Digital Commons Network^™

Stprompt++: Prompting Vision-Language Models For Weakly Supervised Video Anomaly Detection And Fine-Grained Localization, Peng Wu, Chengyu Pan, Guansong Pang, Xiangteng He, Zhiwei Yang, Peng Wang, Yanning Zhang

Research Collection School Of Computing and Information Systems

Traditional weakly supervised video anomaly detection (WSVAD) tasks typically rely on coarse-grained frame-level labels for training. Although this approach reduces annotation costs, it results in weak semantic understanding and spatial localization capabilities due to the absence of fine-grained annotations, hindering precise pixel-level anomaly detection and localization. Thanks to the success of vision-language models (VLMs), e.g., CLIP, recent approaches leveraging large VLMs focus on exploiting their strong semantic understanding capabilities, but they typically feed only keyframes or short video segments into the models, without supplying sufficient prior contextual information (e.g., contextual frames around anomalies, zoomed-in anomaly regions, and detailed anomaly descriptions), …

High School Career And Technical Education (Cte) Programming And Post-Secondary Career Pathways: A Correlational Study, Richard P. Jorgenson

Dissertations, Theses, and Projects

The purpose of this quantitative correlational research project was to examine the association between the 6 CTE components (i.e., curriculum, work-based learning, mentorship/industry connections, student organizations/competitions, non-degree credentials, and experiential learning) and a students’ choice of a career pathway. The current literature stated the benefits of CTE but left a void as to which CTE component had the most impact on a student’s choice of a career pathway. With a theoretical framework based on the Career Self-Management Model, the author analyzed data from a sample consisting of current high school students, former high school students, and current CTE teachers to …

Addressing The Challenges Of Cognitive Decline In The Physician Workforce, Sharona Hoffman

Faculty Publications

This book chapter examines the growing challenge of cognitive decline among aging physicians and analyzes various approaches to addressing it. In 2024, twenty percent of working physicians were sixty-five or older, and evidence suggests that 12-14% of older clinicians have cognitive deficits that may affect job performance. The chapter evaluates two primary approaches to cognitive assessment: employer-initiated programs and programs operated by state medical boards. Employer "late career practitioner policies" (LCPP) that require older physicians to undergo testing are becoming increasingly popular among health care organizations. But they are vulnerable to challenge under disability and age discrimination laws, as evidenced …

Constitutional Limits On Occupational Licensing Bans As Collateral Consequences Of A Criminal Conviction, Imran Rabbani

Student Works

No abstract provided.

Ai: Governance Patchwork To A Unified Regulatory Regime, Vamsi K. Revuru

Student Works

No abstract provided.

Originalism’S Impact On The Sovereignty Of Indian Nations, Julian Allber

Student Works

No abstract provided.

From Schoolhouse To Enforcement Zone: The Legal Limits Of Ice Access In Public Schools, Yinet De Leon

Student Works

No abstract provided.

Extending Geometric Acoustic Ray Tracing To Multi-Room Environments: A Case Study On Gunshot Sound Transmission Between Adjacent Rooms, Tyler Ton

Theses and Dissertations

Accurate localization of gunshots in multi-room building environments remains a challenging problem in acoustic forensics and public safety applications. Existing approaches model sound propagation within a single room, neglecting the transmission of acoustic energy through walls and other building materials. This thesis presents a study on modeling multi-room gunshot acoustic transmission, combining geometric ray tracing with structural acoustic transmission-loss modeling to generate impulse responses for two horizontally adjacent rooms separated by a shared wall, providing a foundation for future inter-room gunshot localization work. The proposed system uses GSound-SIR, a geometric acoustics engine, to simulate sound propagation in both of the …

Wildfire And Fuel Treatments In Utah: A Practical Guide And Outcomes From An Oak-Maple Ecosystem, Annie E. Prescott

All Graduate Theses and Dissertations, Fall 2023 to Present

Wildfire is a natural part of Utah’s landscapes, but as wildfires become more extreme and communities continue to expand into wildland areas, it is increasingly important to understand how wildfires behave and how their negative effects can be mitigated. One way to reduce wildfire risks and protect life, property, and ecosystem services is through fuel treatments — actions that reduce the amount and arrangement of flammable vegetation through mechanical removal, wildland fire, or other methods.

