Digital Commons Network^™

Ai-Generated Content And Cultural Preservation: Toward A Research Agenda, Ryo Shiozaki

Proceedings from the Document Academy

This paper maps the theoretical and practical challenges of preserving AI-generated content (AIGC) and proposes a coordinated research agenda rather than policy prescriptions. AIGC reveals the networked, processual nature of cultural production, challenging assumptions about human authorship, singular intentionality, and linear transmission. We identify forces that dissolve boundaries—indistinguishability, distributed intentionality, and recursive training loops—examine legal patchworks across jurisdictions, and consider evolving social perceptions that shape cultural recognition. Extending document theory toward evaluation that gives priority to function and drawing on social ontology, we argue that preservation and recognition are mutually constitutive. We outline a coordinated agenda across three fronts: theoretical …

A Qualitative Exploration Of Personal Archiving At The Crossroads Of Ai, Aging, And Documentation, Vanessa Reyes

Proceedings from the Document Academy

As we age, our relationship with our personal archive evolves as we experience cognitive shifts. This is even more so if we experience a reality that is shaped by Artificial Intelligence (AI). AI is increasingly managing personal information through automated curation and personalized AI software interactions tailored to users (Hayes & Downie, 2024), sometimes completely unbeknownst to users. Meanwhile, AI-driven automated curation is also helping older adults manage their archives, influencing their ability to maintain agency over their life documentation practices. Older adults use a variety of health-monitoring technologies, such as the Apple Watch, the Samsung Smartwatch, and the Fitbit. …

Docemes And Document Embeddings, John Kausch

Proceedings from the Document Academy

This position paper takes Niels’ Lund concept of doceme and applies it to an analysis of a contemporary information retrieval system for Wikipedia, constructed using the Vector Database system “Upstash Vector.” It begins with a theoretical analysis of the capacity for machine learning models to comprehend language, situating its position within that wide debate. It proceeds to discuss issues between the use of the term “semantic” in an data science vs. information science context. Finally, it applies theories from Lund’s doceme and Ron Day’s Documentarity to an analysis of the Upstash Vector dataset located on hugging face, closing with a …

A Documentalist Critique Of Information Science, Michael K. Buckland

Proceedings from the Document Academy

The paper examines the claim that new developments in document theory, sometimes referred to as “neodocumentalism,” constitute a radical challenge to orthodox information science theory. Related terminology is clarified and the disparate language needs of information practice and information theory are identified. The use of metaphor and figurative language is beneficial for practice, but detrimental for theory development. Finally, two linear models of documentary activity (reading and writing; reception and expression) are shown to form a single unified model.

Back Matter

Purdue Journal of Service-Learning and International Engagement

Back matter for PJSL 12 (2025)

Homeowner Well-Being And Community Livability, Leo Malachowski, Bridget Heindl

Purdue Journal of Service-Learning and International Engagement

Our project focuses on revitalizing the community by designing homes that reflect each homeowner’s unique preferences, fostering a sense of ownership and emotional well-being. In collaboration with Habitat for Humanity of Lafayette and guided by Ruut Veenhoven’s quality-of-life framework, we aim to create affordable housing initiatives that meet both financial and personal needs while strengthening community connections. Our work with the first homeowner, Carla, demonstrates how personalized housing enhances safety and belonging, transforming a house into a home that inspires pride.

As researchers, participating in this project has broadened our perspective beyond Purdue, especially through meaningful connections with homeowners such …

Editorial, Elizabeth B. Brite

Purdue Journal of Service-Learning and International Engagement

Editorial for PJSL 12 (2025).

