Digital Commons Network^™

Misodice: Multi-Agent Imitation From Mixed-Quality Demonstrations, The Viet Bui, Tien Mai, Hong Thanh Nguyen

Research Collection School Of Computing and Information Systems

We study offline imitation learning (IL) in cooperative multi-agent settings, where demonstrations have unlabeled mixed quality - containing both expert and suboptimal trajectories. Our proposed solution is structured in two stages: trajectory labeling and multi-agent imitation learning, designed jointly to enable effective learning from heterogeneous, unlabeled data. In the first stage, we combine advances in large language models and preference-based reinforcement learning to construct a progressive labeling pipeline that distinguishes expert-quality trajectories. In the second stage, we introduce MisoDICE, a novel multi-agent IL algorithm that leverages these labels to learn robust policies while addressing the computational complexity of large joint …

December 2025 Title Changes & Checking In, Willa Tavernier

NASIG Newsletter

No abstract provided.

2025 December 1 - Faculty Senate Agenda And Minutes, Faculty Senate, East Tennessee State University

Faculty Senate Agendas and Minutes

No abstract provided.

An Analysis Of Face Synthesis Methods And Their Influence On Human Perception, Maha Habib Almaimani

All Dissertations

Synthetic faces (e.g., computer-generated characters) have been increasingly utilized across various fields, including entertainment, healthcare, and education. Perceptual studies are often conducted to understand how synthetic faces are perceived by humans, aiming to enhance both quality and user experience in these domains. Over the years, numerous methods have been developed to create synthetic faces, ranging from traditional techniques such as image composites, Active Appearance Models, and 3D Morphable Models to more recent machine-learning-based frameworks like Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs).

Despite the growing adoption of synthetic face generation and the variety of algorithms available for their creation, …

Front Matter, University Of Michigan Law School

Michigan Journal of Gender & Law

Front Matter for Volume 32, Issue 2 of Michigan Journal of Gender & Law

A Comparative Analysis Of The Lack Of Contractual Protections In Female Dominated Opportunities: Collegiate Competitive Dancers And Cheerleaders Compared To Ncaa Student-Athletes And National Pageant Organization Titleholders Compared To Employees/Independent Contractors, Abigail Church

Michigan Journal of Gender & Law

The lack of contractual protections and regulations throughout female-dominated opportunities is abundantly clear in the collegiate competitive dance & cheer and the national pageant organization titleholders. Collegiate competitive dancers and cheerleaders have no standardized contractual requirements regarding their commitment to an academic institution or their engagement in NIL opportunities. Their NCAA recognized student-athlete counterparts, on the other hand, have extensive regulations and protections in place for both categories of contracts. In the pageant industry, pageant titleholders have no protection against the all-too-common procedural and substantive unconscionability of their service agreements, which can be found in confidentiality and arbitration clauses. In …

Gender And Consensus On The Courts, Kaleigh A. Ruiz

Michigan Journal of Gender & Law

During group deliberation, women tend to be the harbingers of compromise, vying for consensus on even the most contentious topics. However, women cannot succeed in this endeavor if gender bias prevents their voices from being heard. In federal courts, collaboration is essential to reaching the simple majority needed to resolve a case. While the courts already function under norms of collegiality during deliberations, the practice of writing a separate opinion to acknowledge disagreement with a majority opinion remains relatively common. In this Article, I test two competing theories as to the effects of women judges on consensus. On one hand, …

Health Care Civil Rights: Addressing The American Maternal Mortality Disparity Through Health, Law, And Policy, Victoria Pedri

Michigan Journal of Gender & Law

The United States is facing a pressing issue in maternal health, standing out as uniquely dangerous among similarly situated nations, with significant disparities in maternal mortality rates, particularly affecting Black American pregnant people. This paper, “Health Care Civil Rights: Addressing the American Maternal Mortality Disparity Through Health, Law, and Policy,” argues that by addressing the root cause of the Black Maternal Mortality Disparity (BMMD)—structural racism—and implementing rigorous, enforced standards of care, the United States can ensure safer childbirth experiences for Black pregnant people. Utilizing intersectional and anti-racist frameworks, the analysis identifies inferior medical care, particularly in diagnosing and treating preventable …

Optimal Anthropometric Discharge Criteria From Treatment Of Wasting: Meta-Analysis Of Individual Patient Data From 34 Studies, Lilia Bliznashka, Sandhya Chaudhary, Susan Rattigan, Sheila Isanaka, Ruth Adah, Tahmeed Ahmed, Nur Alam, Rodrigue Alitanou, Paluku Bahwere, Helen Nabwera

Paediatrics and Child Health, East Africa

Background: Community-based treatment of acute malnutrition saves lives, but recovered children remain at risk of relapse post-discharge. Strategies to reduce this risk may include modification of anthropometric discharge criteria.

