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Who Owns Land, Who Owns Language? Challenging The Commercialization Of Indigenous Language Data, Matthew Riemland Aug 2026

Who Owns Land, Who Owns Language? Challenging The Commercialization Of Indigenous Language Data, Matthew Riemland

Maya America: Journal of Essays, Commentary, and Analysis

As Indigenous scholars and activists have pointed out, the commercialization of Indigenous language data resembles the historical and ongoing dispossession of Indigenous land. Using Mayan languages as a case study, this article illustrates the process by which digital advertising platforms – Google and Meta – appropriate and benefit commercially from Indigenous language data, drawing parallels with the dispossession of Indigenous land. It identifies the significant costs of this commercialization to Indigenous communities, including the lack of compensation for the Indigenous language data’s commercial value, the distortion of Indigenous communities’ linguistic and cultural representation online, and the reinforcement of extractive relationships …


Importance Of Maya Culinary Traditions In Cultural Identity, Claudia Pacay Aug 2026

Importance Of Maya Culinary Traditions In Cultural Identity, Claudia Pacay

Maya America: Journal of Essays, Commentary, and Analysis

Elder women play a crucial role in preserving Mayan identity through food, serving as the primary keepers and transmitters of traditional culinary knowledge. Through everyday cooking and special ceremonial meals, they pass down ancestral recipes, techniques, and the symbolic meanings of ingredients to younger generations. These foods are deeply connected to Mayan history, agriculture, spirituality, and community life — such as the use of native maize, traditional grinding methods, and dishes prepared for rituals and celebrations. By teaching children and grandchildren how to prepare these foods and explaining when and why they are eaten, elder women help maintain cultural continuity …


Student Teachers Are Watching: What Are They Seeing?, Sarah J. Kaka, Taylor M. Kessner Aug 2026

Student Teachers Are Watching: What Are They Seeing?, Sarah J. Kaka, Taylor M. Kessner

Northwest Journal of Teacher Education

This article examines the apprenticeship of observation that shapes preservice social studies teachers during clinical placements. Grounded in Lortie’s apprenticeship of observation and Bourdieu’s habitus, we draw on classroom observations collected by student teachers across several states. Findings suggest that cooperating teachers most often modeled traditional, teacher-centered instruction, including lecture and textbook-based work, while offering fewer examples of inquiry, discussion, or primary-source analysis. We argue that these everyday observations shape preservice teachers’ professional dispositions and that teacher educators, cooperating teachers, and field personnel should more intentionally provide access to ambitious, student-centered social studies practice.


Rethinking Teacher Education Programs: (Mis)Understanding Of Culturally Responsive Teaching Among Teacher Candidates, Shirley M. Sommers Aug 2026

Rethinking Teacher Education Programs: (Mis)Understanding Of Culturally Responsive Teaching Among Teacher Candidates, Shirley M. Sommers

Northwest Journal of Teacher Education

This article draws from a study conducted on pre-service teachers enrolled in a teacher education program. The study examines students’ understanding and misunderstanding of what constitutes culturally responsive teaching. This is a mixed methods study. A Likert-type survey and qualitative questionnaires were used to collect data. Descriptive statistics were used to analyze survey data, and a thematic coding method was used for analysis of qualitative data. The results of the study show that pre-service teachers are aware and knowledgeable of the term culturally responsive teaching as the term is widely used in the teacher education program in which they were …


Prescription Opioid Misuse Among High School Athletes During The Opioid Prescribing Limit Law Era: Yrbss 2017-2023, Francine R Vega, Andrea J Yatsco, Audrey Sarah Cohen, James R Langabeer, Tiffany Champagne-Langabeer, Rakshitha Vijendra, Christine Bakos-Block Aug 2026

Prescription Opioid Misuse Among High School Athletes During The Opioid Prescribing Limit Law Era: Yrbss 2017-2023, Francine R Vega, Andrea J Yatsco, Audrey Sarah Cohen, James R Langabeer, Tiffany Champagne-Langabeer, Rakshitha Vijendra, Christine Bakos-Block

Faculty, Staff and Student Publications

Background/Objectives: School-age athletes occupy a paradoxical position in the adolescent opioid crisis, combining health-oriented activity with elevated risk of sports-related injury and prescription opioid exposure. In response to the opioid epidemic, states enacted opioid prescribing limit laws (OPLLs) beginning in 2016-2017, yet whether these supply-side policies reached high-risk youth subgroups remains unclear. This study evaluated national temporal trends in prescription opioid misuse among U.S. high school students during the period of OPLL implementation and examined differences across athletic participation, concussion history, sex, grade, race/ethnicity, and substance-use profiles.