The Effectiveness Of Rehabilitative Activities In Social Reintegration Of Ex-Parolees Into Guyanese Society, La-Toya Lucrisha Arthur-Tucker

Walden Dissertations and Doctoral Studies

Many parolees struggle with successful reintegration into society. Further research was needed to assess the benefits of parole for both parolees and former parolees in Guyana, the only English-speaking country in South America. The insights of ex-parolees may make the country’s parole process more meaningful to offenders’ rehabilitative experience and overall social reintegration. The purpose of this qualitative study was to understand the effectiveness of rehabilitative activities in the social reintegration of ex-parolees into Guyanese society. The risk–need–responsivity model, general strain theory, and social support theories provided a framework for the investigation. The focus was on ex-parolees who had been …

Ethical Decision-Making And Modification Of Service Delivery: Social Workers In Connecticut During Covid, Marie Elana Hollingsworth

Walden Dissertations and Doctoral Studies

Social work professionals often experience demanding and intense situations while facing organizational restructuring during crisis situations. The purpose of this generic qualitative study was to explore the viewpoints of frontline social workers regarding their ethical decision-making processes in response to the mandatory modifications of the service delivery protocol during the COVID-19 pandemic. Enck’s biomedical and ethical decision-making framework grounded the study. Data were collected from semi-structured interviews with 10 frontline social workers in Connecticut who had been employed with a social service agency for at least 3 years, but no more than ten. Findings from coding and thematic analysis yielded …

Lyari: A War Unseen, Sammi Deen

MSJ Capstone Projects

This capstone explores the conflict in Lyari Karachi and its enduring aftermath on the locals. It examines the lived experiences of conflict victims, their families and the profound psychological traumas resulting from prolonged violence. The study highlights how the conflict continue to shape everyday life in Lyari.

My capstone provides overview of the Lyari conflict, followed by an in-depth analysis of its social and human consequences. It documents the impacts on locals’ communities, particularly victims’ families, and illustrates how the conflict not only devastated lives but also contributed to the spread of drug abuse, lawlessness, and a culture of unaccountability, …

Protecting ‘Punks’: The Shortcomings Of The Prison Rape Elimination Act, Rachel Goldsmith

Binghamton University Undergraduate Journal

Prisoner-on-prisoner sexual abuse is widespread in US male prisons, with inmates “turning each other out” by sexually assaulting each other. While the Prison Rape Elimination Act (PREA) received unanimous support in Congress in 2003, motivated by the Human Rights Watch Report “No Escape: Male Rape in Prisons,” scholars argue that the PREA fails to protect prisoners from prison rape: for example, its standards may be ineffective or criminalize consensual sex between prisoners. This essay will examine the shortcomings of the PREA, drawing on current legal scholarship, and propose solutions to enhance the law's effectiveness in protecting prisoners. The US government …

Development And Diffusion Of The Social Capital Index (Soci), Dean Kyne, Daniel P. Aldrich, Dominic Kyei

Sociology Faculty Publications

Social capital influences community disaster preparedness, response, and recovery. In 2020, Kyne and Aldrich introduced the Social Capital Index (SoCI), a pioneering, publicly available county-level measure capturing bonding, bridging, and linking social capital across the United States. Since then, the SoCI has been widely adopted across disciplines and applied in diverse research contexts. Five years later, emerging theoretical developments and expanded data availability offer an opportunity to reassess its diffusion and strengthen its methodological foundations. This study addresses three objectives: (1) revisiting the conceptual roots that informed the original index, (2) examining its diffusion through citation and co-citation analyses of …

Secondary Students’ Mental Health And Absenteeism Post-Covid-19: School Social Workers’ Perspectives, Tiffany Hines Sutton

Walden Dissertations and Doctoral Studies

School social workers practice in a post-COVID-19 educational context where anxiety, depression, and emotional dysregulation are closely associated with chronic absenteeism among middle school students. This practice problem is central to clinical social work because distress-based avoidance is often misinterpreted as defiance, resulting in punitive responses that intensify disengagement. The purpose of this doctoral project was to explore how school social workers perceive and respond to the interconnected dynamics of student mental health and chronic absenteeism following COVID-19. Bronfenbrenner’s ecological systems theory guided the inquiry. A qualitative descriptive design was employed using semi-structured interviews with 10 middle school social workers …

Satellites, Urban Heat, And Environmental Justice: Community As The Bridge Between Analysis And Action, Joshua B. Fisher, Ambar Rivera, Ava Cison, Ashley Agatep, Kainani Tacazon, Sophia Spiegleman, Alison Mckenery, Rio E. Fisher, Reginald Archer, Jason A. Douglas