Objectives: This study aims to compare the diagnostic accuracy of anthropometric indices to reduce post-discharge relapse risk.

Methods: We searched PubMed from inception to June 2022. We included studies that enrolled children aged 0–59 mo successfully treated for severe or moderate acute malnutrition (SAM or MAM), assessed anthropometry at discharge, and had ≥1 follow-up assessment ≤6 mo post-discharge. Pooled sensitivity and specificity for anthropometric indices at discharge over multiple cutoffs were …

Program Development And Evaluation & Clinical Skills Of A Comprehensive Screening Tool For The Pediatric Population, Keegan S. Lepkowski

Occupational Therapy Doctoral Capstones

This capstone project focused on occupational therapy screening tools for the pediatric population within the areas of specialization of program development and evaluation and clinical skills. The literature revealed that there is a lack of recognition of the intent, knowledge, and access to screening and how it fits within the overall evaluation process. To address this gap, this capstone project aimed to create a positively perceived comprehensive screening tool for occupational therapy clinicians to utilize for the early identification of developmental delays within preschool-aged children. This capstone project also aimed to organize a screening program in coordination with local schools/daycare …

The Power Of Core Memories In Financial Education For Gen Alpha Children, Karen Richel

Journal of Human Sciences and Extension

Financial education plays a critical role in shaping lifelong financial behaviors and decision-making skills. To create a lasting impact, it is essential to establish core memories associated with money management from an early age. This article explores the significance of these foundational experiences and their role in financial education for Gen Alpha children.

A series of eight immersive financial education events was developed to meet state and national standards for students in pre-kindergarten through sixth grade. These events employ play-based and object-based learning approaches, immersing students in engaging, age-appropriate activities that incorporate real-world scenarios. By creating a fun and memorable …

Enhancing Youth Learning Outcomes Of Travel Programs Through Storytelling, Gary Ellis, Parisa Paymard, Dottie Goebel, Darlene Locke, William F. Zanolini, Emily Catalan, Kelley Ranly

Journal of Human Sciences and Extension

We conducted two studies to evaluate strategies that Extension educators may use to enrich youth travel program experiences. Study 1 evaluated the effects of telling stories about attractions before site visits on youth experiences and learning outcomes on site. Seventeen youth in a 4-H program designed to promote cultural understanding visited eight attractions in Costa Rica. The evening before visiting three sites, youth were told a fictional or cross-fictional story about the sites. The stories elicited imaginary travel to the site (narrative transportation). After visiting the sites, the youth reported the extent to which they felt like they were in …

Food Access And Food Insecurity Among Early Childhood Educators And Staff Prior To And During The Covid-19 Pandemic: A Mixed Methods Pilot Study, Rahel Mathews, Leah Pylate, Will Davis, Elizabeth Thorne, Jamila Taylor, Shecoya White, Bennett Pope, Emma Bryant

Journal of Human Sciences and Extension

Emerging research indicates that 40% of early childhood education (ECE) workers experience food insecurity. The purpose of this study was to describe the food insecurity and food access of Head Start teachers and staff in Mississippi before the COVID-19 pandemic and to understand how COVID-19 affected food access. A mixed-methods design was employed using cross-sectional surveys, at two different time points, and three focus groups. Three Head Start centers from the Mississippi Coast participated. Approximately 52% of teacher and staff respondents experienced food insecurity before COVID-19; during the pandemic, their level of food insecurity worsened from low to very low …

Evaluating The Effectiveness Of Relationship Education For Latino Adolescents, Joshua J. Turner, Esra Şahin, Kay Bradford, Brian J. Higginbotham

