Digital Commons Network^™

The Object Of Interpretation, Francisco J. Urbina

Journal Articles

This Article provides an account of the object of legal interpretation. It examines various potential objects: text, lawmaking choice, practice, and order. The Article argues for a pluralist conception of the object of interpretation, according to which all of these alternatives are possible objects. In making this argument, the Article puts forth an account of the nature of the object of interpretation. The object of legal interpretation is, in essence, what is treated as a source of law, a fact that is recognized as generating law. As such, which alternative is exactly the object of interpretation in a given context …

Generative Ai For Born-Digital Collections: A Case Study For Metadata Management In An Institutional Repository, Tang (Cindy) Tian

Journal Articles

This case study examines the application of generative artificial intelligence (AI) tools, specifically ChatGPT-4o, ChatGPT-5, and Google Gemini 2.5 Flash, to streamline metadata extraction and creation for a born-digital collection within a digital repository environment. Testing four descriptive metadata elements—titles, abstracts, keywords, and full-text URLs—the study shows that AI improves efficiency in structured tasks but remains limited in semantic ones such as keyword matching. Results demonstrate that AI can streamline metadata workflows for small or resource-constrained institutions while emphasizing the continuing importance of human oversight and ethical responsibility in AI-assisted metadata workflows.

Preoperative Patient Sentiment Is Associated With Postoperative Outcomes In Adult Spinal Deformity Surgery, Ross J. Gore, David Mazur-Hart, Mohan K. Sunkara, Aaqib Ali, Qizar Ali, Christopher J. Lynch

Center for Secure and Intelligent Critical Systems (CSICS) Publications

Study Design:

Prospective observational pilot study of adult spinal deformity surgery patients.

Objective:

To determine whether preoperative patient sentiment, quantified using a 21-class valence scale extending the CARP paradigm implemented through an offline Large Language Model, predicts postoperative outcomes.

Summary of Background Data:

Predicting adult spinal deformity surgery outcomes remains challenging with traditional clinical and radiographic parameters alone. Although patient psychological factors and expectations significantly influence postoperative satisfaction and quality of life, systematic approaches to capture these factors are underdeveloped. Offline Large Language Models offer scalable, privacy-preserving psychological risk stratification.

Materials and Methods:

We prospectively enrolled 18 patients undergoing adult …

Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim

School of Cybersecurity Faculty Publications

The spread of fake news on online social networks is driven by imitation-based user behavior and network topology, often leading to persistent misinformation clusters and echo chambers. In this study, we develop a spatial evolutionary game-theoretic framework in which agents update their latent opinions through payoff-biased imitation, while external fact-checkers act as non-imitative intervention nodes. Building on this formulation, we propose an adaptive, boundary-aware intervention mechanism that dynamically regulates both the density and spatial allocation of fact-checkers according to real-time system conditions. Competing information clusters are identified through local neighborhood composition, enabling boundary nodes, i.e., interfaces between fake-news and non-fake-news …

Becoming A Self-Study Researcher: Learning Method Through Practice, Brandon M. Butler, Andrew J. Collins, Jim F. Leathrum, Christopher J. Lynch

Teaching & Learning Faculty Publications

Calls for methodological innovation in qualitative research often assume that researchers can readily adopt new approaches once they are introduced. Yet adoption presupposes learning, and far less attention has been given to how scholars come to understand and enact unfamiliar methodologies, particularly those that challenge entrenched assumptions about rigor, evidence, and researcher positioning. This study examines how three engineering faculty members learned self-study of professional practice through participation in a facilitated, collaborative inquiry. Using self-study as both methodology and site of investigation, we analyzed reflective journals, recorded dialogues, and analytic artifacts to examine methodological learning as it unfolded in practice. …

Leveraging Virtual Reality And Haptics To Teach Surgical Skills: A Usability Study On Retropubic Midurethral Slings, Lauren Siff, Ginger S. Watson, Jerome Dixon, Moshe Feldman, Franklin Bost, Philippe J. Giabbanelli

VMASC Publications

Traditional methods to learn soft-tissue surgical procedures rely on cadaver labs or patient-based learning, which are costly and geographically limited, and raise ethical questions. Virtual reality (VR) with haptic feedback offers a scalable alternative, but most current platforms emphasize bone-based rather than soft-tissue procedures learned by feel. We developed a VR+haptic simulation for preoperative training of retropubic midurethral sling (MUS) surgery. This study examines the usability of this platform with thirteen expert urogynecologic surgeons and subsequently makes improvements (e.g., in haptics) to evaluate the platform with twelve trainees based on the NASA Task Load Index for workload and a UTAUT-informed …

Law As A Form Of Life: On Capitalism And Critical Theory, Justin Deystone

Publications

No abstract provided.

