Digital Commons Network^™

Clinicians’ Reflections On Explainable Ai (Xai) In Counselor Education And Diagnostic Training: An Exploratory Qualitative Study, Kuo Deng, Xiaomeng Ye, Yi Li-Brown, Cara Miles, Angelina F. Pennino

Journal of Technology in Counselor Education and Supervision

Current approaches to teaching clinical diagnosis in counselor education and supervision often

rely on self-reports, brief vignettes, and supervisors’ recollections—methods that can be resource- intensive and prone to bias, contributing to diagnostic inaccuracy among trainees. While artificial

intelligence (AI) has gained traction in healthcare, many machine learning (ML) models function as “black boxes,” limiting transparency and educator trust. Explainable AI (XAI), which focuses on making AI processes interpretable, offers a potential solution for counselor training. This exploratory qualitative study examined eight licensed psychologists’ reflections after viewing a live demonstration of an original XAI model trained to predict depression. Using Reflexive …

Toward A Triadic Therapeutic Alliance: Understanding Client, Therapist, And Ai Relational Processes In Counseling, Jennifer Young

Journal of Technology in Counselor Education and Supervision

Artificial intelligence (AI) is integrated into counseling through chatbots, digital companions, and clinical decision-support tools. This integration challenges traditional models of the therapeutic alliance, which have historically centered on the dyadic relationship between client and therapist. To address this gap, the Triadic Therapeutic Alliance (TTA) Model of Client-Therapist-AI Relational Dynamics offers a new framework for understanding how relational processes unfold when AI becomes an active participant in therapy. The model extends alliance theory into a triadic structure that includes the client-AI and therapist-AI relationships alongside the traditional human alliance. Drawing on research in human-computer interaction and ethical frameworks of trust …

Padres Ayudando A Padres: Co-Constructing A Family-Centered Mental Health Intervention Of, By, And For Central American Immigrant Parents, Rachael Goodman, Colleen K. Vesely, Maribel Tohara Nakamatsu, Victoria Stone, Valeria Quintana, Bethany Letiecq, Amigas De La Comunidad

Trauma Counseling and Resilience

In the wake of the COVID-19 pandemic, our partners in a Central American immigrant enclave reported an increasing need to support parents and children whose mental health was negatively impacted by the confluence of underlying systemic stressors and traumatic experiences. Using our existing family-centered participatory action research (FCPAR; Letiecq, Vesely, et al., 2022) approach and guided by the transcreation model (Nápoles & Stewart, 2018), we co-constructed a mental health intervention in partnership with community members, via our community advisory board (CAB). Essential to this process was building the intervention with the community, ensuring that it was culturally and contextually grounded …

Collective Trauma And Systemic Negligence: Exploring South Korean Disasters Through Media And Cultural Narratives, Jung H. Hyun, Eunae Han

Trauma Counseling and Resilience

Disaster trauma often occurs at multiple levels, with the systemic level highlighting its collective impact on survivors. Betrayal trauma, inflicted by trusted individuals or institutions including the government, further compounds this experience. Drawing on historical and contemporary challenges in modern Korean history and recognizing their collective impact on the Korean population, this paper examines Korean betrayal trauma stemming from disasters, introduces a new concept of political betrayal trauma, and explores how media can serve as a tool for healing. Through a fictional case study, this paper illustrates how collective cultural narratives support both survivors and the broader society in validating …

Flows That Teach: Multimodal Hip-Hop Pedagogy For Equity In Special Education, Camille O'Quin, Sara Jozwik

Journal of the Arts and Special Education

Hip-Hop can be more than a soundtrack played at home, it can be a bridge between culture, language, and learning at school. This article shows how Hip-Hop pedagogy, translanguaging, and code-meshing can support students with disabilities, especially those who speak African American Vernacular English (AAVE), in the classroom setting. Grounded in culturally relevant pedagogy and translanguaging theory, the approach uses rhythm, storytelling, and performance to build narrative fluency, language awareness, and confidence. Examples include students drafting rap verses about personal experiences, holding structured cypher circles to practice turn-taking and self-expression, and blending AAVE with Mainstream American English in writing for …

Applications And Insights Of The Use Of Ethnographic Research In A Local Context Of Nepal, Dipak Raj Rai, Sunita Dangol, Megh Raj Dangal

