Digital Commons Network^™

Right-To-Be-Forgotten By Design In Adapter-Tuned Transformers, D. J. Ranade, Rajesh Jaiswal

Research Outputs: 2025-Present

Enforcing the Right-to-be-Forgotten (RtBF) in transformer models remains challenging: full retraining is costly, while post-hoc unlearning often leaves residual signal without guarantees. We propose an RtBF-by-design protocol for adapter-tuned models that combines differential privacy (DP) applied to Low-Rank Adaptation (LoRA) adapters with a matched-control Deletion Sufficiency Certificate (DSC). A DP-trained model on the full dataset is evaluated against an identically configured and trained redacted-control model using three complementary criteria - prediction agreement, membership-inference separability, and calibrated confidence exposure - to assess deletion sufficiency. The DSC offers an operational go/no-go decision for RtBF without requiring full retraining. Experiments on a text …

Sting-Induced Blood-Brain Barrier Opening Combined With Radiotherapy Potentiates Antitumor Response In A High-Grade Glioma Model, Shashwat Tripathi, Hinda Najem, Lisa Hurley, Ruochen Du, Crismita Dmello, Heba Ali, Kathleen Mccortney, Karl J Habashy, Peng Zhang, Craig M Horbinski, Lara Leoni, Ryan J Avery, Rimas V Lukas, Timothy L Sita, David R Raleigh, Sean Sachdev, Roger Stupp, Maciej S Lesniak, David M Ashley, Daniele Procissi, Michael A Curran, Irina Balyasnikova, Amy B Heimberger

Faculty, Staff and Student Publications

Radiation therapy (RT) is the standard of care for glioblastoma but is not curative. Triggering the cGAS/stimulator of interferon genes (STING) pathway with potent agonists, such as 8803, exerts activity across high-grade glioma preclinical models. To determine if the combination of 8803 with RT warrants consideration in the up-front treatment setting and to clarify the underlying mechanisms of therapeutic activity, C57BL/6J mice harboring intracerebral CT-2A or QPP8v gliomas were treated with RT, intratumoral 8803, or both. The treatment with the combination resulted in 80% long-term survival in the CT-2A model but not in the radiation-resistant QPP8v model. This therapeutic effect …

Development Of Animation-Based Cooperative Learning Media On Lampung Folk Tales To Improve Learning Outcomes In Elementary School Students, Aprilia Nursanti, Farida Ariyani, Ryzal Perdana, Hendri Firmansyah

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

This study aimed to develop and examine the feasibility and preliminary effectiveness of an animation-based learning medium integrated with Cooperative Learning for teaching Lampung folk tales in elementary schools. The study was motivated by low student achievement and the limited availability of culturally contextualized digital media in local language instruction. Using a Research and Development (R&D) approach, the learning media was developed through the ADDIE model, encompassing Analysis, Design, Development, Implementation, and Evaluation. The participants consisted of 25 fourth-grade students from SDN 3 Rajabasa, Bandar Lampung. Expert validation indicated a high level of feasibility, with an average score of 88%. …

Discourses On Homosexuality And The Paradox Of The Closet In The New Life (2023) By Tom Crewe, Paramita Ayuningtyas, Shuri Mariasih Gietty Tambunan, Asri Saraswati

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

This article offers a critical examination of Tom Crewe's biographical novel The New Life (2023), focusing on its representation of homosexual subjectivity in Victorian England—a historical context defined by restrictive moral norms and punitive legal regimes that criminalised same-sex relationships. Drawing on Michel Foucault's theory of discursive power, Eve Kosofsky Sedgwick's concept of the closet, and Michael Boucai's topology of the closet, the study demonstrates that the novel portrays the closet not merely as a private site of concealment but as a complex social mechanism shaped by legal regulation, gender norms, and class-based power relations. Building on this theoretical framework, …

Visual Healing In Visual Communication Design: Exploring Calm Aesthetics For The Psychological Well-Being Of Urban Society, Siti Indah Lestari, Ivo Ramadhani

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

This study investigates the concept of visual healing from a Visual Communication Design (VCD) perspective, focusing on its potential contribution to emotional comfort and psychological well-being among urban office workers. Contemporary workplace environments are increasingly characterized by prolonged screen exposure, dense visual information, and sustained cognitive demands, conditions that intensify visual fatigue and psychological strain. In this context, the study positions visual design not merely as an aesthetic practice, but as a psychologically responsive medium capable of shaping users' emotional experiences in everyday work settings. Employing a qualitative Research through Design (RtD) methodology, the study treats the design process as …