Methods: Using four biennial waves of the Youth Risk Behavior Surveillance System with …


Evaluating Gender Equity In The Berenstain Bears Picture Books, Christy Tisnawijaya, Geni Kurniati Aug 2026

Evaluating Gender Equity In The Berenstain Bears Picture Books, Christy Tisnawijaya, Geni Kurniati

Bahasa dan Seni: Jurnal Bahasa, Sastra, Seni, dan Pengajarannya

Picture books serve as a foundational medium in early childhood education, utilizing interrelated visual and verbal elements to foster linguistic, cognitive, and social development. Despite their pedagogical utility, certain literary works inadvertently perpetuate traditional gender roles, constraining children's conceptualizations of identity. This study evaluates gender representation within eleven selected titles of The Berenstain Bears series. Employing a qualitative multimodal content analysis, the study integrates Butler's gender performativity framework (1990), Callow's multimodal narrative approach (2020), and Adam and Harper's evaluative criteria (2021) to examine how domestic, social, and recreational roles are constructed. This study offers novelty by establishing a dual-lens multimodal …


A Systematic Review Of Posttraumatic Stress Disorder Among Hispanic Immigrants In The United States, Rashel Acireale Aug 2026

A Systematic Review Of Posttraumatic Stress Disorder Among Hispanic Immigrants In The United States, Rashel Acireale

Theses and Dissertations

This study systematically reviews the literature on posttraumatic stress disorder (PTSD) among Hispanic immigrants in the United States, a population exposed to cumulative trauma across the migration process. Stressors may occur before, during, and after migration and include violence, family separation, dangerous travel conditions, discrimination, and fear of deportation. Despite these risks, findings on PTSD prevalence remain mixed, and Hispanic immigrants are underrepresented in clinical research and culturally informed interventions. This review examines sample representation, types and timing of trauma, PTSD measurement approaches, and the inclusion of cultural and contextual factors such as acculturation and immigration-related stress. It also evaluates …


Eksplorasi Pemanfaatan Aplikasi Miraa Berbasis Transkripsi Ai Dalam Pembelajaran Menyimak Bahasa Mandarin, Dewi Permatasari Mulyono, Aiga Ventivani, Iwa Sobara, Aisyah Yasmin, Aulia Miftahul Jannah, Keiza Jasmine Aprilanadja Aug 2026

Eksplorasi Pemanfaatan Aplikasi Miraa Berbasis Transkripsi Ai Dalam Pembelajaran Menyimak Bahasa Mandarin, Dewi Permatasari Mulyono, Aiga Ventivani, Iwa Sobara, Aisyah Yasmin, Aulia Miftahul Jannah, Keiza Jasmine Aprilanadja

Journal of Language, Literature, and Arts

This study explores the use of Miraa, an AI-based transcription application, in Mandarin listening instruction and students’ responses to its use in a Chinese Comprehensive 2 course. A descriptive qualitative approach was employed involving 21 students from the Mandarin Language Education Program at Universitas Negeri Malang. Data were collected through classroom observations, semi-structured interviews with 10 purposively selected students, documentation, and exercise scores as supporting data. The data were analyzed through data condensation, data display, and conclusion drawing and verification, supported by source and technique triangulation. The findings indicate that Miraa was used as multimodal scaffolding by integrating audio, automatic …


Wildfire Risk & Preparedness For Urban Rail Operators Supporting Large Stadium Events, Karl Kim, Eric Yamashita, Daniele Spirandeli, David Rother Aug 2026

Wildfire Risk & Preparedness For Urban Rail Operators Supporting Large Stadium Events, Karl Kim, Eric Yamashita, Daniele Spirandeli, David Rother