Information on wildfire behavior and fuel treatments is abundant but often scattered, ecosystem-specific and difficult to access. In addition, most research in the Western U.S. …

The Willing And The Compelled: How Power And Place Shape Human-Bison Coexistence In Poland And The United States, Patrick Orville Kelly

All Graduate Theses and Dissertations, Fall 2023 to Present

Wildlife recovery programs depend not just on animals, but on how people feel about living with them. The degree to which people accept the disruptions wildlife brings to their lives, known as social tolerance, can determine whether a recovery program succeeds or fails, yet it remains understudied and underapplied in management plans. This dissertation studies how people in Poland and the western United States feel about living with the two living species of bison, the largest land animals in Europe and North America. In Poland, we surveyed 242 residents living at different distances from European bison habitat. Surprisingly, the most …

Correctional Officer Suicide: A Theory-Driven Investigation Of Acquired Capability And Suicide Behavior, Abigail R. Andersen

All-Inclusive List of Electronic Theses and Dissertations

A growing body of research suggests that correctional officers (COs) die by suicide at a significantly higher rate compared to the general population and some other public safety personnel. Despite what is known about this phenomenon, an understanding of the risk factors driving the high rate of suicide among this population remains unclear. Specifically, little attention has been paid to specific risk factors for suicide among this population and there is an overall absence of theory-driven research investigating CO suicide. The present study sought to address the gap in this area of research by investigating potential risk factors for suicide …

Weird Cops (Agency Police), Farhang Heydari

Vanderbilt Law Review

The police badge has migrated deep into the administrative state. Parks, schools, transit, housing, revenue, conservation, insurance, and gaming agencies now field tens of thousands of sworn “Agency Police”—often with full arrest powers despite missions far removed from general public safety. The footprint of these officers is significant and expanding, outpacing the growth of traditional law enforcement. Far from being limited to certain communities, Agency Police attract support across the political spectrum, from law-and-order policymakers to reformers. And yet, Agency Police are largely ignored in legal scholarship. The result is that a large slice of U.S. criminal enforcement is poorly …

Asia Pacific Perspectives Vol. 19 No. 2, 2026, University Of San Francisco

Asia Pacific Perspectives

Articles

Modern Youth or Moral Decadence: Discourses on South Korea’s “Youth Culture” in Magazines of the Late 1960s and Early 1970s By Thibaut Diverchy

Missionary Body Politics: Physical Education in West China, 1905-1950 By Cory Willmott

The YWCA Goes to the Countryside: The Rural Work of the Chinese Young Women’s Christian Association, 1926-1947 By Elizabeth Littell-Lamb

Photo Essay 

PHOTO ESSAY: Affective Infrastructures of Migration in Mindanao, Philippines By Marion Breteau

Book Reviews

Book Review: MacArthur as Spirit: A Review of Spirit Power: Politics and Religion in Korea’s American Century By Jieon Yoo

Book Review: Inside Chinese Theater: Community and Artistry …

Are Accountability Courts In Georgia A Cost-Effective Public Health Policy Alternative?, Brian D. Graves, Orion Mowbray, Leaanne Derigne, Holly Lynde, Angel Ellis, Rachel Meyer

Journal of the Georgia Public Health Association

Background: This study evaluates the cost-effectiveness of accountability courts in Georgia, presenting them as a viable alternative in public health policy.

Methods: The research utilized survey data collected from 37 court programs across 40 distinct accountability court programs; it was conducted by the University of Georgia’s Carl Vinson Institute of Government in collaboration with the Council of Accountability Court Judges. The analysis includes a comparative assessment of cost savings, benefits, and differences among various court types, specifically focusing on drug courts, DUI courts, mental health courts, family treatment courts, and veterans treatment courts.

Results: Results reveal that …

The Importance Of Social Capital And Community Dynamics For Effective Extension Programming, Samuel Ch Mindes, Katherine Dentzman

Journal of Extension

The Iowa Pest Resistance Management Program was formed to encourage community-level pesticide resistance management. Iowa State University Extension and Outreach collaborated with four Iowa stakeholder communities to establish pilot projects. Despite initial momentum, these programs floundered. We investigated the program's challenges in establishing sustained success in the pilot projects using interviews and focus groups with participants. Our analytical approach considered the critical roles of bonding social capital and bridging social capital in creating entrepreneurial social infrastructure. We provide lessons learned for future community coordination efforts.

Illegal And Informal Mining And The Violation Of Fundamental Rights: The Peruvian Case, Carla Mares Ruíz

Latin American & Caribbean Law Review

This article critically examines the impact of illegal and informal mining in Peru and its relationship with the violation of fundamental rights, with particular emphasis on the rights to health, a healthy environment, and effective judicial protection. It also examines the regulatory evolution of the formalization process for artisanal and small-scale mining (ASM), placing special emphasis on the resounding failure of these laws and the perverse effects of the continuous extension of REINFO (Comprehensive Registry of Mining Formalization), particularly with regard to the expansion of ilegalmining and the promotion of impunity. The paper also explores the environmental, social, and criminal …

Algorithmic Law In Contemporary Brazil: From Cyber-Libertarianism To Constitutional Rights, Pedro Rubim Borges Fortes

