Digital Commons Network^™

Campus Chronicle, Jayden Park, Ben Hemmer, James Douglas, Kyle Twelmeyer, Evelyn Schechinger, Megan Goughnour, Makayla Janssen, Cordella Prather, Brandon Green

Campus Chronicle

No abstract provided.

Proceedings Of Iasdr2025: Design Next, Chi-Yi Chang, Chien-Hsiung Chen, Yen Hsu

DRS Conference Volumes

This volume is the proceedings of the 11th biennial congress of IASDR, the International Association for Societies of Design Research, hosted in Taipei, Taiwan, 2–5 December 2025.

Workforce Needs And Labor Market Trends In Utah [Special Report], Lendel K. Narine, Paul Hill, Andree' Walker Bravo

Outcomes and Impact Quarterly

This study examined Utah employers’ perceptions of workforce preparedness, hiring challenges, and emerging skill needs. Data were collected from 226 employers across different industries to identify priority competency gaps in the state’s workforce. Results revealed that Utah employers perceive the largest skill gaps in time management, critical thinking, conflict resolution, and ethical judgment, competencies essential for effective leadership and collaboration. Employers placed the highest value on experiential learning opportunities, particularly work-based projects, internships, and mentorships, as the most effective means of preparing graduates. Employers emphasized communication, teamwork, and analytical problem-solving as the most critical skills for the next five to …

Identifying Priorities To Guide Extension Water Quality Programming In Utah, Clare Entwistle, Sarah Erwin, Stephanie Vaughn

Outcomes and Impact Quarterly

Utah State University Extension water quality faculty conducted a statewide water quality needs assessment to identify priority contaminants and resource gaps. The results found that elevated nutrient levels and sedimentation were the top concerns where additional resources would be beneficial. In addition, insufficient funding for improvements and low public engagement were identified as key challenges in addressing water quality issues. Results revealed current unmet needs with regional variation to inform Extension resource allocation and programming.

Bridging Gaps In Data Utilization: An Evaluation Of The Rural Utah Data Symposium, Paul A. Hill

Outcomes and Impact Quarterly

This study evaluates the effectiveness of the Rural Utah Data Symposium, an event designed to address data-driven decision-making among rural leaders. The symposium features expert-led presentations on the rural economy, healthcare, housing, mobility, broadband, and wellbeing. Data were collected through an online exit survey with a 67% response rate (n = 35). Attendees rated presentation quality, learning outcomes, and overall satisfaction. Findings show high ratings and positive learning outcomes, demonstrating the symposium’s value in empowering informed decision-making. Recommendations include increasing interactivity among attendees, broadening content scope, and expanding statewide representation to further support data utilization in rural Utah.

Justification For Transportation Provider Procurement, Sam Leiper ,Mpa

All Materials

In rural states such as New Hampshire, one of the most prominent factors impacting individual and population health is reliable transportation. Access to transportation is especially crucial for those living with a substance use disorder (SUD), as many resources are concentrated in urban areas like Manchester and Nashua. This memo aims to provide justification to procure for recovery-based transportation services by highlighting the clinical impacts and reviewing models implemented in other states.

Analysis Of City Planning For Autism Spectrum Disorder, Joshua Ericson, Ben Shane

City and Regional Planning

Whether formally diagnosed or self-diagnosed, autism spectrum disorder affects children and adults in every corner of the planet. Every city in the world likely has autistic residents who have difficulty living in navigating their city due to their unique sensory, social, and economic needs. Many of these needs affect autistic people’s abilities to comfortably and independently navigate public spaces, attain a reliable method of transportation, and find housing that suits their needs. These issues could all be addressed with city planning and neuro-inclusive public policies, but to date few cities have considered autistic people in their planning. Cities inadvertently exclude …

North Fair Oaks Specific Plan, Carlos Robinson

City and Regional Planning

The North Fair Oaks Specific Plan guides development of the North Fair Oaks Focus Area as defined in the City of Arroyo Grande General Plan by defining land uses, delineating a multimodal circulation system, and outlining ideal development standards in accordance with various local, regional, and state plans.

Masthead

Washington Law Review

No abstract provided.

Faculty List

Washington Law Review

No abstract provided.

