Digital Commons Network^™

Automated Quantification Of Movement Qualities In The Human Upper Extremity After Stroke Using A Wearable Robot., Yoon No Gregory Hong, Kyoungsoon Kim, Sheng Li, Marcia K O'Malley, Ashish D Deshpande, Jinsook Roh

Faculty, Staff and Student Publications

Background: Stroke is a leading cause of long-term adult disability, with approximately 80% of survivors experiencing upper extremity (UE) motor impairments. Conventional tools like the Fugl-Meyer Assessment (FMA) are widely used but limited by ordinal scales and subjective visual observation. While wearable robotics offer high-resolution data, their clinical translation is hindered by a lack of standardized protocols and limited interpretability for clinical decision-making.

Objective: This study aimed to develop an objective, standardized, and clinically interpretable method to quantify UE motor qualities by integrating wearable robotic technology with traditional clinical assessment tasks.

Methods: Ten healthy individuals and ten stroke survivors performed …

Educators' Evaluation Of Explanation Types In Xai For Higher Education Dropout, Henry Maathuis, Jan Glazenborg, Meike Grol, Keith Quille

Research Outputs: 2025-Present

First-year student dropout rates represent a global challenge, particularly in Computer Science programs. In response, the Predict Student Success (PreSS) tool was developed over two decades using Naïve Bayes, a black box machine learning model, to identify students at risk of early withdrawal or academic failure. Given growing concerns about the use of black box models in high-stakes domains such as education, this study builds on former research by comparing the Naïve Bayes model to three glass box AI models: Decision Tree, Explainable Boosting Machine, and Automatic Piecewise Linear Regression. These models were used to generate four types of explainable …

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 …

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

Eye Of The Beholder: Exploring Correlates Of Subjective Cognition In Older Adults With And Without Insomnia, Amy N. Costa

USF Tampa Graduate Theses and Dissertations

It is unclear how subjective cognition is related to current objective cognitive functioning in older adults, but subjective cognitive complaints are a risk factor for future cognitive decline. A lack of awareness of even subtle changes in objective cognitive performance could lead to missed opportunities for early intervention. Given past work and known associations between sleep, cardiac autonomic functioning, and cognition (both subjective and objective), it is plausible to hypothesize these factors may influence subjective cognition. Understanding how and when the subjective and objective cognition relationship diverges may inform clinicians on how to best assess cognitive functioning and factors (i.e., …

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 …

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 …

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 …

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.

Full Disclosure: The Modern Sex Worker Memoir, Shawna Kenney

Creative Nonfiction Magazine

No abstract provided.

Profile: Anita Fore, Stephanie Susnjara

Creative Nonfiction Magazine

No abstract provided.

Our Long-Standing Obsession With True Crime, Harold Schechter

Creative Nonfiction Magazine

No abstract provided.

From The Editor: What's The Story, Lee Gutkind

Creative Nonfiction Magazine

No abstract provided.

Doing A D’Agata, Lee Gutkind

Creative Nonfiction Magazine

No abstract provided.

Desperately Seeking Subtext, Jane Bernstein

Creative Nonfiction Magazine

No abstract provided.

The Truth Is In The Telling … Or Is It?, B.J. Hollars

Creative Nonfiction Magazine

No abstract provided.

From The Editor: What's The Story?, Lee Gutkind

Creative Nonfiction Magazine

No abstract provided.

Media Review Of Recovering The U.S. Hispanic Literary Heritage Digital Collections, Lingyan Yang

Feminist Pedagogy

This media review of Recovering the U.S. Hispanic literary heritage digital collections encourages feminist teacher scholars to use them to teach and research Latino/a American culture and history, esp. in feminist classes.

We Got You Sis: Body Mapping As An Embodied Pedagogical Approach To Sexual And Reproductive Justice Studies, Renata J. Hall

Feminist Pedagogy

No abstract provided.