Latin American & Caribbean Law Review

This article provides a reflection of Brazilian algorithmic law, exploring how law regulates algorithms by defining prohibitions, permissions, standards, and rights in contemporary Brazil. Importantly, the concept of “algorithmic law” implies a normative idea, that is, that law should regulate algorithms, defining prohibitions, permissions, standards, and rights. This study examines the ideological transformation of law and technology, as Brazilian society moved from a libertarian approach to a perspective of establishing protective legislation, regulation, and constitutional rights to technology users. It explains the ‘Civil Rights Framework for the Internet.’ the ‘General Data Protection Law,’ the legislative project of an Artificial Intelligence …

The Quest That Mints Nothing: Software-Generated Real-World Volunteer Task Sequences Drawn Only From Existing Need Registries, With No Completion Rewards, Compensation-Free Help Requests, Delayed Mediated Acknowledgment And Alarm-Triggered Drone Witnesses Without Patrol, Thon Ly

Defensive Publications Series

We specify a software agent that generates multi-step, real-world volunteer activity sequences for an individual or household exclusively by selecting, ordering and narrating entries already present in community need registries: posted help requests, commons sites awaiting care, pending gift deliveries, and contacts the household itself has named. The sequence data structure has no operation that creates a task; each task is a reference to a live registry entry, re-checked when it begins, and the operator authors no entry. Completing a task confers no points, badges, currency or reputation; the only reward is acknowledgment the beneficiary chooses to send through the …

Carceral Geographies Of Disinvestment: Mapping Police Surveillance And Food Insecurity In Tennessee, Lina Habba, Ridha Nazir, Natalie E. Freeman Phd

DO Research Day

Research Aims: •Examine the association between county-level jail incarceration (a proxy for police surveillance) and food insecurity, limited access to healthy foods, and overall food environment quality across Tennessee counties.   •Determine whether this association persists after adjustment for median household income, high school completion, and racial composition.

Intouch Week Of October 5, 2026, New York Medical College

InTouch

• Founder’s Dinner Set to Honor Leaders in Health Care, Education, and Public Service
• NYMC Rallies for Breast Cancer Awareness Month
• Honoring Women in Medicine
• Office of Health Services Unveils Updated Spaces
• NYMC Community Builds Emergency Preparedness Skills at Annual Safety Event
• 60 Seconds of Smart Health
• Touro Dental Health New Mexico Continues Community Outreach
• Stay Warm with Savings on Hoodies
• In the Community: NYMC Ranks at 2026 Westchester Heart Walk

Workplace Stress And Coping Mechanisms Among Law Enforcement Officers In Akwa Ibom State, Nigeria: An Empirical Study, Akaninyene O. Unaam, Akanimo A. Unaam Esq.

African Journal of Criminology and Justice Studies

Law enforcement officers face unique occupational stressors that can impair well-being and performance. This study examined stress levels and coping mechanisms among police officers in Akwa Ibom State, Nigeria, within Lazarus and Folkman's transactional framework. A cross-sectional descriptive survey was conducted among 400 randomly selected officers. Data were collected using the Perceived Stress Scale (PSS-10) and Brief COPE inventory. Descriptive statistics, chi-square tests, and hierarchical multiple regression were employed. Moderate stress levels predominated (52.5%), with high stress reported by 32.5% of officers. The mean PSS score was 24.6 (SD = 5.8). Significant associations emerged between stress and years of service …

Language As A Strategic Security Resource: Criminological Perspectives On Collective Efficacy, Cultural Security, And Community Resilience, Declan Onwudiwe

African Journal of Criminology and Justice Studies

Language is typically examined as a medium of communication, identity formation, cultural transmission, and education. This article advances a broader argument: language should also be understood as a strategic security resource and a significant criminological variable. Drawing on collective efficacy theory, societal security scholarship, linguistic relativity, decolonial language theory, and ethnolinguistic vitality theory, the article argues that language can facilitate social cohesion, informal social control, intelligence gathering, conflict resolution, procedural legitimacy, and community resilience. Indigenous African languages serve as repositories of historical memory, customary law, social norms, and security-relevant knowledge that may contribute to public safety and social order. The …

Access And Utilization Of Counseling For People With Sexual Offense Histories, Darrell Antonio Jones Jr.