Weaponized Bureaucracy At The Criminal Immigration Divide, Dorien Ediger-Seto

Washington Law Review

Despite deportation being entrenched as a civil consequence rather than a punishment over 100 years ago, today’s immigration enforcement and deportation scheme relies heavily on state-level criminal arrests, convictions, and data sharing systems. And immigration-based crimes have accounted for between twenty-five and fifty percent of all federal criminal charges over the past decade. But the fact that the systems are bureaucratically and doctrinally separate from each other has practical impacts that go beyond these formalized intersections. Not only do federal law enforcement actors often have dual mandates to investigate and prosecute federal crimes alongside related civil removal cases, but criminal …

Facing State-Created Danger In Facial Recognition Technology, Esha Jain

Washington Law Review

When the police wrongfully arrest someone, that person faces distinct harms. Various scholarship, news articles, and studies document that AI-powered facial recognition technology (FRT) disproportionately misidentifies individuals from marginalized racial groups when used irresponsibly. Many of those sources indicate that police reliance on FRT without adequate vetting results in wrongful arrests. Yet law enforcement continues to misuse FRT.

This Comment contends that the 42 U.S.C. § 1983 state-created danger doctrine offers a potential remedy for plaintiffs harmed by police reliance on FRT. To prevail under this doctrine, plaintiffs must prove affirmative conduct, deliberate indifference, and proximate causation. If successful, these …

Reason Enough: The Wrongful Extension Of Asylum’S “One Central Reason” Nexus Standard To Withholding Of Removal, Elaine Hernandez Flores

Washington Law Review

Noncitizens often come to the United States seeking protection from violence, persecution, or life-threatening conditions in their home countries. However, upon arrival, many noncitizens are placed in removal proceedings and face deportation back to the very dangers they escaped. U.S. immigration law provides various forms of relief from deportation, most notably asylum and withholding of removal. Both forms require the applicant to show a connection—or “nexus”—between the persecutor’s motive for persecuting them and one of five protected grounds: race, religion, nationality, political opinion, or membership in a particular social group.

Although asylum and withholding of removal both require a noncitizen …

Dairy And Food Science News, March 2026, Department Of Dairy And Food Science

Dairy & Food Science News

Message form the Department Head
We are Hiring
Faculty Updates
Making their mark: How Jackrabbits are helping build community in Milbank
Recruitment Updates and Opportunities
Student updates
Dairy Club at ADSA USD
Senior highlights
Events & Calender

Evaluation Of Community-Based Interventions Addressing Social Attitudes And Behavioural Intentions Related To Female Genital Mutilation In Somaliland, Francis Obare, Dennis Matanda, Stephen Kizito, Chi-Chi Undie

Sexual and Reproductive Health, Rights, and Choices

This study aimed to assess changes in social attitudes/beliefs and behavioural intentions related to FGM and gender as a result of community-directed interventions to accelerate positive changes in social attitudes towards ending the practice. The study was conducted in the context of The Girl Generation support to – Africa-Led Movement (TGG-ALM) programme implementation in Somaliland using public opinion poll and vignettes. Key intervention activities implemented by TGG-ALM included conducting community intergenerational dialogues and small grants for community-based organizations to implement interventions at the community level.

A Message From The President

Bulletin of the Ninth District Dental Association

A regular column from the president of the Ninth District of New York bringing the latest news to the membership.

Language, Literature, And Culture Newsletter, Fourteenth Edition (March 2026), Language, Literature, And Culture Department, Clark University

Language, Literature, and Culture

The fourteenth issue of the Language, Literature, and Culture department newsletter, which went out in March 2026. The Language, Literature, and Culture department newsletter aims to "share stories, news, ideas, achievements, and important information about and within our academic department that can be helpful to the campus community at large".

Issue 17: Pulmonary & Critical Care Insider, Bharat Bajantri Md, Sarah Ellsworth Mls, Stephanie Subart Pharmd

Critical Care & Pulmonary

Pulmonary & Critical Care Insider Issue 17

Compiled by Bharat Bajantri, MD, and librarian Sarah Ellsworth, MLS for the clinicians of the Pulmonary and Critical Care team of Parkview.

The Pulmonary & Critical Care Insider newsletter was created by Dr. Bharat Bajantri, MD and Sarah Ellsworth, MLS in 2023 as a form of current awareness for current practice at our hospital, Parkview Health.

Topics: 

• Management of Uncomplicated Gram-Negative Bacteremia
• Complicated Urinary Tract Infection Guidelines Update
• Ketamine vs Etomidate for RSI
• STORM-PE 
• Lung Ultrasound–Guided Weaning
•  D-Dimer for Pulmonary Embolism
• Extubation Failure
•  A Multimodal, physiology-Driven approach to pleural effusions
• Dexmedetomidine for Hyperactive …

2025 Tennessee External Quality Review Technical Report, Tennessee. Division Of Tenncare.

TennCare Additional Reports

No abstract provided.

