Digital Commons Network^™

Evaluating Large-Scale Propensity Score Adjustment When Sample Size Is Small, Fleur Vereijken, Jenna M Reps, Marc A Suchard, Linying Zhang, George Hripcsak, Peter R Rijnbeek, Ross D Williams, Martijn J Schuemie

2020-Current year OA Pubs

BACKGROUND: Large-scale propensity score (LSPS) models are increasingly used to control confounding in observational studies, but their reliability in small-sample settings is unclear. Small samples can limit a study's ability to estimate propensity scores accurately and achieve adequate covariate balance, raising concerns about insufficient confounding adjustment. Resulting in small datasets being excluded, despite potentially containing valid information.

METHODS: We evaluated the balancing and bias reduction performance of LSPS models using six target-comparator pairs. To emulate a distributed data network analysis setting, we partitioned two large real-world data sources into smaller subsets. Within each subset, LSPS models were fit locally and …

Front Matter, Michigan Law Review

Michigan Law Review

No abstract provided.

Barriers To Veterans Affairs (Va) Healthcare Utilization: Exploring The Underutilization Of Va Healthcare Services Among Rural, West Texas Veterans, Adam G. Rodgers

Electronic Theses and Dissertations

Rural veterans forgo Department of Veterans Affairs (VA) healthcare at disproportionate rates, and this study found that the primary barrier is not enrollment but utilization. Seven of the eight participants were already enrolled yet remained functionally outside the system. The purpose of this qualitative single-case study was to explore why rural West Texas veterans forgo and underutilize Veterans Health Administration (VHA) healthcare. Two research questions examined the perceptions contributing to that decision and the barriers preventing access. Andersen’s behavioral model of health services use provided the framework. Semistructured virtual interviews with eight rural West Texas veterans were analyzed using Braun …

Cultivating Success: Exploring Mentorship In Collegiate Speech And Debate For Student Retention And Growth, Vanessa Fowler

National Forensic Journal

While many are drawn to forensics because of the allure of advocacy through public speaking and moving performances, there also exists the human element of forensics that continues to keep people involved and build life lasting relationships when the competition years are finished. Mentorship plays a distinctive role in the forensics community in the way coaches work to build their teams and for the students to have guides along their journeys whether they continue within the activity after their competitor years or not. This thesis delves into the pivotal role of mentorship within the collegiate speech and debate community, examining …

Drawing The Circle: Framing Forensics As Educational Looping, Ben Walker

National Forensic Journal

In light of shrinking numbers on teams and at tournaments, Klosa (2008) called for more sustainable practices in forensics. Now with funding in higher education dwindling (Fenner, 2018), forensics needs to adapt to the changing landscape (Walker & Walker, 2024). This essay outlines how forensic coaches can align our co-curricular activity with a trending educational philosophy: looping.

Kindness As A Critical Lens: Ethical Considerations In Rhetorical Critique, A Adams, Emily Sauter

National Forensic Journal

In 2016 Brianna Kirkham stepped onto the stage to give a performance titled, “if ‘This Is Not A Rape’ isn’t a rape, then what is it?” based on the performance art of Emma Sulkowicz’s “This Is Not A Rape” video. Of over 100 entrants, Brianna Kirkham was named national champion for her performance in the final round. Kirkham instructs the viewer to “watch kindly” when viewing Sulkowicz’s video. However, this phrase is never defined. Instead, Kirkham interrogates herself and the audience. Are we, as participants within a competitive activity, watching kindly? Did she? By utilizing a performance that clearly alludes …

Book Review, Communication Wisdom: Insights On Communication Principles, Messages, And Relationships, Jack E. Rogers

National Forensic Journal

Edited by Philip M. Backlund, Steven A. Beebe, Ronald D. Gordan, and Sherwyn P. Morreale, Routledge, Taylor & Francis Group: New York and London, 2025, ISBN: 978-1-032-87681-8 (hardback); ISBN: 978-1-032-87676-4 (paperback); ISBN: 978-1-003-53389-4 (eBook).

Introduction: Accessibility In Collegiate Forensics, E Meier, Justin Rudnick

National Forensic Journal

No abstract provided.

Band-Aids And Bulldozers: Reimagining, Rebuilding, And Taking Responsibility For The Foundational Inaccessibility Of College Speech, Julie Walker

National Forensic Journal

No abstract provided.