The Qualitative Report

This paper expounds on ethnographic research in comprehending the cultural, economic, and social nuances in the Nepali local community. The paper also emphasizes the significance of ethnographic research in providing profound insights into the daily lives, traditions, and interactions of cultural groups. This writing aims to describe the historical concept of ethnography, its philosophical standpoint, types of ethnography, fields of ethnographic research and commonly used methods for collecting ethnographic data. The main idea of the paper is to present the methods employed such as participant observation, ethnographic interviews, self-reporting, and artifacts that enable the researcher to obtain the true lived …

Generation X’Sperspectives On Indonesian National Pride: A Reflexive Thematic Analysis, Rizal Kurniawan, Sartana Sartana, Avin Fadhila Helmi

The Qualitative Report

Having a sense of national pride is crucial for the well-being and progress of a country. It plays a vital role in the overall development of a nation and its people. Generation X (individuals born between 1960 and 1980) in Indonesia have experienced many national events and these events influence how they feel about being part of Indonesia. However, empirical research has not shown which events are sources of pride for them. Our study identifies sources of national pride for Generation X in Indonesia. The research data was collected using an open questionnaire and analyzed using a reflexive thematic analysis …

Translating English‑Language Cosmetic Catalogues Into Persian: A Thematic And Content Analysis Of Health Information And Product Marketing Across Cultural Contexts, Afshin Soori, Laleh Khojasteh, Sanaz Mojarrad, Sedigheh Shakib Kotamjani

The Qualitative Report

The translation of English-to-Persian cosmetic catalogues presents unique challenges due to their hybrid nature, combining health communication with marketing language. These challenges, including linguistic inaccuracies, cultural misalignment, and functional inadequacies, can compromise consumer safety and trust. This study investigates the root causes of these issues and proposes strategies to enhance translation practices. A qualitative design was employed, analyzing 100 English-to-Persian cosmetic catalogue translations and incorporating feedback from 10 experts in TESL, translation studies, and health communication. The analysis revealed recurring issues such as misinterpretations of technical terms, omissions of safety warnings, and inconsistent terminology use. These issues were primarily attributed …

Reimagining Photovoice: Leveraging Ai For Inclusive And Equitable Engagement In Refugee Research, Areej Al-Hamad, Kateryna Metersky, Yasin M. Yasin, Victoria Hayrabedian, Rezwana Rahman

The Qualitative Report

This methodology paper reimagines photovoice, a visual research method, by integrating artificial intelligence (AI), thereby expanding methodological options for both researchers and participants to foster more inclusive and equitable engagement in refugee research. Using AI-generated images, metaphors, and photocollage, displaced Ukrainian women in Canada co-created symbolic visuals to express complex emotions and experiences that may be difficult to capture through traditional photography. This approach addresses limitations of conventional photovoice by reducing technological and linguistic barriers, enhancing emotional expression, and supporting diverse representations of displacement and resettlement. Rather than replacing existing methods, this AI-assisted approach expands the methodological options available to …

A Systematized Review Of Parent Experiences With Special Education Placement In Rural Communities, Madeline Bishop

Educational Specialist, 2020-current

Parents of children enrolled in special education programs often face unique challenges, particularly in rural settings where access to resources and communication with school personnel can be limited. This systematized review explores how rural school systems can best support parents during the special education process. A systematized review of articles published between 2005 and 2025 was conducted. A thematic analysis of 20 articles revealed 3 themes following the review: benefits and barriers to rural special education, professional relationships, and parents’ strain and appreciation. Overall findings highlight the importance of the experiences between parents and school personnel regarding special education. Limited …

Cognitive Flexibility In Broader Autism Phenotype: Does Bilingualism Benefit And Emotion Hinder?, Nardin M. Yacoub

Theses, Dissertations and Culminating Projects

The broader autism phenotype (BAP) is a milder manifestation of autistic traits just below the clinical threshold for Autism Spectrum Disorder (ASD), and provides a framework for studying and defining these traits in individuals related to autistic people. Cognitive flexibility (CF) is an executive functioning (EF) skill characterized by the ability to switch between tasks or thoughts based on environmental demands. The current study examined whether BAP was associated with CF and how bilingualism and emotion influenced this relationship across development. Previous research has found that bilinguals show enhanced task-switching abilities. Individuals with BAP may show differences in emotional processing, …

Towards The Systematic Cross-Civilizational Comparison: How Civilizations Work Case 3: The Chinese Case, Tiantian Wu

