Digital Commons Network^™

Evaluating Llms For Cpe Identification In Iot Reconnaissance, Christopher Davisson

EWU Masters Thesis Collection

Vulnerability identification during penetration testing relies on rigid string-matching to map network scan data to Common Platform Enumeration (CPE) identifiers and downstream Common Vulnerabilities and Exposures (CVEs). The approach frequently fails on physical Internet of Things (IoT) devices, which produce non-standard, irregular service banners that resist deterministic parsing. Large Language Models can reason through these fuzzy associations, but cloud-hosted models introduce cost, latency, and operational security concerns when processing reconnaissance data from live networks. This thesis asks whether locally-hosted open-weight Large Language Models (LLMs) can perform this task well enough to be useful, and how performance varies with model scale, …

The Keystone State Should Forge A New Path To Lawyer Licensure, Ashley M. London, Nachman Gutowski, Sarah J. Garrison, Steven Foster

Scholarly Works

Pennsylvania should reject the adoption of the NextGen bar examination and instead develop a new, state-specific pathway to lawyer licensure that better serves the needs of the legal profession and the public. The NextGen exam, designed by the National Conference of Bar Examiners (NCBE), introduces significant challenges, including its lack of transparency, inadequate preparation materials, and reliance on a rigid, memorization-heavy format. These deficiencies hinder equitable access to licensure, disproportionately affecting underrepresented groups and perpetuating systemic barriers within the profession.

Moreover, NextGen's failure to robustly address critical legal areas, such as trusts and estates, jeopardizes the ability of new lawyers …

Civil Rights Microviolations, Michael Kagan, Alissa Cooley Yonesawa

Scholarly Works

No abstract provided.

Memoir: The Brain, Neuroethics, And Bioethics, Leslie C. Griffin

Scholarly Works

This Essay examines how developments in neuroscience (or brain science) affect our views of law, medicine, ethics, and religion. Part I shows how lack of clarity about brain death can lead to premature organ donation. Part II argues that health care too often provides inadequate brain care and incomplete rehabilitation. Part III explains why recovery may be possible for those braininjured patients who are told it is not. Part IV demonstrates how the fear of a brain-injured patient oddly affects my perspective on Tort and Criminal Law, which are being influenced by neuroscientific advances. Part V examines the new developments …

Legal Ethics Of Ai Snake Oil: Navigating The Hype, Harm, And Hope Of Legal Ai, Drew Simshaw

Scholarly Works

This paper argues that the legal ethics of AI extend far beyond competence and hallucinations. It shows how AI often functions as a mirror, exposing deeper ethical questions about institutional incentives, lawyer wellbeing, access to justice, and AI's broader social and environmental impacts.

Breaking The Cycle: Rethinking Bar Exam Scoring And Portability For Nextgen Examinees, Steven Foster, Nachman Gutowski

Scholarly Works

The development of the NextGen Bar Exam presents a crucial opportunity to address longstanding challenges in both bar exam scoring and portability concerns. The reliance on recent graduates' performance on the Uniform Bar Examination (UBE) as a baseline for setting future standards is flawed due to relative scoring and scaling. In addition to concerns regarding how the future bar exam is scored, there are also concerns regarding how the new scoring metric on the NextGen bar exam will be used for portability and, more specifically, what will happen between 2026 and 2028 as the NextGen bar exam is progressively adopted …

Intersections Of Art And Medicine, Lina Adwer

EMET Projects

No abstract provided.

Annual Report Of The Town Of Atkinson, New Hampshire, For The Year 2025, Atkinson Town Representatives

Atkinson, NH Annual Reports

This is an annual report containing vital statistics for a town/city in the state of New Hampshire.

Religious Freedom, Jesuit Mission, And Dei, William M. Treanor, Amelia J. Uelmen

Georgetown Law Faculty Publications and Other Works

The ability of Jesuit educational institutions to pursue a central part of their mission – that of fostering diverse, equitable and inclusive educational environments – is under attack. This essay outlines several dimensions of their religiously-grounded mission and the reasons to strongly protect from government interference the rights of Jesuit universities to implement programs and practices that align with DEI values. First, for Jesuit universities, these programs and practices are rooted in a much deeper culture of the more than 2,000-year old Catholic intellectual tradition and the now 500-year old tradition of Jesuit spirituality. Second, drawing on the classic work …

Retirement: Broaching Intersectional Identities And Aging, Nichole Tiggs Angieri, Ericka Cables, Mary Martha Abernathy