Nanoparticle-Enabled Superplasticity In Extruded Az91 Magnesium Alloy With Elongation Exceeding 600%, Bai Xin Dong, Hong Yu Yang, Xin Zhang, Feng Qiu, Qi Chuan Jiang, Lai Chang Zhang

Research outputs 2022 to 2026

No abstract provided.

Legal Scapegoating Of Transgender People, Democratic Vulnerability, And The Problem Of Judicial Blinders, Suzanne B. Goldberg

Faculty Scholarship

Over the past decade, lawmakers have proposed an extraordinary number of restrictions on transgender people across nearly every area of public and private life — bathrooms, health care, athletics, education, identity documents, military service, prisons, and more. This Article argues that these measures are best understood as legal scapegoating, meaning the use of law to galvanize public discomfort and hostility toward a targeted group. While demagogic rhetoric can also galvanize those reactions, the concrete restrictions of a legal scapegoating effort raise two further risks, one for democratic governance and the other for judicial review. First, legal scapegoating normalizes government’s use …

Emergency Medicine Updates: The Physiologically Difficult Airway, Aaron J Lacy, Brit Long, Michael Gottlieb, Jarrod M Mosier

2020-Current year OA Pubs

INTRODUCTION: Airway management is an integral skill for emergency clinicians. While most of the focus is often on anatomic challenges, clinicians must also consider the unique physiologic challenges that risk decompensation during airway management, often termed the physiologically difficult airway.

OBJECTIVE: This paper evaluates key evidence-based updates concerning management of the physiologically difficult airway for the emergency clinician.

DISCUSSION: Peri-intubation complications in the emergency department are often driven by physiologic instability rather than anatomic difficulty. Key phenotypes of the physiologically difficult airway include hypotension, hypoxemia, metabolic acidemia, and right ventricular dysfunction, and are associated with high rates of physiologic collapse …

Montana Kaimin, October 1, 2026, Students Of The University Of Montana, Missoula

Montana Kaimin, 1898-present

Student newspaper of the University of Montana, Missoula.

Spartan Daily, October 1, 2026, San Jose State University, School Of Journalism And Mass Communications

Spartan Daily, 2026

Volume 167, Issue 18

Kenyon Collegian - October 1, 2026

The Kenyon Collegian

No abstract provided.

October 1, 2026, The Daily Mississippian

Daily Mississippian (all digitized issues)

No abstract provided.

Kinetiscan: Evaluating A Browser-Based Monocular System For 3d Gait Analysis, Thu Tran '29, Stephen Agyemang '28, Rueben Addison

Annual Student Research Poster Session

Gait analysis is a useful tool for early detection, diagnosis of neurological and orthopedic conditions, and rehabilitation support. The gold standard for assessment of gait requires laboratory motion capture systems. The system requires calibrated cameras, reflective markers, specialist software, and professionals to operate. For these reasons, gait analysis is expensive and inaccessible in some clinics, schools, and home settings where continuous or early monitoring would have a significant impact. KinetiScan addresses this gap with just a single ordinary camera. This browser-based system uses transformer architecture to perform 2D-to-3D mapping. When provided with distance and height entries, KinetiScan outputs the 3D …

Functional Role Of Skull Lymphoid Structures In Cns Immunosurveillance, Jang Hyun Park, Daviti Abramishvili, Gustavo Gastão Davanzo, Ruben Silva, Xingxing Gu, Siling Du, Daniel D Lee, Bernd H Zinselmeyer, Jackson S Turner, Gwendalyn J Randolph, Igor Smirnov, Jonathan Kipnis

2020-Current year OA Pubs

Accumulating evidence demonstrates that the central nervous system (CNS) is not disconnected from the peripheral immune system; however, precisely how the adaptive immune system surveils the CNS remains a critical question. Recent findings reveal that channels between the skull and the dura mater facilitate the exchange of cerebrospinal fluid and immune cells between the CNS and skull bone marrow of mice under both homeostatic and disease conditions

Incorporating High-Quality Simulations Into The Undergraduate Health Management Curriculum: A Pragmatic Approach For Learner Engagement, Noemí Rodríguez, Laura M. Penalo

Publications and Research

Despite the well-documented benefits of simulation-based education, their use remains limited in undergraduate health management programs. Faculty might be unfamiliar with the processes required to design and implement high-quality simulations. This article presents a structured methodology—grounded in Healthcare Simulation Standards of Best Practice and The Jeffries Simulation Theory—through the experience of an undergraduate healthcare policy and management course at a large urban public university. This article focuses on describing the multilayered Online Standardized Participant Simulation including a detailed description of the simulation design, prebriefing, online standardized participant scenario, and debriefing. A unique feature of the shared simulation experience is the …