Comparative Civilizations Review

Drawing on Liah Greenfeld’s (2024) framework of Systematic Cross-Civilizational Comparison, this study examines Chinese civilization as an enduring and culturally autonomous system shaped by its unique first principles, “the Great Unity”, which integrates Confucian orthodoxy, political legitimacy, and cultural tradition into a coherent worldview. Historically, this framework justified dynastic rule through moral virtue and the Mandate of Heaven, forming a durable model of statecraft that incorporated Taoist, Legalist, and Buddhist influences. Expressed and perpetuated through the Chinese language, these principles have systematically shaped the civilization’s modes of thought, ethics, and emotional patterns. Although the Opium War and subsequent “Century of …

The First Principles Of Chinese Civilization: Relationalism And Pragmatism, Sai Zhang, Yongnian Zheng

Comparative Civilizations Review

This article examines the first principles of Chinese civilization, relationalism and pragmatism, through Liah Greenfeld’s (2024) definition of civilization as a distinct cultural reality. By comparing Chinese civilization with others, particularly in the context of globalization, we seek to identify its distinctive characteristics. Our overview analysis draws on interdisciplinary literature (including linguistics, philosophy, sociology, political economy, and social psychology). We argue that the complexities of Chinese civilization require a nuanced understanding of its first principles, which are codified in language and cognition. The article explores how these principles manifest in mainstream thoughts such as Confucianism and Legalism, influencing social structure …

Temporal Legitimacy And Civilizational Logic: A Sociological Perspective On The Foundational Principles Of Chinese Civilization, Yuk Man Cheung

Comparative Civilizations Review

This article departs from the recent social-scientific analytical framework for comparative civilizations proposed by the sociologist Liah Greenfeld (2024a, 2024b, 2025) and puts forward several basic conjectures regarding the analysis of the characteristics of Chinese civilization, with the aim of assisting our understanding, execution, and integration of empirical studies. Precisely because these are conjectures, they differ from conventional academic research–especially the case-study-oriented research style dominant in contemporary Anglophone academia. Accordingly, this article can only be regarded as an attempt that, starting from sociological theory, offers preliminary conjectures and tentatively constructs a theoretical framework within which specialists from different fields may …

Cognitive Foundations Of The Absence Of Antisemitism In Japan: Towards A Civilizational Perspective, Chikako Takeishi

Comparative Civilizations Review

This paper explores the gap between civilizations in the forms antisemitism takes and the cognitive modes on which it is based, given its significance for comparative civilizational analysis. Antisemitism is characterized by two features — the expressive nature of violence and an orientation toward the elimination of an entire group — which are particularly salient compared to other forms of anti-sentiment familiar in the age of nationalism. In the first section of this paper, I argue that antisemitism exhibiting these features has not been present in Japanese history. The subsequent sections, building on Greenfeld’s theory of civilization, examine existential envy …

Children’S Literature As A Site Of Cross-Civilizational Analysis: Hong Kong In Crisis After 2019, Faye Dorcas Yung Schwendeman

Comparative Civilizations Review

This paper applies Liah Greenfeld’s cross-civilizational framework to Hong Kong children’s literature published from 2017 to the present, with emphasis on post-2019 works. Existing scholarship argues that 2019 marked the crystallization and mass diffusion of Hong Kong national consciousness; a nationalism lens therefore helps explain the intensified production of Hong Kong-centered narratives, civic pedagogy, and Cantonese-language transmission. I argue, however, that nationalism does not fully account for a crisis register that becomes salient in parts of the corpus: texts that frame the conflict as a struggle over singular truth, counter-memory, and intolerable contradiction, and that assign to ordinary people a …

The “Original Spirit” Of Chinese Civilization: Wang Huning And The Indigenization Of Reform In Post-Mao China, Chandler Rosenberger

Comparative Civilizations Review

For several centuries, modernizing intellectuals in China have struggled with the question of how to move their country forward against the inertia of a large peasant population rooted in millennia-old traditions. The Communist Party of Mao Zedong tried to fill that peasantry with revolutionary fervor, but grew fearful as chaos quickly destroyed traditions and reforms alike. In the last three decades, however, the Chinese Communist Party (CCP) seems to have found a way to engage the population in modernizing within their own familiar cultural framework. Guided by chief ideologist Wang Huning, the CCP has embraced a civilizational approach to reform …

Bridging Borders: Community College Dual Credit Policy And Latinx Student Success In The Southwest Borderland, Daniel Guerra