Journal of Human Sciences and Extension

Adolescent romantic relationships are often characterized as exploratory and fleeting; however, they have lasting impacts on individual well-being and relationship quality during and beyond adolescence, shaping future relationship expectations and quality (Collins, 2003; Madsen & Collins, 2011). Adolescent relationship education is an important programmatic feature under the broader umbrella of family life education (Simpson et al., 2018). Previous evaluative studies document positive outcomes in educating adolescents on how to build and recognize healthy relationships (Bradford et al., 2023; Kerpelman et al., 2010); however, research remains limited in addressing potential benefits for adolescents from historically underrepresented groups. This study addresses this …

Referral Strategies For Recruitment And Engagement Of Community Adults Into Online Extension Health Programs, Cheryl L. Eschbach, Dawn A. Contreras, Holly B. Tiret

Journal of Human Sciences and Extension

This article shares details behind building organizational capacity to establish program referrals for statewide recruitment of community adults into Cooperative Extension’s online health programs. This study explores the role of intentional recruitment strategies (active and passive) to increase participant program enrollment into health education and shares examples from one state that has created a trained workforce that offers ongoing research- and evidence-based programs. After many years of trying paper, phone, and electronic medical record methods to increase program reach, Michigan State University Extension tried an electronic referral process via a QR code and web link, accompanied by program marketing, to …

Teaching Leadership In The Context Of Crisis: Connecting Organizational Leadership And Crisis Competencies In A Faculty Leadership Education Program, Caitlin Lunzmann, Nicole Lamee Perez Stedman, Matthew Sowcik

Journal of Human Sciences and Extension

This research focused on enhancing leadership instruction in colleges of agriculture. A multi-institutional research team initiated a program to teach agricultural and natural resource faculty how to create leadership-oriented case studies for undergraduates. Forty faculty members participated in an online training academy centered on Bolman and Deal’s Organizational Frames and case study writing. Following the academy, these faculty members participated in field experiences in the southeastern U.S. to gather data on natural disasters, which they used to write case studies about leadership in agriculture. Though the program focused on organizational leadership, it also discussed leadership in the context of natural …

Exploring The Educational Needs Of Family Caregivers For Patients With Dementia, Karen L. Franck, Janet Fox, Ann A. Berry, Kristen Johnson, Jessica Taylor, Matt Devereaux

Journal of Human Sciences and Extension

Family members who care for patients diagnosed with Alzheimer’s and dementia often face significant stressors and challenges that impact their quality of life. As part of a project to develop Extension educational materials and resources specifically for family caregivers, we conducted an online needs assessment survey with 196 adults in the U.S. Participants identified doctors, the internet, and caregiver support groups as top sources of information about dementia. They were interested in strategies to help them manage stress, address patient behavioral issues, and access locally available resources. Furthermore, they were interested in attending educational programs with other caregivers. These findings …

Infographic | Seal!Nd Reach And Impact In 2024-2025, Rashid Ahmad, Shawnda Schroeder

Indigenous Health Faculty Publications

Over the past decade, the North Dakota Health & Human Services Oral Health Program (OHP) has completed more than 23,000 student visits through SEAL!ND, a statewide school-based sealant program that brings preventive dental care directly into schools. In 2024–25, SEAL!ND reached 69 schools across North Dakota, providing dental screenings, sealants, fluoride varnish applications, oral health education, and referrals to students who might otherwise lack access to care.

The Wisdom-Ing Of Academia: A Servant-Leadership Perspective, Kathleen Patterson, Jeffrey Brauch, Don Finn, David Wallace, Jeffrey Anderson, Dorothy Hargett

International Journal of Servant-Leadership

This article looks at the wisdom-ing of academia as more faculty members choose to delay retirement, continue working in varied ways, and are vibrant to the academy. Robert K. Greenleaf (1998), who is best noted as the Father of Servant Leadership, called aging the ultimate test of spirit. The authors represent Regent University’s Faculty Senate and look at this wisdom-ing, or graying, of faculty members through a Servant Leadership lens, a Biblical perspective, and then cognitive considerations, to provide insight into higher-education at large. We, the Regent University Faculty Senate, then share insights we learned from anecdotal casual conversations with …

Reviving Civil Discourse: A Leadership Imperative In The Age Of Polarization, Katie Herritage