Adultspan Journal

Broaching intersectional identities in retirement is a crucial counseling skill that fosters trust and connection with older adults as they navigate this major life transition. Using Person-Centered, Trauma-Informed (PCTI) and Relational-Cultural Theory (RCT) as complements to broaching, these theories provide both relational and cultural attunement to facilitate healing and well-being in this specialized population. Through didactic information and case studies, the purpose of this conceptual paper is to provide counselors and counselor educators with insight into broaching intersectional identities in retirement and to advocate for further research on aging and identity. The implications for clinical practice include providing an integrated …

Annual Reports To Include The Reports Of The Treasureer, Trustees, Officers, And Boards And Committees Of The Town Of Allenstown, New Hampshire For The Fiscal Year Ending December 31, 2025, Allenstown Town Representatives

Allenstown, NH Annual Reports

This is an annual report containing vital statistics for a town/city in the state of New Hampshire.

The Effects Of Pornography On Romantic Relationships, Jade A. Green

McNair Scholars Research

This study examined the relationship among pornography use, attitudes toward pornography, and romantic relationship outcomes among adults in the United States. The hypotheses are as follows: 1. Pornography use is negatively associated with relationship satisfaction. 2. Positive attitudes toward pornography are negatively associated with relationship satisfaction. 3. Men will report more positive attitudes toward pornography than women, 4. Higher pornography use is associated with being single.  A convenience sample of 165 adults from central Arkansas completed measures assessing pornography use/acceptance and relationship satisfaction. Statistical analyses included a correlation matrix, an independent-samples t-test, and a chi-square analysis. Results showed that pornography …

Administrative Self-Constitutionalism, Brian Lipshutz

Public Law and Legal Theory Working Papers

Since the days of the Interstate Commerce Commission, federal agencies have generally refused to address the constitutionality of statutory provisions. They have offered little reasoning to justify that refusal, yet scholars have generally accepted it. This Article explains why agencies can—and should—address constitutional challenges to statutory provisions.

Agencies have the power to assess the constitutionality of statutory provisions. They already exercise a similar authority when they apply the canon of constitutional avoidance and consider the constitutionality of individual actions. There is no basis for stopping short of addressing challenges to statutes. And many scholars have recognized that, as a formal …

Patrimonial Constitutionalism, Aziz Z. Huq

Public Law and Legal Theory Working Papers

The means and the ends of federal power are experiencing a sea-charge. Pardons are freely granted—but only to political allies or political foes who might be coaxed into switching sides. Baseless federal criminal investigations are opened against other political foes. Probes into allies’ corruption are abandoned. Independent federal agencies responsible for defending the public sphere use their regulatory authority to openly advance politically allied voices, while stifling criticism of those in power. Federal money is explicitly wielded as cudgel and bribe to induce partisan loyalty. These and similar ways of flexing federal power add up to more than the sum …

The First Amendment, Federal Employees, And The War On The “Deep State”, Sonja Starr

Public Law and Legal Theory Working Papers

This essay analyzes, from a First Amendment perspective, the second Trump administration’s efforts to align the federal workforce with its ideological preferences. The administration has broad powers to reshape the executive branch’s policy priorities and its messaging. But as I show with examples across the civil, military, and foreign services, it has gone beyond exercising those powers, retaliating against and restricting employees’ protected private speech and incorporating viewpoint- based conditions into hiring. These actions reflect a constitutional vision that stretches existing limits on public employee rights and, for many employees, subordinates those rights entirely when they conflict with purported Article …

Pension System And Corruption In Sub-Saharan Africa, Folake O. Alomilagba

Research Papers

This paper examines the relationship between corruption and pension coverage across Sub-Saharan Africa, where extending old-age income security remains a pressing developmental challenge. Using an unbalanced panel of 42 countries over 2000–2024, drawn from the Worldwide Governance Indicators, World Development Indicators, the International Labor Organization, and the World Bank's ASPIRE database, the study estimates the effect of the control of corruption on the share of the elderly receiving a pension. Pooled OLS, random effects, and two-way fixed effects estimators distinguish cross-country from within-country variation. Control of corruption is positively and significantly associated with coverage across cross-sectional specifications, with effects of …

Json-Ld 1.2 And Beyond: Extensions For Machine Learning Data Exchange, Muntaser Syed, Marius Silaghi, Sheikh Abujar, Rwaida Alssadi, Sharun Akter Khushbu