Open Access Theses & Dissertations

Early College High School (ECHS) programs have expanded access to college coursework and accelerated degree pathways; however, less is known about how Latinx students experience the transition from these programs into four-year institutions. This qualitative study explored the lived experiences of eight Latinx students who completed ECHS and matriculated to a four-year university between 2022 and 2024 in a Southwest borderland. The location is geographically isolated along the U.S.-Mexico border with a predominantly Hispanic population. Framed through Community Cultural Wealth and Rational Choice Theory, the study examined how students relied on cultural assets and evaluated educational opportunities while navigating secondary …

Black Protection: Black Social Media Competency And Urban, Black Adolescents On Social Media, Taylor A. Williams

Dissertations

While urban, Black adolescents interact with racial identity content on social media, their identity is primarily shaped through offline experiences and later reflected or reinforced online. Through the concept of Black social media competency (B-SMC), this study examined the relationships between Black urban adolescents’ social media use, exposure to race-related content, and experiences navigating the digital environment. The study used a qualitative design, grounded in the phenomenological and ecological frameworks, with 21 adolescents recruited from two urban, Midwestern schools and programs to participate in semi-structured interviews, and data were analyzed using thematic analysis to identify patterns in how the participants …

The Relationship Between Depression And Cognitive Proficiency Index Across Biological Sex, Angela N. Ferdinardo

Dissertations

Depression is a widely studied mood disorder, and understanding its effect on cognitive functioning has become an important area of research. While research has examined relationships among depression, working memory, and cognitive deficits, limited research has explored depressive symptoms and cognitive proficiency across biological sex. Depression manifests similarly in men and women, though men are more likely to experience irritability, impulsivity, and anger, while women tend to experience sadness, stress, and sleep disturbances (Johns Hopkins Medicine, 2023). Women are also more likely to seek treatment and cope differently than men. This study examined the relationship between depression and cognitive proficiency …

Modeling The Psychological And Technical Factors Influencing The Use Of Artificial Intelligence Tools Among Non-Native Arabic Learners: A Comparative Study In Egypt, Saudi Arabia, And Jordan., Mohammad Odeh, Alaa Al Din Musa, Ahmed Ragab Ali Ghalish, Montaser Adel Sayed Ahmed

All Works

This study aimed to develop a predictive longitudinal model of the psychological and technical factors influencing the use of artificial intelligence tools among non-native Arabic learners (international students) in three Arab countries: Egypt, the Kingdom of Saudi Arabia, and Jordan. The study adopted an extended Technology Acceptance Model (TAM) incorporating two psychological variables: trust in artificial intelligence and artificial intelligence anxiety. A quantitative longitudinal design with two time waves (T1 and T2) over a full academic semester was employed using Hierarchical Multiple Regression Analysis and PROCESS Macro for mediation. The sample consisted of 812 international students from public universities in …

A Qualitative Study Of Immigration Trauma, Posttraumatic Growth, And The College Experience Among Mena Immigrant Students, Braa A. Elkhidir

Dissertations

Middle Eastern and North African (MENA) immigrant students who are seeking to earn a higher education in the United States have to navigate acculturative stressors and systemic barriers. Prior research has focused primarily on the challenges MENA immigrant students experience without deeply exploring how these students adapt and grow. The focus in this qualitative study was to understand how MENA immigrant college students experience and make meaning of their academic journeys. Semi-structured interviews were used to explore the academic experiences of seven MENA immigrant college students in the United States and assess how acculturative stressors, personal strengths, coping strategies, and …

Remotely Assessing Foundational Skills Of 5–14-Year-Old Children: A Six-Country Psychometric Evaluation Of The Remote Assessment Of Learning (Real), Elizabeth Hentschel, Sascha Hein, Nan Li, Clay Westrope, Julia Taladay, Gillian Valentine, James Leckman, Amira Abdurahman, Fatime Bachir, Farah Darwazeh

Psychological Science Faculty Publications

Approximately 250 million children worldwide are out of school. There is growing consensus for investing in feasible, contextually appropriate, psychometrically tested, remote tools to support quality education in low-resource contexts, including low- and middle-income countries and crisis-affected contexts. Save the Children developed the Remote Assessment of Learning (ReAL) to assess 5–14-year-old children's foundational learning. Children (N = 4,840) were sampled from Cambodia, Mozambique, Niger, the occupied Palestinian territories, the Philippines, and Sudan, with an approximately equal proportion of male and female children within each country. The study assessed inter-rater reliability, factor structure, item slope and difficulty, criterion validity, …

Speakin’ Southern: A Phenomenological Exploration Of The Lived Experiences Of College Students With A Southern Dialect, Michael J. Farmer