International Journal of Servant-Leadership

This paper examines the current erosion of civil discourse as a pressing leadership challenge in an era defined by polarization and distrust. Civil discourse, the respectful and constructive exchange of ideas, underpins democratic societies yet is increasingly undermined by hostile rhetoric and deepening societal divides. Drawing on servant-leadership and relational leadership theory, this study explores how leaders can counteract this decline by fostering trust, empathy, and open dialogue. The discussion is grounded in the philosophical contributions of bell hooks, Friedrich Nietzsche, Viktor Frankl, Mahatma Gandhi, and Martin Luther King, Jr., whose ideas illuminate pathways for revitalizing civil discourse through compassion, …

Teaching With A Servant's Heart: Pedagogy Of The Finest Kind, Rocky Wallace

International Journal of Servant-Leadership

In an age when improved customer service is receiving increased attention across the corporate landscape, current organizational thought is devoting a renewed emphasis on servant-leadership. Ironically, although often with a macro corporate focus, this “leading from the heart” is also transformative in the classroom and aligns well with what should be the core value non-negotiable for all educators in the world of higher education.

A Critical Reflection On Servant-Leadership Through The Lens Of Gender And Race-Ethnicity, Helen H. Chung, Don Lee, Brie Solberg

International Journal of Servant-Leadership

To date, gender and race-ethnicity as social identities are underexplored in the servant-leadership literature. In our critical reflection, we problematize this gap by discussing some underlying assumptions about the promise of servant-leadership flattening relational hierarchy and rendering women an advantage. This paper integrates a review of 51 journal articles published from 2009 to 2023 that explore servant-leadership related to gender and race-ethnicity and researcher paradigms that define constructs of gender and race-ethnicity. Our discussion is guided by two broad questions: 1) How are gender and race-ethnicity explored in the servant-leadership literature? 2) How do servant-leaders conceptualize or experience their own …

Dei And The Servant-Leader, Carmen Dela Cruz

International Journal of Servant-Leadership

After the June 2023 Supreme Court decision eliminating race as a consideration in college admissions, Diversity, Equity, and Inclusion (DEI) initiatives in higher education became a target. As a result of the Supreme Court’s decision, some states began closing or renaming their DEI offices even before President Trump’s reelection. Since President Trump began his second term, his administration has made dismantling DEI initiatives a top priority. So, now is a crucial time to continue the work of civil rights and social justice in the United States. It is essential that we have leaders that are willing to carry out DEI …

Chapter 4 Slides: Core Competencies In Rehabilitative Health Sciences, Lisa Dunkley

Internship, Practicum, and Capstone: A Guide for Health Sciences

No abstract provided.

Chapter 8 Slides: Self-Care, Stress, And Safety In Rehabilitation Professions, Lisa Dunkley

Internship, Practicum, and Capstone: A Guide for Health Sciences

No abstract provided.

Wofford Today Winter 2025, Wofford College. Office Of Marketing And Communications

Wofford Today

No abstract provided.

Chapter 5 Slides: Challenges And Problem-Solving In The Field, Lisa Dunkley

Internship, Practicum, and Capstone: A Guide for Health Sciences

No abstract provided.

Volume 109, Number 2 (2025)

Judicature

No abstract provided.

An Implementation Science Analysis Of An Ethanol Cooking Fuel Promotion Project In Dar Es Salaam, Tanzania, Megan Benka-Coker, Maggie Clark, Marc Jeuland, Wubshet Tadele, Fiona Rick, Remidius Ruhinduka, Heather Miller, Harry Stokes, Ashlinn Quinn

Health Sciences Faculty Publications

In 2019, the United Nations Industrial Development Organization (UNIDO) launched the “Promotion of Bio-Ethanol as Alternative Clean Fuel for Cooking in the United Republic of Tanzania” project with an aim to promote and distribute 500,000 bioethanol stoves in Dar es Salaam by 2024. The “Proof of Concept” Phase I of the project aimed to sell 110,000 stoves and establish a strong retail market for ethanol fuel. In this study, we conduct an implementation science analysis of Phase I of the project, describing the roll-out of this market-based bioethanol stove program. Leveraging program administrative data, individual interviews and focus-group discussions, we …

Globalizing The Factory Farm: International Organizations And The Spread Of Industrial Animal Agriculture, Zach Wulderk, Allison Troy Phd

General – Farm Animal Issues

This Faunalytics study explores the ways that development finance institutions, United Nations agencies, and others directly and indirectly support factory farming in low- and middle-income countries. With key insights from people working in and alongside these international organizations, advocates can ensure they are equipped with the most effective outreach strategies.