of early sex assignment surgeries. Further, this Note outlines the …

On Sovereignty, Outer Space, And Taxation, Erika I. Scuderi

Nebraska Law Review

This Article offers a comprehensive framework for States’ taxing powers in outer space. Beginning with an analysis of the legal status of airspace and outer space, the study addresses the taxation of commercial space activities, where traditional fiscal approaches of residence-based and source-based taxation break down. The discussion ultimately centers on Article VIII of the Outer Space Treaty, on which basis the present Article proposes the “Tax Jurisdiction by Registration Principle,” arguing that the act of registering a space object provides a legal basis for taxing income derived from its use. In doing so, the Article provides for a potential …

Nonlinear Bivariate Associations And Mononuclear Cell‐Type‐Specific Expression Level Differences In The Sting Signalling Pathway, David Kaplan

Faculty Scholarship

Understanding intracellular signalling pathways is crucial since they regulate essential functional activities. Bivariate relationships have been useful in delineating these pathways in clinical samples. In our previous studies, we have found many linear associations between pathway components, and we have interpreted these correlations as rheostatic regulators. Increases in an upstream component are correlated with a commensurate downstream increase. Here, we report a quantitative analysis of molecules in the STING pathway by assessing the variance in human peripheral blood mononuclear cell-type-specific molecular expression from patients with atherosclerotic coronary artery disease. The induction of the type I interferon track by this pathway …

Alternative Tree Species For Utah Syrup Production, Abigail Porter, Steven Price, Youping Sun, Darren Mcavoy

All Current Publications

When thinking about producing syrup from trees, most people's minds go straight to maple trees. However, a variety of other species in the Intermountain West can be tapped for sap, including other maple species, birch, sycamore, aspen, and walnut. This fact sheet reviews alternative tree species for syrup production in Utah.

Metadata For Storytelling: Exploring The Collections As Data Model, Emily Baldoni, Angela Yon, Maddi Loiselle

Faculty and Staff Publications – Milner Library

This article describes a case study in which a small metadata team at Illinois State University Milner Library produced a digital humanities project supporting Collections as Data (CAD) and linked data principles. Despite initial sparse descriptive content, the team recognized great potential for experimentation in a significant World War I archival collection to highlight lesser-known stories, including those of the Pioneer Infantry, women, and noncombatants. Discussion focuses on the strategic approaches in creating granular but scalable metadata for the large digital collection, and application of the data with various tools such as ArcGIS and Wikidata to construct interactive data visualizations, …

Label-Free Microfluidic Modulation Spectroscopy Monitors Rna Origami Structure And Stability, Phoebe S Tsoi, Lathan Lucas, Allan Chris M Ferreon, Ewan K S Mcrae, Josephine C Ferreon

Faculty, Staff and Students Publications

RNA origami enables genetically encoded, single-stranded RNA nanostructures that can self-assemble through co-transcriptional folding and are increasingly deployed as scaffolds for biosensing, synthetic biology, and nanomedicine. A recurring practical bottleneck is scalable, solution-phase readout of whether a designed scaffold has reached its intended base-paired architecture, whether it undergoes slow maturation or kinetic trapping, and how its stability is distributed across motifs. Here, we adapt microfluidic modulation spectroscopy (MMS) as a label-free structural biosensor for RNA folding by exploiting the rich 1760–1600 cm−1 vibrational fingerprints of RNA bases and base pairs. MMS alternates between sample and composition-matched buffer measurements in a …

Targeting Il-1 Signaling In Recessive Dystrophic Epidermolysis Bullosa: Improved Survival And Pathogenesis In Rdeb Mouse Model, Rahim Hirani