All Dissertations

Southern dialects are often stereotyped, and southern speakers are often negatively perceived.  The prejudice they may face is perpetuated by Standard Language Ideology (SLI) in which linguistic discrimination is intentionally or unintentionally perpetuated through power structures. While scholarship exists regarding southern dialectal speakers facing SLI in settings such as K-12 classrooms, the workforce, and dialectally unique communities, research into southern dialectal college students navigating the power structure of higher education is sparse. What research does exist in this space often utilizes a mixture of quantitative and qualitative methods to track linguistic variables in light of these experiences. This dissertation, however, …

Shifting Faith Among Indigenous People In Arunachal Pradesh, India: Revisiting Greenfeld's Civilizational Framework, M. Amin Khan

Comparative Civilizations Review

This paper examines changing religious demography in Arunachal Pradesh through Liah Greenfeld's theory of civilization as a self-generating and self-reproducing symbolic reality. Using decadal Census data (1971–2011), it traces the demographic decline of Indigenous/Tribal religions classified under “Other Religions and Persuasions” (ORP) alongside the widespread growth of Christianity and the more limited growth of Hinduism. The analysis argues that these demographic shifts reflect more than religious conversion; they reveal differential capacities for cultural reproduction. Whereas civilizations endowed with codified first principles and enduring institutions sustain continuity across generations, Arunachal Pradesh's largely localized and orally transmitted indigenous traditions have proven less …

Full Issue

Comparative Civilizations Review

No abstract provided.

A Machine Learning And Artificial Intelligence Sentiment Analysis Of Esg Disclosures, John Barnett Davis

Graduate Theses and Dissertations (2019 - present)

This dissertation examines whether environmental, social, and governance (ESG) disclosure sentiment extracted from SEC Form 10-K Item 1A risk disclosures aligns with Bloomberg ESG scores. The study combines SEC textual disclosures, Bloomberg ESG ratings, firm financial data, executive compensation data, and executive gender characteristics. Natural language processing and artificial intelligence methods, including FinBERT, Loughran-McDonald sentiment measures, BART-MNLI zero-shot classification, LLaMA-based ESG scoring, and readability analysis, are used to evaluate ESG-related disclosure signals. Results reveal that SEC 10-K Item 1A risk-factor sentiment and Bloomberg ESG scores represent related but distinct constructs. ESG sentiment in Item 1A is poorly aligned with third-party …

The Relativity Of Education: Student Perspectives On Artificial Intelligence In Community College, Ashley Greta Magana

Electronic Theses, Projects, and Dissertations

This hermeneutic phenomenological study examined how diverse community college students experience and make meaning of the integration of generative artificial intelligence (AI) into their educational contexts. Although AI is quickly transforming higher education through automated grading, personalized learning systems, and new models of assessment, the discourse surrounding its implementation remains dominated by administrators, faculty, and institutional stakeholders, while the perspectives of students, specifically community college students who are often historically underrepresented and economically marginalized, are systematically excluded. Most existing research is quantitative and centered on universities, leaving a critical gap in qualitative understanding of the most diverse population in higher …

Tales, Traditions, And Tides: The Little Logan River And Its Role In Cache Valley's History, Culture, And Conservation, Emily A. Kovacic

All Graduate Reports and Creative Projects, Fall 2023 to Present

The Little Logan River (LLR) plays a vital role in the cultural, historical, and ecological landscape of Cache Valley, Utah. Amid growing concerns raised by the Logan River Watershed Project (LRWP), which threatens to alter the river’s environment, this project seeks to understand the significance of the LLR as a cultural and recreational asset through collected oral histories. Building on folkloric perspectives of place-based storytelling, this thesis introduces the idea of vivus locum, or “that place which is alive,” through the example of the LLR to the study of folkloristics. The concept of vivus locum emphasizes the importance of …

A Multimodal Critical Discourse Analysis Of Texas History Curriculum Discourse, Maribel Santoyo

Open Access Theses & Dissertations

This qualitative study examines how race, citizenship, nation-building, and belonging are constructed across Texas history curriculum discourse. Grounded in Fairclough's three-dimensional model of discourse, Machin and Mayr's (2012) multimodal framework, Weedon's (1987) theory of subjectivity, Foucault's (1980) concept of power/knowledge, and Anderson's (1983) concept of imagined communities, the study investigates how official curriculum texts shape the histories students are invited to know and the civic identities they are invited to inhabit. Findings suggest that the Texas history TEKS, SB3, and Texas history textbooks for Grades 4 and 7 work together as an interconnected discourse system through which official knowledge is …