Electrical Engineering and Computer Science Faculty Publications

JSON-LD has become the dominant format for structured data on the web, underpinning schema.org markup, Verifiable Credentials, and knowledge graph serialization. However, the rapid integration of machine learning into data pipelines exposes critical limitations: JSON-LD lacks native mechanisms to express prediction confidence, model provenance, temporal validity, or vector embeddings—metadata essential for trustworthy AI-to-AI and AI-to-human data exchange. Additionally, context injection attacks and unbounded recursion vulnerabilities pose security risks in production deployments. This paper presents a systematic gap analysis of JSON-LD 1.1 against the requirements of modern AI systems, identifying 12 limitation categories spanning security vulnerabilities, performance bottlenecks, validation deficiencies, and …

Reversing Progress: The Political And Legal Ramifications Of The 2025 Dei Policy Rollback, Bridgette Baldwin

Faculty Scholarship

The year 2025 will mark a significant turning point in the landscape of American civil rights policy, as federal executive orders the Trump administration initiated seek to dismantle longstanding diversity, equity, and inclusion ("DEI") initiatives. Rooted in a historical context of civil rights progress, these orders aim to curtail affirmative action programs, eliminate DEI mandates within federal agencies and contractors, and challenge the legal foundations of inclusive policies across the country. This Article explores the evolving landscape of civil rights and DEI in the United States, examining its historical roots, recent legal and political developments, and ongoing challenges. From landmark …

Defining The Field Of Law And Macroeconomics: A Framework From International Monetary Law, Nikita Aggarwal, Adam Feibelman

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

This Article proposes an analytical framework for defining the contours of the emerging field of law and macroeconomics drawing on the International Monetary Fund’s principle of “macro-criticality.” Such a framework can help steer scholarly debate toward a clearer understanding of the relationship between law and the economy and inform policymaking within that domain. In its native context, the macro-criticality principle limits the IMF’s jurisdiction to policy areas that are critical for member countries’ domestic and external stability. The IMF’s approach distinguishes between a core set of macrocritical policies and other non-core policies that are contextually macrocritical. Over time, the IMF …

The Art Of The Steal: Remedying The Looting Of Cultural Property Under International Law, Madeleine L. Sharp

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

The practice of looting has existed almost as long as art itself. Although international law has bolstered its protections for art and cultural property in the context of armed conflict, significant enforcement issues remain.

The current framework for prosecuting the crime of looting does not adequately deter the practice, especially in instances that are unrelated to periods of armed conflict. Although pillage is treated as a war crime, all cases of looting—not just those that occur during war— should be viewed as a serious crime that threatens all nations. This Article proposes that universal jurisdiction be extended to the act …

Adopting The Eu's Co-Regulation Approach To Artificial Intelligence In The U.S., Emily Seitz

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

No abstract provided.

Climate And Environmental Controls On Forest Soil Organic Matter Cycling, Genevieve Goebel

Dartmouth College Ph.D Dissertations

Climate change factors act on the soil environment in complex ways, known to disturb soil organic carbon (C). Rising global temperatures and alterations to regional precipitation and nitrogen deposition regimes may contribute to the intensification of global change by accelerating the rate of biological decomposition and CO2 efflux to the atmosphere. The magnitude and endurance of the disturbance to soil organic C across landscapes and throughout time that climate change factors may pose to soil C cycling are not comprehensively understood. These knowledge gaps in our field make it challenging to anticipate how soil environments and the vast ecosystems that …

Genomic Determinants Of Appetite Regulation And Their Role In Obesity Risk, Timothy J. Renier

Dartmouth College Ph.D Dissertations

Over 40% of US adults and 20% of children live with obesity. It is related to increased risks of diseases including type II diabetes and cancer, is a source of harmful stigma, and impairs child development. Appetitive traits describing patterns of food approach and avoidance behaviors may serve as windows into the underlying pathophysiology of obesity. As both obesity and appetitive traits are heritable, common genetic drivers of obesity may lead to phenotypic obesity through appetitive traits as a disease mechanism. Additionally, GLP-1 receptor agonists (GLP-1RAs) have been shown to exert their profound clinical effects in part by modulating appetite. …

Geospatial Analysis Of Wildfire Ignitions And Proximity To Electric Transmission Lines In Arizona’S National Forests, Shane Ishmael, Ronny Schroeder

Student Works

The number of wildfires in Arizona rose by 18% from 2023 to 2024. Wildfires hit the Western United States hard, especially in states like Arizona and California, where vast national forests often fall victim to the biggest blazes. According to the Western Fire Chiefs Association, 19% of wildfires from 2016 to 2020 were sparked by electrical transmission lines.