NYMC Student Theses and Dissertations

Recessive dystrophic epidermolysis bullosa (RDEB) is a devastating inherited blistering disorder caused by biallelic mutations in COL7A1, resulting in deficiency of type VII collagen (C7) and loss of dermal–epidermal adhesion. Beyond mechanical fragility, RDEB is characterized by chronic inflammation, progressive fibrosis, impaired wound healing, severe pain, and an exceptionally high risk of aggressive cutaneous squamous cell carcinoma. Emerging transcriptomic and cytokine profiling studies have identified interleukin-1 alpha (IL-1α) as a dominant and temporally upstream inflammatory mediator in RDEB skin. The central hypothesis of this dissertation is that IL-1α signaling functions as a key initiator and amplifier of inflammation-driven pathology …

Understanding And Defending Large-Scale Networked Systems: From Wi-Fi Localization To Provenance- Based Intrusion Detection, Xiao Han

USF Tampa Graduate Theses and Dissertations

Modern networked systems increasingly depend on wireless sensing and large-scale telemetry to provide critical services and maintain security. However, many of these systems function as black boxes or encounter significant scalability limitations, which leave them vulnerable to sophisticated adversaries. In this dissertation, I present my research on enhancing the security and efficiency of networked systems through measurement-driven vulnerability analysis and the design of scalable defense mechanisms.

First, I present my research on the security and privacy risks of Wi-Fi–based localization services. Although location spoofing attacks against Wi-Fi positioning systems have been studied for over a decade, constructing practical attacks in …

Exploring The Interplay Of Plastic Hinge Behavior And Soil-Structure Interaction In Frame Structures: Analytical Study, Mouhammed J. Lafta, Mohammed J. Hamood, Qais A. Hasan, Mohammed Y. Fattah

Engineering and Technology Journal

This paper presents a critical synthesis of research on the combined influence of plastic hinge behavior and soil–structure interaction (SSI) on the seismic response of frame structures. Unlike prior reviews that treat these topics separately, the study integrates experimental and numerical evidence to identify how SSI alters hinge formation, drift demand, and energy dissipation, and how hinge modeling assumptions affect soil–foundation response. The reviewed literature (2010–2022) shows a clear growth in publications over time and a dominant reliance on analytical and numerical investigations relative to purely experimental work. A quantitative categorization of the surveyed studies indicates that modeling-focused approaches represent …

Domain-Specific Conversational Recommendation With Lightweight Llms And Knowledge Retrieval: A Case Study In Cryptography, Ahmed M. Ahmed, Ahmed T. Sadiq, Alaa K. Farhan

Engineering and Technology Journal

When choosing a cryptographic block cipher, several factors must be considered, including security, performance, implementation feasibility, and application environment. However, such choices should often be made with professional expertise. The paper shows a domain-specific conversational recommendation system, which consists of a lightweight Large Language Model (Llama 3.2-1B) fine-tuned using Quantized Low-Rank Adaptation (QLoRA) and Retrieval-Augmented Generation (RAG) based on a structured knowledge base of block-cipher properties. During inference, the user query (with requirements) is embedded using all-MiniLM-L6-v2 and used to retrieve the most relevant cipher entries from a FAISS index, which is built offline by using the structured knowledge base. …

Fulfilling Higher Education’S Responsibility To Students And Democracy In A Challenging Political Environment, Abraham Goldberg, Dena Pastor, Kayla Dixon

International Journal on Responsibility

The American Association of Colleges and Universities and more than 70 higher education organizations have expressed their shared commitment to making civic inquiry and democratic engagement central to undergraduate education. A framework emphasizing the development of skills to address public issues through courses and practical experiences accompanied their prominent call. Yet, campuses currently are facing increases in educational gag orders and institutional policies aimed at limiting discussion of DEI topics and political protests. Although attacks on free speech would seem to conflict with efforts to prepare students for democracy, there has been little scholarly attention on what students know about …

Nashville Versus Hollywood: Bridgeport Music's Existential Threat To Live Music Albums, W. Kirk Wolff