Don’T Sweat Interaction Trees Proof-Guided Local Variable Lifting For Interaction Trees, Yiming Lin, Ian Kariniemi, Yao Li

Computer Science Faculty Publications and Presentations

Verifying existing software is hard: Programs are developed in languages not amenable to verification, involve complicated optimizations that obscure the underlying logic, and are gigantic in size. In this paper, we propose a way to ease this pain via a simplification framework that employs interaction trees as a language-agnostic interface. We show that local variable lifting, the technique underlying AutoCorres for the Simpl language, can be generalized to interaction trees via an implementation in Rocq. A key challenge with simplifying interaction trees is that they are highly dynamic structures and we would like our approach to work with mostly uninterpreted …

From Homes To Classrooms: Cultural Wisdom As A Guide For Stem Lesson Planning, Miriam Ortiz, Uma Ganesan, Angela Chapman, William Medina-Jerez, Ruby Lynch Arroyo, Mourat Tchoshanov

Teaching and Learning Faculty Publications

This article describes innovative elementary science instructional approaches based on cultural wisdom developed by preservice teachers enrolled in a teacher preparation program at a university in the U.S.-Mexico border region. As a part of a larger study, three Latina preservice elementary teachers were a part of a teacher residency in conducting community interviews and reflection activities to uncover cultural backgrounds that could inform culturally relevant STEM lesson planning, centering on family and home knowledge. This project began with family interviews during winter break and culminated in lesson planning and implementation during their science methods course in the spring semester. The …

Women's Experiences Of Menstrual Pain And Perceptions Of Acupuncture: A Qualitative Study, Weiting Liu, Amanda Towell-Barnard, Khui Hung Lee

Research outputs 2022 to 2026

Introduction: Menstrual pain is a common reproductive health concern that can substantially disrupt physical, emotional, and social well-being, yet it is frequently normalised and insufficiently addressed within healthcare encounters. Acupuncture is increasingly used as a complementary approach for menstrual pain management; however, little qualitative research has explored how women understand, interpret, and navigate this option within their menstrual care.

Methods: A qualitative descriptive study was conducted using four online focus groups with 14 women aged 19–46 years residing in Australia who self-reported primary dysmenorrhea. Participants were purposively sampled from respondents to a previous cross-sectional survey study who had indicated willingness …

The Parthenon, October 01, 2026, Trista Honaker, Davina Snyder, Soleil Woolard, Alana Romero-Lozano, Claire Johnson, Hannah Anderson, Tally Mamula

The Parthenon

No abstract provided.

School Funding Allocation And Non-Beneficiary Stakeholders, Ngoc Pham '27, Kavi Thakkar, Ryan Rudderham

Annual Student Research Poster Session

Do non-beneficiaries care about how school districts allocate funding gained from taxes paid by them?

A Folk Taxonomy Of Magic, Gustav Kuhn, Cyril Thomas, Griffiths Thomas

School of Psychology

Magic tricks provide a uniquely powerful window onto the boundaries of what people consider possible, and the ways in which those boundaries can be challenged. Although there exists an effectively infinite variety of magic tricks, relatively little is known about how different magical effects relate to one another at a psychological level. Previous attempts to classify magic have largely relied on the judgments of a small number of expert magicians, rather than capturing people’s intuitive understanding of magical phenomena. Here, we introduce a new multi-dimensional taxonomy of magic that treats the observable effect (e.g., an object vanishing) and the attributed …

Organizational Systems, Support Structures, And Principal Retention In Urban Secondary Schools: A Job Demands And Resources Analysis Of Belonging And Isolation, Meredith L. Perry

Electronic Theses and Dissertations

Principal turnover remains a challenge in high-poverty secondary schools, where leadership stability is critical to school improvement and student success. Although factors associated with principal attrition have been studied, less is known about how district-level systems and support structures shape principals’ experiences of connection, belonging, and professional isolation. This qualitative multiple-case study was conducted within a program evaluation context to examine how district policies, processes, and support structures functioned as job demands and job resources influencing principals’ experiences and retention decisions within a large urban school district. Guided by the job demands–resources (JD-R) framework, the study included four secondary principals …