Trail To Classroom: Digitizing Rocky Mountain Landscapes With 360 Video, Hanna Fontes

SACAD: Scholarly Activities

Immersive media technologies are increasingly used in science education, yet they are often positioned as tools for passive observation rather than relational engagement. This qualitative study examines the use of 360-degree video as a relational, place-based pedagogical tool in learning. Using immersive landscape recordings from Rocky Mountain National Park, this research explores how 360-degree video can support student connection, empathy, and a sense of belonging to place. Learning activities were designed to prompt sensory observation, reflection, and meaning-making, encouraging students to engage emotionally and cognitively with the landscape rather than viewing it as a detached object of study. Data sources …

Beneath The Northern Sky: A Family’S Story Of Faith, Work, And Loss In 19th Century East Friesland. A Generational Narrative For Descendants Of East Frisian Immigrants., Derek M. Heeren

Genealogy Resources

Beneath the Northern Sky traces the quiet endurance of one East Frisian family as they live, labor, and worship along the lowlands of northwest Germany in the early nineteenth century. At the center of the story stands Wessel Heeren, a farmer and shipmaster whose days move between the ledgers of the farm, the rhythms of the Gulfhaus, and the waterways that connect his village to the wider world for trade. Alongside his wife Foske and their growing family, Wessel navigates a life defined by faithful attention to land, to kin, to church, and to a tradition of self-governance known …

On Signifiable Computability: Part Iii: A Note On Unnameable Functions On Natural Numbers, Vladimir A. Kulyukin

Computer Science Faculty and Staff Publications

A writing system 𝔚 on an alphabet 𝒜 is a tuple (ℜ,𝔐), where ℜ is a finite set of text formation rules and 𝔐 is a finite rule application mechanism that generates texts on 𝒜. A natural writing system forms natural language texts on an alphabet such as Sanskrit on Devanagari. An artificial writing system generates formal language texts on an alphabet such as Lisp on Unicode. Let ℕ ={0,1,2,…} be the set of natural numbers. A function on natural numbers 𝑓 :ℕ^𝑘 ↦ ℕ, 0 < 𝑘 ∈ ℕ, is nameable by a writing system on an alphabet if, and only if, the system can generate a text on the alphabet that names f and no other function. We show that there exist functions on natural numbers unnameable in principle in that they cannot be named by any writing system on any alphabet. Our results imply the following computability-theoretic hierarchy of functions on natural numbers: computable ⊊ partially computable ⊊ nameable ⊊ 𝔉, where 𝔉 is the set of functions on ℕ.

Ten-Year Pathology-Based Cancer Registry At A Tertiary Referral Hospital In Kenya (2015–2024): Distribution Of Cancers And Completeness Of Pathology Reporting, Brian Ayara, Samuel Mukono, Rodney Adam, Shahin Sayed

Pathology, East Africa

Background Population-based cancer registries remain limited in low- and middle-income countries (LMICs). In Kenya, their coverage is below the 20% threshold recommended by the International Agency for Research on Cancer. Pathology-based registries can provide complementary data in such contexts. This study describes the distribution of cancers diagnosed at a tertiary referral hospital in Nairobi over ten years, and evaluates the completeness of pathology reporting for selected cancers using College of American Pathologists (CAP) protocols.

Methods We conducted a retrospective review of all histologically confirmed cancers at the Aga Khan University Hospital, Nairobi, from 2015 to 2024. Data were extracted from …

Benefits, Challenges, And The Way Forward: Medical Specialists' Perception On Family Physician Integration In Healthcare System In Tanzania, Juvenalius Anselm, Roselyter Riang’A, Neelam Ismail, Davis Rubagumya, Jesca Munishi, Sumayyah Saudin, Lynn Moshi, Willbroad Kyejo, Nancy Matillya

Family Medicine, East Africa

Background Family medicine provides comprehensive care by integrating biomedical, behavioral, and social sciences. While established in some sub-Saharan countries, it remains new and unintegrated in Tanzania’s public health system. Its integration is vital for healthcare reform to enhance patient care and system quality.This study aimed to understand the perceptions of medical specialists regarding the integration of family physicians into the Tanzanian healthcare system.

Methods A descriptive qualitative study was conducted through in-depth interviews with ten medical specialists from Aga Khan Hospital and Muhimbili National Hospital in Dar es Salaam. Thematic analysis was employed in this study.

Results Integration of family …

Mental Wellbeing Of Family Caregivers Of People Living With Mental Illness In Kenya: Who Cares? A Cross-Sectional Study, Norah Obungu, Fleur Meijer, Stanley Luchters

Family Medicine, East Africa

Background Although about 60% of patients with chronic mental health disorders in sub-Saharan Africa live with their relatives, burden amongst family caregivers has not been studied much. The aim of this study was to evaluate the prevalence and factors associated with caregiver burden among family caregivers of patients with chronic mental illness attending two psychiatric care facilities in Nairobi, Kenya.