Biology, Chemistry, and Environmental Sciences Faculty Articles and Research

Heat waves are increasing in frequency, intensity, magnitude, and duration, causing a disproportionate impact on marginalized communities exposed to urban heat islands. Newly emerging spaceborne thermal sensing instruments, such as ECOSTRESS and Hydrosat, now have the capabilities to measure urban surface temperatures accurately at the block level (< 100 m) and with enough frequency to capture transient heat waves (daily to subweekly). Such data are critical for monitoring and informing policy and mitigation efforts, such as resurfacing, green space, cooling stations, and medical mobilization. These serve to advance environmental justice and reduce health risks—and deaths—among the most vulnerable: minority, low-income, elderly, those with physical- and mental-health preconditions, unhoused, children, and outdoor workers. While scientists have increasingly used satellite data to quantify urban heat islands and risks to communities, there remains a significant gap in action resulting from such analyses—a figurative and literal “valley of death.” Reviewing over 500 scientific publications, we identify a critical lack of engagement with the communities being analyzed (10.9%; n = 58); yet, community engagement is key to bridging such analysis with subsequent action. Here, we demonstrate how participatory community engagement directly with data and analysis leads to increased policy changes and mitigation efforts. Our framework has immediate implications for how scientists may augment their work and thought processes to achieve …

Community College Library Digital Branches And Their Communities, Helen Cozart

SLIS Connecting

Community Colleges have long been a staple of American life. They offer an affordable education that is transferable to a four-year school or certification in a trade. Since they are in the community, costs can be further lowered by allowing traditional students to live at home and non-traditional students to be with their families and workplaces (Princeton Review, n.d.). Many community colleges actively engage with their communities, encouraging attendance and offering community enrichment programs. Community college libraries can occupy a powerful position in this relationship, creating an environment for the public that is inviting and encouraging through their physical offerings …

Miss Me With That Misinformation: A Content Analysis Of Library Websites’ Resources Against Misinformation, Cheyenne Brady

SLIS Connecting

From the C.R.A.A.P. test to webinars and videos on how to fact-check properly, it is now more important than ever that librarians aid patrons in sharpening their critical analysis skills, especially through passive means. However, on that front, are all library websites created equal? This research examined programming and resources related to information and digital literacy through a content analysis of public and academic library websites.

Shu World Review- February 16th 2026, Diplolab

SHU World Review

No abstract provided.

Competencies And Preparation For Addressing Poverty In Counselor Education: A Q Methodological Study, Seneka Rachel Gainer

Journal of Counselor Preparation and Supervision

This study explored the competencies needed to prepare counselors to address the systemic and relational impacts of poverty within counselor education. Using Q methodology, expert participants identified critical knowledge, skills, and awareness factors required for effective practice. Two distinct factors emerged: (1) the centrality of relational competencies such as empathy, cultural humility, and trust-building, and (2) the necessity for curriculum-wide integration of poverty-specific training and systemic advocacy. Findings highlight the need for counselor education programs to embed poverty-related competencies across curricula, foster interdisciplinary collaboration, and develop experiential and advocacy-based training models. Implications for counselor education, accreditation standards, and professional development …

The Feminist Impostor Phenomenon Approach (Fipa): A Feminist Approach To Addressing Impostor Phenomenon In Novice Counselors, Isabel Springer, Kelly Emelianchik-Key

Journal of Counselor Preparation and Supervision

Impostor Phenomenon (IP) is known to affect new professionals in health professions, yet there is little to no academic literature available on how it affects early career counselors and how it can be addressed. Novice counselors (NC) frequently experience extreme anxiety and feelings of fraudulence around their professional performance. Feminist mentorship and interventions can help alleviate IP and foster self-efficacy and confidence in new counseling professionals. The Feminist Impostor Phenomenon Approach (FIPA) consists of a three-hour workshop educating participants through a feminist lens about IP and relevant coping strategies, and subsequent weekly consciousness-raising groups where coping strategies are reinforced, and …

Artificial Intelligence Literacy In Counselor Education: The Developmental Ai Literacy Framework, Leo Gonzalez Jr.