(Introduction To The Special Issue) Restoring Women’S Literary Past: Exploring Digital Recovery Pedagogy Through An Intersectional Feminist Lens, Alice Martin, Tracy A. Fernandez Rysavy

Feminist Pedagogy

In Roopika Risam (New Digital Worlds, 2018) and Lauren Klein and Catherine D’Ignazio’s (Data Feminisms, 2020) recent work, they call for more attention to the intersecting relationships between feminist practice, content, and technical specifications through an awareness of the ways the design and implementation of technology can exclude and objectify people. In response to this, we introduce a special issue on teaching digital recovery in the classroom, with a focus on recovering women writers of America through digital projects.

Stumping The Federal Effort: Southern States’ Contributions To The United States’ Leading Maternal Mortality Rate, Natalie A. Snook

Arkansas Law Review

Maternal care has reached a terrifying deficit in the United States. Masses of women throughout this nation are dying preventable deaths resulting from extremely lacking prenatal, birthing, delivery, and postnatal care. This is a silent epidemic. Why is the United States failing so miserably in comparison to its fellow developed countries? Why does the gap appear to be widening more and more each day? Various factors lend themselves to an explanation: general factors like the overall shortage of maternal care providers, as well as specific ones such as the not-so surprising fact that the United States is the only developed …

Recent Developments, Steven H. Jacobs

Arkansas Law Review

Recent Developments in Arkansas Law

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 …

Arkansas Law Review - Volume 78 Issue 4, Journal Editors

Arkansas Law Review

No abstract provided.

Ruptured Sinus Of Valsalva Aneurysm In A Patient With Mixed Connective Tissue Disease: Case Report, Kenzo Adhi Wiranata, Pramadya Vardhani Mustafiza, Enrico Ananda Budiono

Journal of the Saudi Heart Association

Sinus of Valsalva aneurysm is a rare cardiac anomaly, affecting approximately 0.09% of the population. Its rupture represents a life-threatening event that can rapidly lead to heart failure. We report a 32-year-old woman with mixed connective tissue disease presenting with right-sided heart failure. Echocardiography demonstrated a ruptured right coronary cusp sinus of valsalva aneurysm into the right ventricle with moderate aortic regurgitation. Surgical repair was successfully performed, and histopathology supported an autoimmune-mediated etiology. To our knowledge, this is the first reported case of ruptured sinus of valsalva aneurysm occurring in a patient with autoimmune mixed connective tissue disease.

Holy Cross Magazine, Vol. 60 No. 1, Winter 2026, College Of The Holy Cross

Holy Cross Magazine

The Bell Was Stolen By 3
What the legendary, unsolved theft of the Fenwick Bell tells us about art, crime and absence.
Story by Marybeth Reilly-McGreen ’89
Photography by Michael Ivins

College Tradition Lives on in an Unexpected Place
How necessity, sustainability, happenstance and Jesuit identity converge in the office of Rev. Keith Maczkiewicz, S.J.
Story by Abby Riviello
Photography by Michael Ivins

What Good Can Come From Grief? Quite a Lot, It Turns Out.
Rev. James Hayes, S.J., ’72 has spent more than 50 years engaged in a ministry of consolation, a calling rooted in his own experience of …

Green Roofs For Grey Water Treatment – Comparative Study Of Economic And Environmental Impacts, Shaden S. Attia

Theses and Dissertations

Cities are under more pressure than ever to use sustainable methods for managing water and other resources because of urbanization, climate change, and a lack of water. Standard greywater treatment systems (SGTSs) work well, but they use a lot of resources and don't provide a lot of ecosystem services. Greywater-treating green roofs (GTGRs) have emerged as a promising Nature-Based Solution (NBS), combining wastewater recycling with benefits like regulating temperature, reducing greenhouse gas (GHG) emissions, and reducing the urban heat island (UHI) effect. Even with this potential, there is still not enough real-world research on how GTGRs affect both the economy …