Methods A cross-sectional study was conducted among 284 systematically sampled participants who completed a socio-demographic questionnaire and the Zarit Burden Interview. Moderate to severe burden was defined as a ZBI score > 41. Independent associations were examined using bivariable and multivariable …

In Vitro Pharmacological Evaluation Of Novel Cmpi Derivatives As Selective Positive Allosteric Modulators Of The Alpha4 Beta2 Nicotinic Acetylcholine Receptor, Josue Gaona, Nataly Sanchez, Wilder Felix, Nathalia Menegasso, Brisa Cea, Ganesh Thakur, Ayman K. Hamouda

School of Medicine Student Publications and Presentations

Nicotinic acetylcholine receptors (nAChRs) contribute to the pathogenesis of neurodegenerative diseases such as Parkinson’s disease (PD), where degeneration of dopaminergic and cholinergic neurons disrupts neurotransmission. The (α4)₃(β2)₂ nAChR subtype is expressed on affected neuronal populations and represents a promising therapeutic target. Positive allosteric modulators (PAMs) may enhance receptor function while preserving endogenous signaling. We evaluated chemical derivatives of CMPI [3-(2-chlorophenyl)-5-(5-methyl-1-(piperidin-4-yl)-1H-pyrazol-4-yl)isoxazol] as selective PAMs of (α4)₃(β2)₂ nAChRs. Two-electrode voltage-clamp recordings were performed in Xenopus laevis oocytes expressing defined receptor stoichiometries to assess potentiation and generate dose–response curves. Cytotoxicity was assessed in HEK cells using the MTT assay. Substitutions at the pyrazole …

Johnson–Lindenstrauss Projections As Architectural Components In Deep Neural Networks, Charles Q. Ray

Master's Theses

Modern deep neural networks are heavily overparameterized, with learned representations occupying lower-dimensional subspaces than their ambient dimensions suggest. This thesis investigates whether fixed random Johnson-Lindenstrauss (JL) projections can exploit this redundancy by functioning as architectural bottlenecks that reduce model size and training cost while preserving task performance.

We systematically evaluate JL-based compression across multiple architectures (convolutional networks, multilayer perceptrons, vision transformers, autoregressive language models) and tasks (reconstruction, classification, language modeling). Experiments reveal that compression tolerance depends critically on placement strategy and compression ratio.

Linear probe analysis quantifies intrinsic dimensionality at different network depths, revealing that CIFAR-10 final representations require only …

Using Ensemble Disagreement To Stabilize Conformal Prediction Under Distribution Shift, Patrick D. Murphy

Master's Theses

Semantic segmentation of eelgrass from drone imagery is crucial for coastal habitat monitoring, restoration, and management, as these habitats continue to see rapid changes due to climate change and human influence. However, the reliability of generalizing a deployed classification model relies on both high-accuracy segmentation as well as robust uncertainty quantification that holds up when conditions change over years or locations. Conformal prediction (CP) is a method that converts a classifier's output into prediction sets with a guaranteed average coverage level for in-distribution data. However, the “vanilla” conformal score can often under-cover in hard or out-of-distribution (OOD) regions under drift. …

Mechanistic Framework Of Wood Decomposition In Post-Storm Vegetative Debris Piles Using Continuous Quality Theory, Thomas T. Lee

Master's Theses

Storm events generate significant quantities of vegetative debris composed of wood, branches, twigs, and other organic materials. Efficient post-storm resource recovery and carbon accounting depend on reliable predictions of decomposition within these large, heterogeneous debris piles. While small-scale wood decay is well studied, decomposition dynamics within multi-layer debris piles remain poorly characterized, limiting municipalities' ability to estimate material longevity and resource recovery potential.

To address this gap, this study develops the WOOD_DK (Wood Organic Oxidation and DegraDation Kinetics) model, a preliminary, exploratory one-dimensional multilayer decomposition framework simulating coupled temperature, moisture, oxygen, and carbon dynamics in MATLAB. Microbial decomposition follows Continuous …

Neurosymbolic Counterpoint Generation, Paul D. Jarski

Master's Theses

Recent advancements in generative artificial intelligence have revolutionized music generation, yet research has predominantly focused on raw audio synthesis over music in symbolic form, i.e. a score. This thesis presents the first neurosymbolic model designed to generate imitative Renaissance counterpoint in symbolic (MIDI) format. By leveraging an autoregressive Transformer architecture, this research explores the capacity of deep learning models to manage independent voices and strict stylistic constraints.

We compare multiple data representation strategies with distinct tokenization methods. The proposed model incorporates a symbolic component that enforces fundamental contrapuntal rules. Additionally, this thesis contributes a preprocessed dataset of Renaissance polyphony, in …