Mineta Transportation Institute

The project team, in collaboration with partners and stakeholders, developed a four-hour training course designed to build a foundational understanding of how wildfire hazards affect rail systems infrastructure operations and how this knowledge can help equip urban rail operators with tools and best practices for proactive risk management. Led by the University of Hawaiʻi and the National Disaster Preparedness Training Center, in partnership with Haley & Aldrich, Inc., this technical report presents an overview of the four modules and scenario planning exercise that together make up the four-hour Wildfire Risk & Preparedness for Urban Rail Operators Supporting Large Stadium Events …


Enhancing Wildfire Resilience In The Rail Industry: Developing A Community Resilience Extreme Events Portal (Creep), Karl Kim, Eric Yamashita, Daniele Spirandeli, David Rother, Chris Chiesa, Greg Hampe, Michele Toner Aug 2026

Enhancing Wildfire Resilience In The Rail Industry: Developing A Community Resilience Extreme Events Portal (Creep), Karl Kim, Eric Yamashita, Daniele Spirandeli, David Rother, Chris Chiesa, Greg Hampe, Michele Toner

Mineta Transportation Institute

The Community Resilience Extreme Events Portal (CREEP) provides a centralized platform for accessing wildfire danger indices, critical asset locations, and vulnerability scores for rail segments. The project team developed a data-driven, indicator-based vulnerability assessment framework that defines vulnerability as a function of exposure, sensitivity, and adaptive capacity. To build this framework, the team selected publicly available datasets, prioritizing national datasets whenever possible to ensure transparency, reproducibility, and scalability. The portal allows users to analyze and visualize vulnerability across 1-kilometer segments of Class I freight and passenger rail lines in California, supporting planning and mitigation prioritization to help reduce rail-related fatalities, …


Modeling Formation Of Turbulent Sporadic-E Clouds Using Realistic Wind Data, Aaron M. Schinder, Kenneth S. Obenberger, Jorge L. Chau, Juan M. Urco, Matthias Clahsen, Benjamin F. Akers, Daniel J. Emmons Aug 2026

Modeling Formation Of Turbulent Sporadic-E Clouds Using Realistic Wind Data, Aaron M. Schinder, Kenneth S. Obenberger, Jorge L. Chau, Juan M. Urco, Matthias Clahsen, Benjamin F. Akers, Daniel J. Emmons

Faculty Publications

A high resolution two-dimensional multi-fluid model of sporadic-E layers was developed and driven with physically realistic mesosphere, lower thermosphere (MLT) winds measured over Albuquerque, New Mexico. The realistic E-region winds are produced by the HYdrodynamic Point-wise Environment Reconstructor (HYPER) model that ingests meteor derived wind observations from a Spread-spectrum Interferometric Multistatic meteor radar Observing Network (SIMONe) system combined with the Navier-Stokes equations to provide high resolution three-dimensional wind fields over time. Sporadic-E dynamics are simulated using both realistic winds from HYPER as well as idealized hyperbolic tangent windshears to compare and contrast. Overall, the model shows greater inhomogeneity and irregularity …


Rebranding Architecture: Understanding Perception To Reinforce Professional Jurisdiction, Amber L. Whitaker Aug 2026

Rebranding Architecture: Understanding Perception To Reinforce Professional Jurisdiction, Amber L. Whitaker

Theses

What is the current perception of the architecture profession, and what is the perception that architects want others to have? In the marketing and communications profession, one might ask, what is the profession’s current brand, and how does that differ from the desired brand? From inconsistent state laws regarding architectural titles, to the potential federal reclassification of the profession, to non-architects’ common misconception that architects merely draw floorplans, the architecture profession is misunderstood, causing an image problem. Although architecture is one of the world’s oldest professions, this image problem often translates into deep misunderstanding of what architects do, ultimately affecting …


All The Pretty Ponies, David Rose Aug 2026

All The Pretty Ponies, David Rose

Theses

Adopting a nonconventional, narrative approach, this thesis explores a world of ponies where memories become distorted and rewritten through the author’s self-insert of a 'little pink pony' persona to illustrate the psychological states investigated in the exhibit. This paper serves as an artistic companion piece to the thesis exhibition by David Rose that featured these concepts through visual media. David utilizes painting, screenprinting, and animation as mediums for this body of work. This thesis is written like a story because David’s work is founded on the principle of creating and displaying an experience rather than simply stating the facts. Through …