Gender Therapy False Equivalency, Scott Skinner-Thompson

Publications

One critical dispute surrounding the rights of LGBTQ people and societal recognition of their existence is the legal debate regarding very different types of gender therapy. On the one hand, several states have banned the provision of gender-affirming medical care to transgender youth, positing that it is a dangerous form of mutilation. A separate set of states has banned the practice of so-called gay or gender conversion therapy that seeks to transform youth away from their queer identities, concluding that it is a form of abuse. Both sets of laws have been challenged in courts with the Supreme Court recently …

Advocacy Matters, Richard B. Collins

Publications

The Supreme Court’s 2022 Castro-Huerta decision was wrong on the points it discussed. It was doubly wrong for a reason it ignored. But the latter error was shared because all briefs and the dissenting opinion ignored it as well. The question presented was whether a nineteenth-century federal Indian country statute provided for exclusive federal jurisdiction over interracial crimes, or for concurrent authority with states. The Court held that the statute allowed concurrent jurisdiction. But it ignored the fact that Congress and the Court, until fairly recently, avoided concurrent federal-state jurisdiction over crimes. Had the self-styled originalist Justices taken their theory …

The Internet And The Lost Law Of Transit, Vivek Krishnamurthy

Publications

For centuries, the law of transit has specified when states must permit foreign persons and goods to traverse their territory on journeys beginning and ending beyond their borders. Transit is a right — not a privilege — that tempers territorial sovereignty. Though largely forgotten today, the right to transit springs from states’ responsibilities to the international community when their territory hosts infrastructure of global utility.

Yet the internet stands as a striking exception to this tradition. Despite its importance, no doctrine of transit constrains states’ power to block or disrupt internet traffic that merely passes through their territory. This is …

Coached By A Custom Chatgpt And Ready For Trial, Staci J. Pratt

Publications

No abstract provided.

Adversarial Certification Of Evidentiary Software, Nicholas G. Vincent, Bryan H. Choi, Eli Siems, Clay Halbert, Katherine J. Strandburg

Publications

No abstract provided.

Brady's Shadow, Justin Murray

Publications

Scholars have spent sixty years documenting Brady v. Maryland’s failures—its materiality standard that licenses suppression of exculpatory evidence, its abandonment of defendants who plead guilty, its toothless enforcement. Yet these same critics celebrate Brady’s supposed grand promise, treating the decision’s incarnate presence as the betrayal of an ideal rather than recognizing the promise itself as a mirage. This Article contends that our profession’s faith in Brady—even faith expressed through demands for reform—perpetuates the very dysfunction it critiques. Brady operates not merely as failed doctrine but as a trap and a shadow: the trap springs when its mythology …

Staying True To Narrative Fidelity, Derek Kiernan-Johnson

Publications

No abstract provided.

"Women’S Language" In Supreme Court Oral Arguments, Carolina Nunez, Lucy Williams, David Wingate, Aerin Christensen, Anna Mae Walker

University of Colorado Law Review

No abstract provided.

The Indelible Flaws Of Conviction Integrity Units, Sarah Gottlieb

University of Colorado Law Review

No abstract provided.

Silence For The Sake Of “Security”: Bop Regulations Stifle Incarcerated Journalism In Federal Prisons, Sydney Poppe

University of Colorado Law Review

No abstract provided.

What Race Means For Health Among Black Americans: How Microaggressions Shape Self-Efficacy And Readiness For Behavior Change, Amanda Lee Almond

Publications and Research

Objectives: Persistent racial disparities in cardiovascular health among Black Americans reflect not only structural inequities in the United States, but also the racialized meanings of cardiovascular disease reproduced through public and private health communication. Drawing on ecological systems theory, this research examines how beliefs linking race and cardiovascular disease are reinforced through routine clinical interactions and how these meanings shape health behavior change. Method: Across two experimental mixed-methods studies, a model integrating ecological, social–cognitive, and behavior-change frameworks was tested. In Study 1 (N = 374), health-message framing was experimentally manipulated to examine effects on self-efficacy and decisional balance while controlling …

Infection Control Across Clinical And Laboratory Dental Settings Protocols, Risks, And The Role Of Emerging Technologies, Khrystyna Vyprynyuk, Laura Andreesku

Publications and Research

This article explores infection prevention strategies and disease transmission pathways in dental settings, emphasizing the critical connection between clinical practice and dental laboratories. It highlights the risks of cross-contamination, disinfection and sterilization challenges, and the growing role of technology in enhancing infection control.