Adolescent Health Across Asia Pacific, 2000–23: A Systematic Analysis For The Global Burden Of Disease Study 2023, Gbd 2023 Asia Pacific Adolescent Health Collaborators, Karly I. Cini, Dorothea Dumuid, Iffat Abbsar, Luo Li, Diandra Amandita Priambodo, Bhoomadevi A, Muhammad Ahmed Abdullah, Abdullah, Richard Gyan Aboagye, Swetha Acharya, Isaac Yeboah Addo, Nurudeen A. Adegoke, Ripon Kumar Adhikary, Usha Adiga, Mohd Adnan, Qorinah Estiningtyas Sakilah Adnani, Obed Adonteng-Kissi, Ebenezer Afrifa-Yamoah, Fransisca Handy Agung, Aqeel Ahmad, Khabir Ahmad, Naved Ahmad, Tauseef Ahmad, Jahanzaib Mian Ahmed, Mushood Ahmed, Shahzaib Ahmed, Kasuni H.M. Akalanka, Muhammad Nadeem Akhtar, Wole Akosile

Peninsula Medical School

Background: The Asia Pacific region is home to more than half of the world's 1·93 billion adolescents (aged 10–24 years). Addressing adolescent health in this region is of global importance, but to date a systematic analysis of key contributors to disease in adolescents has not been done, which is a barrier to responsive action. This systematic analysis of the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2023 aims to provide a comprehensive assessment of adolescent health across the Asia Pacific region, at both the subregional and national levels, encompassing burden of disease, mortality, and prevalence of adolescent …

Cannabis Retailers' Marketing Practices And Compliance With State Regulations: A 2025 Point-Of-Sale Audit In 5 U.S. Cities, Carla J Berg, Cassidy R Loparco, Matthew E Rossheim, Morgan B Speer, Elizabeth Platt, Caitlin Davie, Hermela Amdeta, Darby Mihelich, Diane M Ndisebuye, Yuxian Cui, Patricia A Cavazos-Rehg, Y Tony Yang, Scott Burris

2020-Current year OA Pubs

Cannabis retail surveillance is crucial to inform regulations and enforcement efforts. This point-of-sale audit study examined marketing practices and compliance with age verification rules, required signage, and marketing restrictions among 161 cannabis retailers in 5 US cities in states authorizing nonmedical cannabis retail (Los Angeles [LA], California; Las Vegas [LV], Nevada; Denver, Colorado; Portland, Oregon; Seattle, Washington) in summer 2025. Descriptive and bivariate analyses characterized retailers overall and across cities. Overall, 84.5 % of retailers requested age verification upon entry (range: Seattle = 43.3 % to LV = 100 %); 8.1 % never verified (range: LV/Denver = 0 % to …

Spatial Bias In Quality Of Estimated Delivery Date Records In The Electronic Health Record, Abigail Lewis, Randi Foraker, Min Lian, Min Zhao, Inez Oh, Aditi Gupta, Antonina Frolova, Philip R O Payne

2020-Current year OA Pubs

OBJECTIVES: This study evaluates the quality of estimated delivery dates (EDD) captured in electronic health record (EHR) systems, focusing on identifying and quantifying bias in these estimates for patients seeking prenatal care.

MATERIALS AND METHODS: We measured spatial and racial biases in the completeness and concordance of EDDs recorded in the EHR for patients seeking prenatal care. Element presence and agreement were compared across the catchment area to identify spatial patterns of bias in EDD records.

RESULTS: We obtained 38 477 unique pregnancy episodes in the EHR representing 33 081 unique patients between 2018 and 2022. Clear spatial and racial …

High-Grade Astrocytoma With Piloid Features: A Clinical And Genomic Analysis Of Prognostic Factors Using A Large Cohort, Shuodan Zhang, Omar H Butt, Sonika Dahiya, Et Al.

2020-Current year OA Pubs

BACKGROUND: High-grade astrocytoma with piloid features (HGAP) is a recently defined tumor type that is not well understood. Prognostic factors of clinical outcomes are not well established.

METHODS: Methylation profiling was performed on tumor samples, many at the National Cancer Institute (NCI) Laboratory of Pathology, and others from publicly available sources. Methylation classifier scores of ≥0.90 to the HGAP class on the NCI-Bethesda classifier version 3 were included. Clinical features were collected from the medical record. Survival analyses were performed using the Kaplan-Meier and Cox-proportional hazards methods.

RESULTS: The cohort comprised 421 patients. There were high rates of ATRX alteration …