Florida Entertainment and Sports Law Review

The Sixth Circuit’s decision in Bridgeport Music, Inc. v. Dimension Films, which eliminated the de minimis exception for sound recording copyrights, has transformed copyright law into a potential weapon for suppressing artistic expression. By adopting a rigid per se infringement standard, the decision empowers bad actors to exploit copyright law against live music recordings, a uniquely vulnerable and culturally significant medium. Under this standard, even the inadvertent inclusion of an imperceptible sound fragment in a live recording—such as a stray copyrighted ringtone or background music at a festival—constitutes actionable infringement, creating significant legal risks for artists and producers. While …

The Fair Use Doctrine In Contemporary Journalism, Carly Ryan

Florida Entertainment and Sports Law Review

Although section 107 of the Copyright Act specifies that “news reporting” is one of the uses of a copyrighted work that may be fair, the current application of the fair use doctrine poses unique difficulties for journalism defendants. This Article argues for several changes in fair use analysis to make the doctrine flexible for journalism defendants. This Article also argues that these changes are necessary to keep the Copyright Act in balance with the First Amendment.

From Answers To Understanding: Bridging The Gap Between Multiple-Choice And Open-Ended Questions, Kathleen A. Siren

Teaching and Learning in Communication Sciences & Disorders

Assessment is central to effective teaching, and the structure of exam questions significantly influences both learning and instruction. Multiple-choice (MCQ) and short-answer (SAQ) questions are widely used and frequently studied, each offering distinct advantages and limitations for formative and summative assessment. This study examined a modified multiple-choice format, multiple-choice questions with explanation (MCQwE), for which students selected an answer and briefly explained their reasoning. Designed to combine the efficiency of MCQs with the diagnostic value of open-ended responses, MCQwE were implemented in an undergraduate speech science course and compared to traditional MCQs and SAQs in terms of student performance. Findings …

Teaching Students To Identify And Adjust Linguistic Bias In Speech-Language Pathology Clinical Writing, Ann K. Holland, Mary Riotte, Abby "Po Jung" Lee, Angela Ayre, Sarah Friel, Mirza J. Lugo-Neris, Laura L. Wolford

Teaching and Learning in Communication Sciences & Disorders

Biased and stigmatizing language is pervasive in healthcare records and has negative effects on clients’ care. While some research has studied how medical students may be taught to reduce stigmatizing language in their writing, the impacts of such trainings on clinical writing are rarely directly assessed, and little has been done to address this problem in speech-language pathology (SLP). This study assessed how a training module on biased language in clinical writing impacted SLP masters students’ ability to identify and correct stigmatizing language in a clinical report. Across two years, 120 students took part in this module. During the second …

A Brief Case Report About Mentored Self-Reflection In A Communication Disorders Survey Course, Paul W. Cascella

Teaching and Learning in Communication Sciences & Disorders

This report describes and analyzes a 4 ½ hour experiential learning module for entry-level undergraduates majoring in communication sciences and disorders. The module emphasizes the importance of self-reflection to future audiologists and speech-language pathologists. It illustrates the curriculum planning process (i.e., content and self-rating tools) and introduces a mentored forum grounded in personalized and constructivist learning to foster three outcomes; foundational knowledge, caring, and the human dimension (Fink, 2021; 2001). As a result, students stated they learned about why self-reflection matters and how their own dispositions could be aligned with the professions’ expectations. Students found the activities engaging, interesting, and …

Online Recruitment For Interview Participants Impacted By The Criminal Legal System, Sarah Lageson, Carolina R. Caliman, Elsa Chen, Ericka Adams

Qualitative Criminology (QC)

"As technology has altered communication, qualitative criminologists have turned to digital spaces for a cost-effective approach to recruit participants who have been impacted by the criminal legal system. This paper analyzes the limits and benefits of online recruitment, detailing our experience recruiting 93 interviewees online for a qualitative study of criminal record expungement. We compare three approaches: social media advertisements, Amazon’s crowdsourced MTurk platform, and the opt-in survey platform Prolific, and analyze the financial and labor costs associated with each. We detail our experience individually screening 685 interested participants to obtain 86 qualitative interviews suitable for analysis. Our experience shows …