Preparing Inclusive Educators: The Impact Of Fieldwork Experience On Preservice Teachers’ Knowledge, Skills, And Confidence In Working With Students With Disabilities, Adrian Jung Aug 2026

Preparing Inclusive Educators: The Impact Of Fieldwork Experience On Preservice Teachers’ Knowledge, Skills, And Confidence In Working With Students With Disabilities, Adrian Jung

Northwest Journal of Teacher Education

This study examined preservice teachers’ confidence in working with students with disabilities across Elementary (n = 44), Secondary (n = 43), and Special Education (n = 52) programs. Using a quantitative pretest–posttest survey design, participants completed an adapted version of the Special Needs Confidence Scale before and after student teaching. Descriptive statistics and Tukey post hoc analyses were conducted. Results indicated overall increases in confidence following fieldwork, with Special Education preservice teachers reporting consistently higher confidence than Elementary and Secondary peers. Findings highlight the role of targeted preparation and field-based experiences in supporting inclusive teaching readiness.


Transformasi Visual Spiritualitas Qur'ani Fundamental Dalam Seni Lukis Kaligrafi Kontemporer, Muhammad Nur Wahid, Ponimin Ponimin Aug 2026

Transformasi Visual Spiritualitas Qur'ani Fundamental Dalam Seni Lukis Kaligrafi Kontemporer, Muhammad Nur Wahid, Ponimin Ponimin

Journal of Language, Literature, and Arts

Fundamental Qur'anic themes, including monotheism (tawhid), revelation and prophethood, the afterlife, justice, and knowledge, serve as the primary source of inspiration for the creation of contemporary Islamic calligraphic paintings. The rapid development of modernization and secularization has reduced the representation of Qur'anic spiritual values in contemporary society, creating the need for a visual medium capable of communicating these values through symbolic, reflective, and aesthetic expressions. This study aims to transform Qur'anic spirituality into contemporary Islamic calligraphic paintings, develop a creative process based on practice-based research, and produce artworks that integrate religious values with contemporary visual art approaches. …


Perundungan Di Mts Al Khairaat Sindue: Analisis Pragmatik Komentar Pada Tiktok @Inews.Com, Maruf Faddurahman, Ananda Alya Dwi Ariani, Suci Muhimmatul Khusna, Sutrisno Gustiraja Alfarizi, Didin Widyartono Aug 2026

Perundungan Di Mts Al Khairaat Sindue: Analisis Pragmatik Komentar Pada Tiktok @Inews.Com, Maruf Faddurahman, Ananda Alya Dwi Ariani, Suci Muhimmatul Khusna, Sutrisno Gustiraja Alfarizi, Didin Widyartono

Journal of Language, Literature, and Arts

Bullying in educational settings is a social issue that not only affects victims but also generates diverse public responses on social media. This study examines the linguistic forms and pragmatic functions used by netizens in responding to a bullying case at MTs Al Khairaat Sindue through comments on the TikTok account @Inews.com. A descriptive qualitative approach employing qualitative content analysis was used. The data comprised 12 high-engagement comments purposively selected from approximately 23,000 comments on the relevant post. The findings reveal several response orientations, including support for the victim, demands for sanctions, rejection of bullying normalization, defense of the perpetrators, …


Representasi Variasi Pola Asuh Dalam Relasi Orang Tua–Anak Pada Film Home Sweet Loan, Aulia Qisthi Rosyada, Baiq Nibriyas Imthinan, Fitriyani Nurrohmah, Neviada Bristyn, Helmi Muzaki, Bayu Koen Anggoro Aug 2026

Representasi Variasi Pola Asuh Dalam Relasi Orang Tua–Anak Pada Film Home Sweet Loan, Aulia Qisthi Rosyada, Baiq Nibriyas Imthinan, Fitriyani Nurrohmah, Neviada Bristyn, Helmi Muzaki, Bayu Koen Anggoro