Journal of Counselor Preparation and Supervision

Artificial intelligence (AI) is transforming counselor education, yet frameworks for preparing counselors-in-training (CITs) to use AI remain limited. This article introduces the developmental AI literacy framework (DALF), a conceptual model integrating developmental theory, professional identity formation, and AI literacy. The DALF reframes AI literacy as a developmental competency comprising intentional AI use, critical evaluation, ethical engagement, and awareness of professional identity. The framework outlines three stages, including foundational awareness, reflective application, and integrated professionalization, that parallel CITs’ growth from dependence to autonomy. Pedagogical, developmental, and research implications are provided to guide ethical and reflective AI integration in counselor education.

Disconnected Connection, Dyane L. O'Leary

Arkansas Law Review

Lawyering is a human experience in a digital world. Lawyers have long derived pride from labels like personal counselor, trusted advisor, and steady confidant. Sure, sometimes a productized legal service or one-off Turbo-Tax-style filing is all a client needs. But it’s still a people profession, the lifeblood of which is connection with others: clients, colleagues, witnesses, and countless more. Calls for attention to lawyers’ so-called “soft” skills have grown louder in recent years, tagged with descriptors like “people” or “business” or “professional” skills. Modern communication tools facilitate connection and relationship building like never before. But that which connects us threatens …

Adolescent Math Anxiety: Teachers' Grouping Approach At The Intersection Of Multiple Student Identities, Dara Shifrer, Hannah Sean Ellefritz, David Hernandez-Saca, Allison Roda, Karla Santana Martinez

Sociology Faculty Publications and Presentations

Math anxiety represents a substantial barrier to many students’ math learning. In this paper, we apply interdisciplinary perspectives to data on over 13,200 ninth graders and their math teachers from the High School Longitudinal Study. Results suggest that being perceived as dis/abled relates to heightened math anxiety regardless of adolescents’ gender, or race and ethnicity. Our intersectional approach reveals that adolescents’ expressions of math anxiety do not always correspond with gender, racial, and ethnic stereotypes, with Black girls, Black boys, and Latine boys expressing relatively low levels of math anxiety. Finally, consistent with the principles of inclusion and universal design, …

Assessing Public-Sector Readiness For Artificial Intelligence In Egypt, Renad Ahmed Anwar

Theses and Dissertations

Artificial intelligence (AI) is increasingly adopted in public-sector contexts, yet successful implementation depends on organizational readiness, particularly in developing countries. This study assesses the readiness of Egypt’s public sector for AI adoption using a qualitative expert opinion methodology. Semi-structured interviews were conducted with senior professionals from global technology firms with extensive experience working with public-sector entities in Egypt.

Guided by by an integrated framework combining organizational readiness theory, the Technology–Organization–Environment (TOE) framework, and public value and governance perspectives, the study examines strategic, organizational, human, technological, societal, and governance dimensions of AI readiness. The findings indicate that while Egypt demonstrates strong …

On Education-Occupation And Skill-Occupation Mismatches Among Generation Z In Egypt, Hamsa Mohamed Ebrahim Yousef Ebrahim

Theses and Dissertations

This thesis examines the impact of education-occupation and skill-occupation mismatches, specifically with regard to Generation Z in Egypt, with a focus on prevalence, socioeconomic factors, and their impact on youth employability and human capital utilization. The research examines education and skill mismatches through a quantitative approach, relying primarily on quantitative analysis of the Egypt Labor Market Panel Survey (ELMPS) 2023 data using multinomial logistic regression for education mismatches and probit regression for skill mismatches. The results indicate that education and skill mismatches are common among employed Gen Z, with a considerable percentage of 38-45%. This is despite the fact that …

The Impact Of Universities’ Social Media Content And Digital Brand Equity On Potential Students’ Perception, Engagement And Trust: The Case Of Egyptian Private Universities, Mahy Shoukry

Theses and Dissertations

Universities are increasingly using social media platforms as tools for marketing, brand building, and student engagement as a result of the digital transformation in higher education. This study investigates how prospective students' perceptions, levels of engagement, and trust are impacted by universities' digital brand equity and social media content. This study attempts to close the knowledge gap on how visual and user-generated information influences the decision-making processes of potential students, given the competitive environment among Egyptian private institutions. Particular focus is placed on how authenticity, video content, and images influence educational institutions' online appearance and reputation. The methodology used a …