This study explores whether wildfire start-location hotspots line up with power transmission routes running through Arizona’s Coconino and Tonto National Forests. The main hypothesis is that areas near power lines are more likely to become wildfire hotspots than other regions.

We used …

Building Value And Maintaining Engagement In State-Level Professional Associations, Steve A. Stuglin, Paul R. Raptis

Iowa Journal of Communication

Engagement with international, national, regional, and state professional associations provides invaluable experiences for scholars at any level, and many scholars maintain several memberships throughout their careers. Each level of association offers different things to members, though, and not every association should be trying to fill the same role or to meet every need. Those interested in the future for a state association should identify what role that association fills, what it can provide, and for which audiences. State associations are best positioned to offer a high-value and low-barrier means of engagement, targeting students and junior professionals for membership and participation. …

Beyond Bathrooms: The Far-Reaching Consequences Of Denying Gender Identity In Adams V. School Board Of St. Johns County, Jeffrey Sun, Regina Umpstead Pratel

American University Journal of Gender, Social Policy & the Law

INTRODUCTION: The transgender community continues to face discrimination in United States society, and legal protections are unlikely to change anytime soon. Understanding the broader context of these challenges helps explain why some instances of discrimination in public schools may be overlooked or even supported by public officials. An examination of recent judicial rulings concerning transgender students’ access to restrooms corresponding with their gender identity—situated within the broader convergence of national legal and social developments—provides critical insight into the structural barriers faced by transgender students within the educational system and transgender individuals in society at large. Significantly, the growing visibility of …

Addressing Geoai Governance: An Automated Gatekeeper For Building Outlines In Openstreetmap, Lasith Niroshan, James D. Carswell

Research Outputs: 2025-Present

Geospatial Artificial Intelligence (GeoAI) enables the automated generation of built environment map features, such as building outlines/footprints, on a global scale. However, the integration of these AI-generated datasets into Volunteered Geographic Information (VGI) platforms like OpenStreetMap (OSM) risks incorporating ‘AI slop’, consisting of geometrically inconsistent/unreliable data, into the online map. While the OSM “Code of Conduct for Automated Edits” provides a policy framework for data ingestion, it lacks a machine-enforceable mechanism for real-time quality gating. This paper proposes a GeoAI-Gatekeeper to perform this task—an automated process that applies empirical Acceptable Quality Thresholds (AQT) to address the GeoAI data governance problem. …

Iowa Journal Of Communication, Volume 58, Number 1, Fall 2026 [Download Entire Issue]

Iowa Journal of Communication

No abstract provided.

Is Kamala Brat? Counteracting Persuasion Resistance With Authenticity On Tiktok, Shannon Pappas, Anne Oeldorf-Hirsch, Bailey Quigley

Iowa Journal of Communication

TikTok is the social media app most frequented by Gen Z, yet political candidates have struggled to connect with this audience. However, Kamala Harris’ 2024 U.S. presidential campaign has changed how political candidates interact with potential voters. Through unconventional memes and viral moments, she has connected to Gen Z like no other candidate before her. Based on Persuasion Knowledge Model, an online, between-subjects quasi-experimental survey exposed Gen Z participants (N = 370) to three KamalaHQ TikTok videos employing a combination of TikTok (e.g., trending music, humor) and political campaign strategies (e.g., campaign ad). Results show that video exposure reduced message …

Effects Of Diversity Mixed Messages In Organizational Hiring Websites On Perceived Person-Organization Fit And Application Intention For Entry-Level Applicants, Clementina Edema, Edikan Nkanta, Alexis Noeela Quick, Linda Kabaaula, Alina Niftulaeva, Caleb T. Carr

Iowa Journal of Communication

Organizations frequently incorporate explicit diversity, equity, and inclusion (DEI) statements and photographs of current employees into their online presence, in part to signal to potential job applicants their ability to ‘fit in’ to the organization, its culture, and its extant members. This two-factor (match between organizational DEI statement and racioethnic diversity of members depicted) experiment (N = 105) tested the effect of diversity mixed messages on applicant perceptions of person-organization fit, accounting for the moderating effects of individuals’ demographics (i.e., race/gender and political lean). Results revealed the consistency of DEI statements and the depictions of current organizational members did not …