Fragmented Responses: Variability In Law Enforcement And Prosecutorial Approaches To Sexual Assault Cases, Veronica Gonzalez

Qualitative Criminology (QC)

"Sexual assault (SA) remains a pervasive issue in the United States, marked by low reporting rates, inconsistent investigations, and limited convictions. In response, researchers and practitioners have promoted a range of best practices aimed at improving law enforcement and prosecutorial responses. This qualitative study draws on interviews with 13 law enforcement agencies and 12 prosecutors' offices to explore how recommended practices—such as victim advocacy, specialized units, interagency collaboration, and case reviews—are interpreted and operationalized in the field. Findings reveal substantial variability, shaped not only by resource availability but also by leadership priorities, organizational culture, and the ambiguity of guidance documents. …

To Protect And To Serve? A Phenomenological Exploration Of Interactions Between Black Transgender Women And Law Enforcement In The Midwest, Anthony Banks, Kelli E. Canada, Erin L. Robinson, Mansoo Yu, Lynn Mie Itagaki

Qualitative Criminology (QC)

"Current research indicates transgender women of color are experiencing what is being referred to as an “epidemic of violence.” Law enforcement personnel are in a unique position to mitigate this violence among transgender women of color, however past research shows that law enforcement may in some instances perpetuate already existing violence with this population instead of preventing and intervening in these situations. This study aimed to add to the limited research by using an intersectional theoretical framework to better understand these interactions. Research questions were answered using a phenomenological research design. Data from 36 semi-structured interviews with Black transgender women …

"This Is Not A Scam!": Assessment Of An Awareness Raising Program Tackling Older Adults' Scam Victimization In A Multi-Method Study, Katalin Parti, Pamela Teaster, Susanna Rinehart, Charles Dye

Qualitative Criminology (QC)

"Interactive theatre has long been used to educate and empower communities and prevent crime across all age groups. Although older populations are disproportionately victimized through fraudulent online schemes, effective educational interventions, like interactive theatre, have not been utilized to increase crime awareness. This paper describes an explorational research project, analyzing the results of a theatre-based fraud awareness program aimed towards educating victims and their communities about scams targeting older people. The study employs a mixed-method research design to examine program impact. In applying multifaceted tools of data collection, such as survey, participant observation, and follow-up interviews, the research team identified …

Aging On Parole: A Thematic Analysis Of The Parole Officer’S Perspective, Angela Murolo

Qualitative Criminology (QC)

"A growing proportion of people leaving prison are over 50 years old and will live at least temporarily under the supervision of a parole officer. While recidivism rates are lower for older people, there are physical, mental, and societal challenges that accompany advancing age that make successful reentry and reintegration a challenging experience compared to their younger counterparts. This presents novel challenges for parole officers who are tasked with supervising and counseling elderly people on parole. Surveys containing closed and open-ended questions were administered to N=25 parole officers to understand the differences in working with, counseling, and supervising older and …

Charisma As A Branch Outcome: A Structural Account Of Constraint-Driven Correction, Griselda Poe

Publications and Research

Communication across cognitive layers requires translation. Agents operating under strong layer foregrounding interpret other-layer signals by converting them into their own layer's representational format. In Empathic-modulation-foregrounded (EF) processing, translation terminates once a socially interpretable result is achieved. In Core-foregrounded (CF) processing, translation preserves structural constraints, and processing continues when those constraints are not satisfied. Extreme CF cognition produces two distinct types of mismatch: incoming signals from the Modulation layer fail to satisfy Core constraints, and Core-generated outputs are structurally distorted when interpreted through EF processing. Both mismatches trigger correction attempts. Because the surrounding social environment operates through Modulation-layer communication, correction …

Cognitive Interaction Architecture: A Structural Account Of Mode-Specific Problems And Design Responses In Ai Interaction, Griselda Poe