Journal of Language, Literature, and Arts

Family-themed films can represent different parenting styles through communication, behavior, and parent–child relationships. This study aims to analyze the representation of parenting styles in the film Home Sweet Loan. A descriptive qualitative approach was employed, using dialogue, characters’ actions and expressions, and contextual elements of parent–child interactions as data. The data were collected through repeated viewing and systematic note-taking and were subsequently coded and deductively categorized according to authoritative, authoritarian, permissive, and neglectful parenting characteristics. The findings reveal three predominant parenting tendencies. Kaluna’s father represents authoritative parenting through emotional support, firm boundaries, open communication, and respect for his children’s …


The Buildings Of Muslim Al-Majdal Asqalān (Ashqelon) In Their Historical-Geographic And Economic Context, Avraham (Avi) Sasson Aug 2026

The Buildings Of Muslim Al-Majdal Asqalān (Ashqelon) In Their Historical-Geographic And Economic Context, Avraham (Avi) Sasson

'Atiqot

In the course of the Mamluk and Ottoman periods, six villages were established in the al-Majdal Asqalān area in the southern coastal plain of Palestine, the status of this area enhancing in the 1830s when its geographic and economic advantages were appreciated. The small villages were built on the kurkar ridge slopes with minimal planning, traversed by two or three main arteries adjoined by narrow lanes. The houses were mostly built of mud bricks. Only the central village, al-Majdal Asqalān, developed on flat ground, where there was ample land for construction: most of its buildings were built of kurkar stones. …


From Global Principles To National Implementation: The 9th Un Conference And Its Product Safety Resolution, Suruchi ., Kumar Jyotish Aug 2026

From Global Principles To National Implementation: The 9th Un Conference And Its Product Safety Resolution, Suruchi ., Kumar Jyotish

International Journal on Consumer Law and Practice

The 9th United Nations Conference on Competition and Consumer Protection of 2025 advanced international consumer protection law by extending its scope. The Product Safety Resolution adopted at the Geneva-based conference is the first binding global resolution on product safety. Addressing the wide scope of problems associated with the emergence of more complex global and online markets, the Resolution presents a set of legal criteria to ensure the safety of goods, liability of defaulting manufacturers, rights of consumers, and the laying out of appropriate procedures. This paper presents a critical evaluation of the normative context of the Resolution and its variation …


The Palestinian Arendtian Condition: Worldlessness In Kanafani’S Men In The Sun, Kareem Alsawalha Aug 2026

The Palestinian Arendtian Condition: Worldlessness In Kanafani’S Men In The Sun, Kareem Alsawalha

Discussions

No abstract provided.


The Palestinian Arendtian Condition: Worldlessness In Kanafani’S Men In The Sun Aug 2026

The Palestinian Arendtian Condition: Worldlessness In Kanafani’S Men In The Sun

Discussions

No abstract provided.


Digital Leadership Patterns Of School Principals In Coding And Artificial Intelligence Learning, Ramadhanur Putra, Lia Yuliana Aug 2026

Digital Leadership Patterns Of School Principals In Coding And Artificial Intelligence Learning, Ramadhanur Putra, Lia Yuliana

Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan

Digital transformation in education requires school principals to integrate technology into learning processes and school management. This study aims to analyze principals' digital leadership patterns in supporting Coding and Artificial Intelligence learning at SMP Islam Al Azhar 26 Yogyakarta and SMP Islam Al Azhar 66 Bantul. This research employed a descriptive qualitative approach and the data were collected through interviews, observations, and documentation for data collection. The participants consisted of principals, vice principals for curriculum, and teachers. The findings reveal that both schools implement transformational digital leadership through establishing a digital vision, enhancing teacher competencies, providing technological infrastructure, and strengthening …


Navigating Digital Transformation: Students’ And Lecturers’ Perceptions And Experiences Of Online Teaching In South African Higher Education, Precious Dube, Yolisa Madolo Aug 2026

Navigating Digital Transformation: Students’ And Lecturers’ Perceptions And Experiences Of Online Teaching In South African Higher Education, Precious Dube, Yolisa Madolo

Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan

The digital transformation of higher education has reshaped teaching and learning practices, but experiences in South African universities remain diverse because of differences in technological access, digital readiness and institutional support. This systematic literature review aimed to examine students' and lecturers’ perceptions and experiences of online teaching and learning in South African tertiary institutions. The review employed studies retrieved from Google Scholar, ERIC, Scopus, and Web of Science. A total of 1253 studies from across the globe were identified and screened using Covidence, resulting in 21 South African studies meeting the inclusion criteria. The selected studies were analysed thematically to …