Walden Dissertations and Doctoral Studies

There is a gap in understanding the low rate of utilization of mental health support services among adult men and women with criminal sex offense histories, which worsened mental health challenges for this population. The purpose of this qualitative action research study was to explore human services professionals’ perceptions and recommendations about access and utilization of mental health counseling for formerly incarcerated adults with sexual offense histories. Grounded in the good lives model of offender rehabilitation, the research question was: How do human services professionals perceive access to and utilization of mental health, holistic, and wellness counseling for formerly incarcerated …

Support For Human And Civil Rights In Physical Disability, Mental Illness, And Substance Use Disorder, Jessica Williams, Mia Kouveliotes, Nev Jones, Morgan C Shields

2020-Current year OA Pubs

IMPORTANCE: While there is much research on stigma toward marginalized populations, public perceptions regarding deservingness of basic human and civil rights of these groups have not been examined in a nationwide sample of US adults.

OBJECTIVE: To understand the US public's perceptions regarding deservingness of basic human and contested civil rights for people with severe physical disabilities (SPDs), severe mental illness (SMI), and substance use disorders (SUDs).

DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study was a nationwide US internet-based quota panel survey of US adults (aged ≥18 years) who completed the survey. Responses were collected from January 17 to February …

Karst Sinkholes And Civil Engineering: Overview Of Characterization And Treatment Options From A Geophysical And Geotechnical Viewpoint, Mia Painter, Stephen Welsh

Sinkhole Conference 2026

Sinkholes pose a significant geohazard to civil engineering infrastructure in regions underlain by carbonate karst terrain. Selecting an appropriate stabilization method requires balancing site conditions, infrastructure risk, environmental considerations, and cost, all of which depend on a thorough understanding of the planned or existing infrastructure and subsurface conditions. This paper provides an overview of common sinkhole characterization and stabilization methods used in the Mid-Atlantic and Appalachian regions of the United States from both geotechnical and geophysical perspectives. The application of geophysical methods in conjunction with intrusive investigations is reviewed as a means of reducing subsurface uncertainty and refining treatment designs. …

Sinkhole Hazards, Risks, And Remediation: A Fifty-Year Case Study In New Jersey, Usa, Oladoyin Kolawole, Rita L. Sousa, Christina Comuso, Mohab Hussein

Sinkhole Conference 2026

New Jersey presents a uniquely complex sinkhole and ground subsidence hazard shaped by intersecting geological, industrial, and anthropogenic forces. Sinkhole herein refers primarily to collapse sinkholes, that is, the abrupt or progressive downward failure of the ground surface into subsurface voids, as distinct from solutional closed depressions of purely karst origin. This paper synthesizes five decades (1976-2026) of documented sinkhole and ground subsidence records across the state, examining root causes, societal and environmental impacts, and remediation strategies employed in response to such hazards. The review shows that New Jersey’s hazard is governed by three dominant mechanisms: karst dissolution in carbonate …

River City Roots Festival 2026, Missoula, Montana, Emma Keinath-Lopez

Institute for Tourism and Recreation Research Publications

This study was conducted to provide insight into the characteristics, spending patterns, and satisfaction levels of attendees at the 2026 River City Roots Festival in Missoula, Montana. A total of 251 attendees completed the survey. Approximately 85% of respondents were Montana residents, including 72% who resided in Missoula County. Among respondents from outside Missoula County, 74% spent at least one night away from home. Visitors spent an average of 3.9 nights in Montana and 2.9 nights in Missoula. Fifty-six respondent groups from outside of Missoula County provided expenditure information, reporting an estimated $44,397.38 in total visitor spending in Missoula. The …

Volume 29, Issue 1 Full Contents

Midwest Social Sciences Journal

No abstract provided.

Social Bonds In Specialized Courts: An Expanded Integrated Model Of Treatment Court Effectiveness, Christopher Salvatore

Midwest Social Sciences Journal

Specialized court programs, which began with drug treatment courts, now include reentry, domestic violence, prostitution, mental health, veterans, and other problem solving courts, have been shown to reduce recidivism and provide improvements in participant outcomes. Over the last thirty years, scholars have provided theoretical explanations for these programs, including therapeutic jurisprudence, life course theory, deterrence, risk-needs-responsivity, and procedural justice. These theoretical paradigms have not fully integrated the central role of relationships and prosocial connections in specialized courts. This article extends the integrated theoretical model presented by Kaiser and Holtfreter by integrating social bond theory as a critical mechanism connecting specialized …

Failed Gay Rights Amendment To Mankato's Human Rights Ordinance In Mankato, Minnesota In 1987, Kellian Clink

Library Services Publications

In 1987, small but passionate people urged the city to pass an amendment to Mankato’s existing human rights ordinance to protect LGBTQ+ communities.   Advocates argued that gays were entitled to the same rights as straight people and were looking for protection in housing and employment, particularly. They demonstrated that people had lost jobs, housing, and access to dance venues. Some opponents equated gays with promiscuity, child molestation, solicitation, sin, and AIDS; some were convinced it was not needed; some pinned their arguments on the existence of laws already on the books.  This narrative is based on articles from the local …