Tissue Sampling And Analysis For High Rainfall Pastures In Western Australia, Department Of Primary Industries And Regional Development, Western Australia

Natural resources factsheets

Tissue testing helps identify nutrient deficiencies that impact plant health. In high rainfall areas ( > 600 mm), pastures are highly productive and have greater demand for both macro- and micronutrients. Micronutrient status is best assessed through plant tissue, as soil levels are difficult to measure accurately.

The Department of Primary Industries and Regional Development recommends tissue testing to assess the effectiveness of fertiliser and soil testing programs, and diagnose emerging macronutrient and micronutrient deficiencies that could cause production losses.

Soil Sampling High Rainfall Pastures In Western Australia, Department Of Primary Industries And Regional Development, Western Australia

Natural resources factsheets

Soil sampling and testing is an essential part of making good fertiliser decisions. Fertilisers are a large cost to farming pastures in high rainfall areas. This page is specific to sampling high rainfall pastures (more than 600mm average annual rainfall) in the south-west of Western Australia.

The Department of Primary Industries and Regional Development recommends soil sampling and testing as part of a plant nutrient management program.

Association Between Three-Dimensional Margin Assessment And Local Tumor Control In Percutaneous Lung Cryoablation Of Colorectal Metastases, Frank Mohn, Koustav Pal, Caleb O'Connor, Iwan Paolucci, Austin Castelo, Kamran Ahrar, Steven Yevich, Joshua D Kuban, Bruno C Odisio, Alda Lui Tam, Rahul A Sheth, Kristy K Brock

Faculty, Staff and Student Publications

Purpose

To evaluate the association of two minimum ablation margin (MAM) estimation methods: manual three-dimensional segmentation and biomechanical deformable image registration (DIR) with local tumor progression-free survival (LTPFS) after percutaneous lung cryoablation of colorectal pulmonary metastases.

Materials and Methods

This retrospective single-institution study included patients who underwent percutaneous lung cryoablation between May 2012 and March 2023 (median follow-up, 3.6 years; range, 0.8–9.6 years). Manual three-dimensional MAM was calculated for all tumors, and DIR-based MAM was estimated in a subset with intraprocedural full-thorax imaging. Cox proportional hazards regression assessed associations between MAM and LTPFS. The primary outcome was 2-year LTPFS, with …

Uncertainty-Guided Test-Time Optimization For Personalizing Segmentation Models In Longitudinal Medical Imaging, Jaehee Chun, Austin Castelo, Mckell Woodland, Caleb O'Connor, Mais Al Taie, Mohamed Eltaher, Aashish Gupta, Bilel Daoud, Shanli Ding, Jeddy Bennett, Anirban Maitra, Matthew A Firpo, Kimberly Kirkwood, Eugene J Koay, Kristy K Brock

Faculty, Staff and Student Publications

Background: Accurate and consistent image segmentation across longitudinal scans is essential in many clinical applications, including surveillance, treatment monitoring, and adaptive interventions. While personalized model adaptation using patient-specific prior scans has shown promise, current approaches typically rely on fixed training durations and lack mechanisms to determine optimal stopping points on a per-patient basis, particularly in the absence of validation labels.

Purpose: We propose an uncertainty-guided test-time optimization (TTO) framework that dynamically adjusts the personalization duration for each patient using a validation-free stopping criterion based on predictive uncertainty.

Methods: Our framework personalizes a generalized segmentation model using patient-specific prior imaging and …

Outcomes Of Patients With Melanoma Brain Metastases Treated With Ipilimumab And Nivolumab With Or Without Upfront Comprehensive Stereotactic Radiosurgery, Troy J Kleber, Denái R Milton, Subhiksha Srinivasan, Bikash Panthi, Warren Floyd, Eric A Goethe, Michael A Davies, Hussein A Tawbi, Isabella C Glitza Oliva, Diana Kaya, Jing Li, Todd A Swanson, Subha Perni, Martin C Tom, Chenyang Wang, Sujit Prabhu, Jeffrey S Weinberg, Ian E Mccutcheon, Caroline Chung, Sherise D Ferguson, Thomas H Beckham

Faculty, Staff and Student Publications

Background: The efficacy of ipilimumab and nivolumab (ipi/nivo) for melanoma brain metastases (MBMs) has been previously reported, leading to uncertainty regarding the optimal role of comprehensive stereotactic radiosurgery (cSRS). We therefore conducted a single-institution retrospective study to compare outcomes of upfront versus deferred cSRS for MBM treated with ipi/nivo.