Roles And Strengths Of Therapeutic Recreation Professionals In Service Provision: A Strengths-Based Approach, M. Rebecca Genoe, Linda Ostryzniuk, Kathy Park, Sherri Nelson, Douglas G. Cripps, Donna Boser

The Qualitative Report

Therapeutic Recreation professionals work in healthcare and community-based settings where they utilize recreation and leisure to improve quality of life. Despite their contributions, Therapeutic Recreation often goes unrecognized as an important component of the healthcare team. The purpose of this study was to explore the strengths and successes of Therapeutic Recreation professionals. We aimed to explore how Therapeutic Recreation professionals identify and perceive their roles, and what strengths they use within their roles. Data was collected through 19 individual interviews and eight focus groups with Therapeutic Recreation professionals and analyzed thematically. The theme of “nurturing well-being through leisure” was generated …

Adapting To Cultural Diversity At Work: A Thematic Analysis Of Resources Mobilized By Local And Posted Agricultural Workers In France, Alexandrine Ceschiutti, René Mokounkolo

The Qualitative Report

When workers have to adapt to a new culture, they develop intercultural skills as cultural intelligence (CQ), which is the ability to show an interest and act effectively in an environment characterized by cultural diversity. There has been little research on this subject in France, and studies have focused on expatriates, while acculturation also affects people from the local community. This is the case for local agricultural workers (LW), whose perceptions we compare with those of foreign posted agricultural workers (PW) in France. Our study had two aims: (a) to explore the personal resources that these workers perceive as necessary …

The Prospector, Februrary 16, 2026, Utep Student Publications

The Prospector

No abstract provided.

Mmu: 02/16/26-02/22/26, Student Bar Association

Monday Morning Update

This Week @ NDLS

Mass Times

Commons Daily Menu

Saint of the Week

General Announcements

Transformative Technology And Shortening The Statute Of Limitations Applicable To Taxpayers, Jay A. Soled, Leslie Book

Faculty Publications

When it comes to submitting tax returns and paying taxes, most taxpayers understand the nature of their civic duties and do so dutifully, if not willingly. However, many taxpayers fail to grasp why the IRS has such an elongated time period—namely, three years— to audit their tax returns and propose an assessment. Indeed, when the IRS exercises its oversight authority, records may no longer be available, and memories may be dulled.

Since the original institution of the three-year tax assessment limitations period nearly a century ago, tremendous technological strides have been made. Indeed, over ninety percent of income tax returns …

Ontology-Based E-Commerce Recommender System: A Hybrid Semantic Filtering Approach, Shaymaa Al-Juboori, Jocelyn Pua, Su-Cheng Haw, Lucia Dwi Krisnawati, Gee-Kok Tong

School of Engineering, Computing and Mathematics

The rapid growth of e-commerce has led to product overload, which has resulted in personalized product discovery becoming a crucial problem for consumers. Classic recommender systems (RS), which rely heavily on content-based filtering or collaborative filtering, tend to face well-known problems such as cold start, data sparsity, and ignorance of semantics. Such constraints frequently result in irrelevant or redundant suggestions, thereby lowering the user satisfaction and conversions. This study presents a hybrid ontology-based e-commerce recommender system that combines symbolic reasoning with deep semantic matching. The system is based on a Neo4j graph database to capture structured product relationships and is …

Chimes: February 16, 2026, Calvin University

Chimes

Faculty Senate approves a reduction in graduation credit-hour requirement by Maya Oeverman

Fluoridation documentary examines how we talk about politics by Alec DeYoung

Track and field gains momentum as indoor championships are underway by Zach Kern & Hendrick Beelen

Lent: Going back to basics by Ella Vanden Berg

What it means to be American by Maya Oeverman

Communicative Legitimacy: The Supreme Court's Hidden Cultural Binaries In The U.S. Civil Sphere, Steven Arrigg Koh

Faculty Scholarship

How does the U.S. Supreme Court establish its legitimacy? Over the last two hundred years in U.S. society, the Court has interpreted the U.S. Constitution on watershed issues such as slavery, segregation, and marriage equality. And yet the Constitution is just 7,591 words. A puzzle thus emerges: how does the Court intelligibly interpret this short text for U.S. society? This article develops a new theoretical and empirical cultural sociological account of such Supreme Court decision-making, which it calls “communicative legitimacy.” According to this theory, which draws on Jeffrey Alexander’s civil sphere theory, the Court consistently and inevitably draws on a …