Slang In Tiktok Videos: A Study Of Linguistics And Its Implications On Bipa Informal Vocabulary Learning, Rahma Indri Cahya Havilah, Nuny Sulistiany Idris, Ida Widia Aug 2026

Slang In Tiktok Videos: A Study Of Linguistics And Its Implications On Bipa Informal Vocabulary Learning, Rahma Indri Cahya Havilah, Nuny Sulistiany Idris, Ida Widia

Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan

Mastery of informal vocabulary is one of the main challenges for Indonesian as a Foreign Language (BIPA) learners, since slang on social media. Unfortunately, contextual and relevant teaching materials that cover slang for BIPA learners are limited. This study aims to identify the linguistic forms of slang language in TikTok videos, analyze their usage, and examine their implications for informal vocabulary learning in BIPA. The present study is descriptive-analytical with a linguistic approach, including phonological, morphological, pragmatic, and semantic analyses. Data were collected through observation and documentation of TikTok videos. This study reveals two particular linguistic forms, namely phonological and …


Genai-Driven Detection Of Infrastructure Role Mutation Using Behavioral Embeddings, Dinesh Verma Aug 2026

Genai-Driven Detection Of Infrastructure Role Mutation Using Behavioral Embeddings, Dinesh Verma

Defensive Publications Series

A system and method detect infrastructure role mutation by learning a semantic operational identity for each monitored infrastructure entity from multi-layer runtime telemetry.  The system maintains an adaptive temporal trajectory of each entity's role and detects when that role diverges from its established purpose using semantic distance metrics, without requiring predefined rules, static baselines, or known threat signatures. By incorporating cross-entity graph context, the system distinguishes legitimate orchestrated changes from unauthorized infrastructure repurposing, enabling early detection of role mutation that is invisible to conventional monitoring and security tools.


Innovation And Control In Curriculum Reform: An Autobiographical Inquiry From A Seoul Future Innovation School, Sunyoung Kim Aug 2026

Innovation And Control In Curriculum Reform: An Autobiographical Inquiry From A Seoul Future Innovation School, Sunyoung Kim

Journal of Educational Research and Practice

This autobiographical inquiry examines the lived experience of a teacher–researcher navigating curriculum reform within a centralized education system during her first year at a Seoul Future Innovation School. The study explores how policy ideals of curriculum autonomy, innovation, and student-centered learning encounter institutional realities of documentation, compliance, and performative accountability. Drawing on reflective journals and narrative reconstruction, the analysis identifies four tensions shaping reform enactment: the gap between reform discourse and school culture, the symbolic labeling of innovation, technocentric expectations that narrow curricular legitimacy, and the emotional labor of navigating stakeholder demands. The study illustrates how institutional conditions both constrain …


#Narctalk: Analysis Of Perceptions Of Personality Disorders In Tiktok Content, Amanda C. Dediego, Auna Nelson, Feven Seifu, Amanda D. Tracy, Madeline Grubb, R.J. Schoen Aug 2026

#Narctalk: Analysis Of Perceptions Of Personality Disorders In Tiktok Content, Amanda C. Dediego, Auna Nelson, Feven Seifu, Amanda D. Tracy, Madeline Grubb, R.J. Schoen

Journal of Technology in Counselor Education and Supervision

No abstract provided.


Strategies For Integrating Death Education Into Asynchronous Online Counselor Training, Kara E. Wolff Aug 2026

Strategies For Integrating Death Education Into Asynchronous Online Counselor Training, Kara E. Wolff

Journal of Technology in Counselor Education and Supervision

Online counselor education has grown exponentially, with a greater number of courses being offered in an asynchronous format. This presents challenges and opportunities for counseling training in death education, a subset of grief counseling. Death anxiety and death avoidance can result in counselors-in-training's disengagement with strictly didactic materials in this area. Instead, death education must offer opportunities for experiential processing and personal reflection to be effective. Specific teaching strategies that foster the development of death acceptance and death competence within asynchronous online counselor education courses are offered.


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 Aug 2026

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 Aug 2026

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 …