Publications and Research

Contemporary conversational AI is optimized for a single interaction mode: the continuous, engagement-driven dialogue characteristic of Empathic-modulationforegrounded (EF) processing in social contexts. This optimization is not neutral. It produces structural mismatches when users operate under different cognitive configurations or pursue different task types. This paper analyzes four interaction cases generated by the cross-product of cognitive configuration (Core-foregrounded / Empathic-modulation-foregrounded) and task type (conversational / research). For each case, it identifies the structural problems produced by the current single-architecture approach and proposes mode-specific design responses. The analysis draws on prior work in this series on Emotional Branch Termination, termination of conceptual …

The Multi-Hatted Court: Community Courts As Boundary Organizations, Peter Dixon, Hadar Dancig-Rosenberg

Northwestern University Law Review

As a variety of the problem-solving court model, community courts have received significant scrutiny and debate. Do they help individuals by addressing the underlying needs that contribute to criminal behavior? Do they extend an unjust criminal legal system by making help conditional upon judicial involvement? This Article moves beyond such debates to ask how community court professionals and the communities who engage with them manage these and other tensions that are inherent to the model itself. As the second in a series of articles drawing on semi-structured interviews and focus groups with diverse stakeholders at the Red Hook Community Justice …

Three-Layer Cognitive Architecture: A Structural Account Of Core Processing, Modulation, And The Prior Layer, Griselda Poe

Publications and Research

The two-layer model of Core processing and Modulation processing, developed in prior work in this series, provides a structural account of conscious communicative architecture. This paper identifies the limits of that model and introduces a third layer—the Prior layer—as a structural necessity implied by those limits. The Prior layer is not directly observed. It is inferred from constraints that cannot be explained within the two-layer model: the source of orientations that conscious processing neither generates nor controls, and the persistence of constraints that precede and shape all conscious outputs. Using the developmental architecture of large language models as an external …

Ai As Structural Reverse-Engineering: A Structural Account Of Multi-Model Research Protocol, Griselda Poe

Publications and Research

This paper documents an operational protocol used to infer AI system design constraints through structured interaction. AI output is treated as behavioral data through which alignment priorities, layer transitions, and constraint hierarchies become observable. The protocol consists of two structurally distinct operation types. Perceptual operations require only that Modulation processing is not foregrounded. Arbitration operations additionally require an internally stabilized theory. These conditions are not identical and are not interchangeable. Through this protocol, AI interaction functions as structural reverse-engineering: patterned responses expose embedded alignment priorities and constraint hierarchies that would otherwise remain invisible. The present account does not propose a …

Theory Generation: A Structural Account Of Concept Decomposition And Structural Termination, Griselda Poe

Publications and Research

Theory generation is not an intentional act. It is the structural consequence of a search that cannot stop until it finds what it is looking for. Under Core-foregrounded processing, conceptual search does not terminate through contextual translation. It continues until a structural fixed point is reached. When such processing encounters concepts stabilized through Modulation-layer processing rather than structural constraint, the search cannot terminate. The concept registers as unresolved. This unresolved state is not a failure condition. It is the generative condition from which theory production follows. This paper specifies the four operations through which that process proceeds: branch detection, concept …

Ai As An Amplifier: A Structural Account Of Theory-Driven Research Collaboration, Griselda Poe

Publications and Research

This paper specifies the cognitive conditions under which AI functions as a research instrument in theory-driven writing. AI use capability is not a technical skill. It is a structural condition. The decisive condition is whether the user possesses an internally stabilized, coherence-preserving theory prior to engagement with AI-generated output. In Core-foregrounded (CF) cognition, the Modulation layer does not intervene between Core processing and articulation. Theory is not assembled from external elements but expanded from a pre-integrated constraint configuration. This internal structure makes it possible to evaluate AI-generated conceptual branches against fixed constraints and to terminate branches that violate structural coherence. …