Author Correction: Intracranial Directed Connectivity Links Subregions Of The Prefrontal Cortex To Major Depression, John Myers, Jiayang Xiao, Raissa K Mathura, Ben Shofty, Victoria Gates, Joshua Adkinson, Anusha B Allawala, Adrish Anand, Ron Gadot, Ricardo Najera, Hernan G Rey, Sanjay J Mathew, Kelly Bijanki, Garrett Banks, Andrew Watrous, Eleonora Bartoli, Sarah R Heilbronner, Nicole Provenza, Wayne K Goodman, Nader Pouratian, Benjamin Y Hayden, Sameer A Sheth

Faculty, Staff and Students Publications

No abstract provided.

Intouch Week Of February 16, 2026, New York Medical College

InTouch

• HeLa Conference Explores Ethics, Equity, and Innovation in a Changing Health Care Landscape
• Kupersmith Lecture Explores Federal Tax Incentives for Living Kidney Donation: Ethical, Economic, and Halachic Considerations
• Medical Students Celebrate in Style at Annual NYMC Formal
• Faculty Spotlight: From Pupil to Professor: Randy Goldberg, M.D. '97, M.P.H. '13, FACP, FHM

An Autoethnographic And Relational Exploration Of Identity Negotiation Within Romantic Relationships Between Nonbinary Partners And Cisgender Women, Maddison L. Russell

USF Tampa Graduate Theses and Dissertations

This dissertation explores how trans and cisgender partners negotiate gender identity, care, and relational well-being through an autoethnographic examination of everyday communication. The study draws from eighteen personal narratives across family, academic, and romantic contexts to trace how gender-based microaggressions and cisnormative expectations become embedded in ordinary talk, gestures, and silences, shaping identity development and relational stability. At its core, this work argues that relationality emerges as a pervasive and constitutive condition that shapes how affirmation, misrecognition, and belonging are experienced within trans/cis relationships and across time. Through examining moments of misunderstanding, minimization, and avoidance, the study reveals how microaggressions …

Molecular Detection Of Genes Encoded For Biofilm Formation In Bacteria Isolated From The Oral Cavity Of Patients, Tebarek Al-Taei, Ali A. Al-Hisnawi

Karbala International Journal of Modern Science

Background: A biofilm is a collection of the microbial cells attached to the surface that are encased in a matrix of extracellular polymers. Biofilm formation creates a physical and chemical barrier that prevents antibiotics from reaching bacterial cells, resulting in treatment failure and reinfection. The present study aimed to investigate the biofilm formation in bacteria isolated from the oral cavity of patients.

Methods: In this study, 150 bacterial isolates were obtained from tooth and gum surface swabs of male and female patients of different ages who visited specialized centers and dental clinics in Babylon City after they were clinically diagnosed …

A Virtual Community Math Circle, Skona Brittain, Sayonita Ghosh Hajra, Steve Heller, Daniel Hodgins, Peter Petto, Gabriella Pinter, Lauren Rose, A. Gwinn Royal, Asmita Sodhi

Journal of Math Circles

The Julia Robinson Mathematics Festival (JRMF) Community Math Circle is free, volunteer-run, and online. We collaborate with JRMF and use their activities in our events. Started during the pandemic, the Community Math Circle continues to thrive. We have about 40 participants attending every month, typically kids aged 6 to 13, teachers, facilitators, and other adults. This article describes how our event is organized, planned, and executed, and how we train facilitators. We will also offer reflections on our successes and challenges.

Assessment Perception: Delivery Matters, Nicole Marie Arcuri Sanders, Chelsey Simmons

Journal of Counselor Preparation and Supervision

Perception shapes how individuals experience the world and guides their actions toward personal goals. In counseling, clients’ accurate understanding of assessment results is essential for informed decision-making and effective treatment engagement. Mental health clinicians have an ethical responsibility to communicate findings in ways that safeguard client welfare and empower both clients and stakeholders to collaborate in care. This conceptual manuscript introduces the BRIEF (Brief, Relevant, Interpretive, Empathetic, and Factual) Feedback Integration Framework, a structured model for delivering assessment feedback ethically and accessibly. Integrating cognitive, developmental, and cultural considerations. BRIEF provides counselors, supervisors, and educators with a practical strategy for improving …

Addressing Saintly Corrections: An Integrative, Developmental Approach To Counselor Bias Management, Travis Walker, Jennifer M. Cook