Journeys Of Emancipation, Struggle, Or Both? Accounts From Professional Egyptian Migrant Women In Germany, Adam Eddouss

Theses and Dissertations

This thesis explores the migration experiences of a group of professional Egyptian migrant women living in Germany. By employing a qualitative approach, primarily through semi-structured interviews, and guided by migration literature, this research attempts to move away from the oversimplistic approach that migration is an ‘either or’ reality. Mainstream migration scholarship, specifically that focusing on migrant women, tends to focus on depicting migration within an emancipation-struggle binary, presenting migrant women either as victims or as heroines. This work, antithetically, describes how migrant women experiences can be complex, highlighting, both instances of strength and struggle. Grounded in the words of the …

Investigating Tau Pathology In The Retina And Anterior Segment Structures Of The Eye In A 3-Nitropropionic Acid–Induced Tauopathy Mouse Model, Mohamed Sayed Ahmed Abdel-Kader Qasem

Theses and Dissertations

Background and Objectives: Alzheimer's disease, the most prevalent neurodegenerative disorder in older adults, is characterized by accumulation of hyperphosphorylated tau and amyloid-beta (Aβ) plaques in the central nervous system. Given the retina's shared embryological origin with the brain, its direct neural connectivity via the optic nerve, and similarities in vasculature and age-related degeneration patterns, retinal pathology may serve as an early, non-invasive biomarker for Alzheimer's disease. This study employed 3-nitropropionic acid (3NP) as a pathway-specific tauopathy model driven by mitochondrial dysfunction. The study particularly aimed to investigate whether retinal and corneal tau pathology reflects underlying tau-related neurodegeneration triggered by …

Exploring Artificial Intelligence Governance In Higher Education: Policy Design, Implementation And Adaptability In Egypt, Rolane Eissa

Theses and Dissertations

The rapid adoption of artificial intelligence (AI) in higher education (HE) underscores the need for effective governance frameworks that ensure ethical use and academic integrity. Despite increased policy attention, universities face significant challenges in translating AI governance (AIG) principles and policies into coherent, practical practices within complex organizational settings. Existing research on AIG remains conceptual and focused on the Global North. It offers limited empirical insight into how AI policies are interpreted and enacted at the institutional level, particularly in HE systems in the Global South. This study addresses these gaps by examining AIG in Egyptian universities, thereby providing empirically …

Integrating Future Factory-To-Factory (F2f) Manufacturing Through System Of Systems Engineering (Sose): A Framework For Capability Beyond Constituent Systems, Polinpapilinho F. Katina, Hengtao Tang Ph.D., Anouar Hallioui

Faculty Publications

System of Systems Engineering (SoSE) is an emerging discipline focused on the design, integration, and evolution of metasystems—composed of multiple autonomous yet interdependent systems. These systems of systems (SoS) offer capabilities that exceed those of any individual constituent systems by enabling synergistic coordination, interoperability, and dynamic adaptation across diverse operational contexts. This study pursued three primary objectives: (i) to examine the role of integration in enabling emergent capabilities beyond those of individual systems, (ii) to explore SoSE as a framework for orchestrating Future Factory-to-Factory (F2F) Manufacturing, and (iii) to assess the implications of SoSE to address volatile, uncertain, complex, and …

Crew Resource Management Analyzed In Guyana Military Accident, Kaylee Lall

Student Research Symposium (SRS)

"In December 2023, a Guyana Defence Force Bell 412EP helicopter crashed in mountainous jungle terrain near the Venezuela border, killing five of the seven personnel on board. Preliminary investigation findings indicate the probable cause of the accident was pilot error, rather than mechanical failure. Due to deteriorating weather conditions, the crew deviated from the standard route and elected to fly under visual flight rules (VFR) along the Mazaruni River. The combination of limited visibility, rising mountainous terrain, and potential spatial disorientation likely contributed to this controlled flight into terrain.

This case study applies the SHELL model to analyze the interactions …