Methods: We identified patients who started ipi/nivo for newly diagnosed MBMs between 2018 and 2023, with or without upfront cSRS. Patients with >15 MBMs, leptomeningeal disease, or whole-brain radiotherapy at baseline were excluded. Outcomes were compared using multivariable regression and reported as adjusted hazard ratios (aHRs) with 95% CIs.

Results: Of …

Pharmaceutical-Telehealth Confederacies, Michelle Onder, Michael S. Sinha

Emory Business Law Review

Access to prescription pharmaceuticals has historically been controlled by a physician’s pen. As a result, pharmaceutical companies spend billions of dollars on advertising and promotion to mitigate this barrier: first and primarily, to physicians and other prescribers, and more recently, to the general public through direct-to-consumer advertising. The success of these promotional efforts can be seen in the greater prescribing of costly brand-name medicines, even in settings where lower-priced, comparably efficacious generic alternatives exist. Brand-name prescriptions now make up only 10% of all prescriptions written yet account for 88% of drug spending. Despite these substantial returns on investment, companies continue …

Scrappy Or Strategic? Law Firm Decision-Making In Light Of Executive Orders, Nancy B. Rapoport

Emory Business Law Review

Some of President Donald J. Trump’s early 2025 Executive Orders targeted specific law firms.  These Executive Orders have created a stir within our legal community.  Why did some firms fight those Executive Orders and other firms agree to quick settlements with the Trump administration?  In this article, I use some rudimentary concepts taken from game theory (as in, “I won’t use numbers or mathematical proofs,” so I expect actual game theorists to roll their eyes at my analysis) to analyze two games:  the game of “who within the firm will decide whether to fight or settle” and the game of …

Reconciling Faith And Modernity: The Sociocultural Dynamics Of Jadidism As An Islamic Reformist Movement In The Russian Empire, Meltem Akıncı, Zhanerke Nyshanbay

Occasional Papers on Religion in Eastern Europe

This study examines the Jadidist movement as a fundamental sociocultural and religious- reformist phenomenon that redefined the intellectual, spiritual, and educational landscape of the Turkic-Muslim populations within the Russian Empire and Central Asia. Moving beyond traditional historical narratives, this article analyzes Jadidism through the lens of sociological theories of modernization, cultural identity, and transnational intellectual exchange, placing special emphasis on its Islamic reformist core. By integrating Western secular pedagogical models with indigenous Islamic renewal discourse, Jadidists attempted to navigate the delicate tension between religious tradition and modern demands. The research investigates the institutional development of "Usul-i Jadid" schools, the role …

Design And Validation Of A Novel Patterned Microfluidic Culture Platform For Hipsc-Cm Maturation, Anisia Gabriela Țiplea

Dartmouth College Master’s Theses

Adult cardiomyocytes (CMs) are among the most challenging cells to culture in vitro, given their poor adherence to plastic culture wells and poor maturation outside the native extracellular matrix (Narkar et al., 2022). Human induced pluripotent stem cell-derived CMs (hiPSC-CMs) offer a viable alternative to study heart development and disease progression. While not comparable to adult CMs in their maturity (Narkar et al., 2022), they mimic the clinical phenotypes of heart failure and are more feasible to culture. Nevertheless, hiPSC-CMs require specialized culture conditions that cannot be achieved with 2D static culturing, which fail to replicate native tissue environments (X. …

Unsafe2safe: Controllable Image Anonymization For Downstream Utility, Minh Dinh

Dartmouth College Master’s Theses

Large-scale image datasets frequently contain identifiable or sensitive content, raising privacy risks when training models that may memorize and leak such information. We present Unsafe2Safe, a fully automated pipeline that detects privacy-prone images and rewrites only their sensitive regions using multimodally guided diffusion editing. Unsafe2Safe operates in two stages. Stage 1 uses a vision--language model to (i) inspect images for privacy risks, (ii) generate paired private and public captions that respectively include and omit sensitive attributes, and (iii) prompt a large language model to produce structured, identity-neutral edit instructions conditioned on the public caption. Stage 2 employs instruction-driven diffusion editors …

Reward-Based Gamification: Evaluating Game Mechanics That Promote The Implementation Of Personal Device Security Measures, Leah Lynne Branstetter

Dartmouth College Master’s Theses

Many everyday computer users lack the cybersecurity knowledge and motivation necessary to secure their personal devices. To better understand these barriers, we conducted an initial study with nine participants who were asked to complete simple laptop security tasks, such as reviewing firewall settings. We found two primary challenges: participants were unfamiliar with basic security features, and many expressed low motivation to engage in security practices even after learning about them. To address the motivational barrier, we developed a beginner-friendly cybersecurity game designed to reward users for completing real device security tasks. We compared this reward-based game to a version of …