Journal of Counselor Preparation and Supervision

No person is without biases, even the most culturally adept among us. Managing biases is critical to counselors’ continued journey of understanding clients contextually and holistically. In this article, we describe two novel bias management concepts: A specific type of bias called saintly corrections and the more clinically fruitful approach of realistic corrections. We define and illustrate saintly and realistic corrections, outline a multifold approach (i.e., cognitive complexity, cultural identity development, and the multicultural orientation model) for remediating saintly corrections, and offer recommendations counselor educators can use during planned and contextual learning opportunities, including an example of a contextual …

Teaching Multicultural Counseling: A Phenomenological Exploration Of Counselor Educators’ Voices, Cameka Hazel, Paul Leheste, Raymond Blanchard

Journal of Counselor Preparation and Supervision

This study explored the perceptions of counselor educators who taught the graduate level multicultural counseling course. Six participants shared experiences, leading to four themes: personal and professional rewards, who is fit to teach? dealing with resistance and difficult conversations and limited time and class size. Implications for counselor education are discussed.

Counselors’ Experiences Of The Alliance In Videoconference Supervision: The Role Of Nonverbals, John E. Trenery, Azra Karajic Siwiec, Randall L. Astramovich

Journal of Counselor Preparation and Supervision

The role of nonverbal immediacy and intimacy in shaping the supervisory alliance during videoconference-based clinical supervision is understudied. Using a generic qualitative research design, data were collected from 15 practicing counselors through semi-structured interviews. Thematic analysis identified six primary themes, highlighting both the perceived barriers and the essential role of nonverbal cues, as well as the need for amplified behaviors in video-based interactions. The findings point to significant gaps in telesupervision training and introduce a novel framework to strengthen telepresence in videoconference supervision. This study offers actionable insight for educational institutions and governing bodies, emphasizing the importance of targeted curricula …

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 …

The Interpretive Phenomenological Analysis Of The Job Search Experiences Of International Counseling Doctoral Students In The U.S., Yi-Ju Cheng, Juleen Buser, Terry Pertuit

Journal of Counselor Preparation and Supervision

International counseling doctoral students (ICDSs) bring valuable cultural diversity to the counseling profession in the U.S. However, their transition to professional roles is complicated by cultural identity factors, limited support for career guidance, and employment barriers tied to language, immigration status, and unfamiliarity with U.S. licensing and employment resources. There is limited understanding of their job search experiences. This qualitative study, through interpretive phenomenological analysis, examines 12 ICDSs’ job search experiences in the U.S. Nine themes were identified. The findings highlight a discrepancy between the counseling profession’s stated commitment to diversity and the actual support to international students, and the …

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.

Prediction Of Thyroid Disease Based On Machine Learning Algorithms, Tuqa Ahmed Elbillihy, Eman Abdelhalim, Mohamed Ashour, Hala B. Nafea

Mansoura Engineering Journal

Accurately diagnosing thyroid disease remains a challenge in medicine, necessitating the use of reliable computational techniques for early detection and categorization. Using a dataset of 3164 patient records, this study applies machine learning algorithms to create a computer-aided thyroid disease diagnosis system. The data set includes demographic information, clinical indicators, and thyroid function test results. To improve model performance, the study focuses on preprocessing approaches such as data cleaning, normalization, and feature selection. The use of feature engineering techniques to determine the most predictive characteristics associated with thyroid problems is highlighted. Five machine learning classifiers—Random Forest, K-Nearest Neighbors, Support Vector …

Seismic Behavior Of Slender Cable-Supported Braced Frame Structures, Aya Aboelnaga, Mohamed Mortagi, Mohamed E. El Madawy, A.H.A. Abdelrahman, M. Naguib

Mansoura Engineering Journal

This research investigates advanced strategies to enhance the seismic performance and global stability of slender steel frames by integrating cable-supported and braced systems. To address these challenges, the study develops finite element (FE) models of multi-story slender frames in SAP2000, incorporating both cable-supported configurations and diagonal bracing systems. Nonlinear time-history analyses are performed using selected earthquake ground motions to evaluate structural response, inter-story drift, and mode shape behavior. Results highlight the efficiency of cablesupported frames in controlling lateral displacements and redistributing forces, while also emphasizing the role of bracing in providing additional stiffness. The findings demonstrate that guided frames with …

Solving A Problem, Kathy Rooney

Creative Nonfiction Magazine

No abstract provided.

Encounter: Erik Larson 2

Creative Nonfiction Magazine

No abstract provided.

The Discovery Of My Father’S Gun, Ester Bloom

Creative Nonfiction Magazine

No abstract provided.