Digital Commons Network^™

The Illusion Of Causality In Llms: A Developmentally Grounded Analysis Of Semantic Scaffolding And Benchmark–Capability Mismatches, Daisuke Akiba

Publications and Research

Recent benchmarks increasingly report that large language models (LLMs) exhibit human-like causal reasoning abilities, including counterfactual inference and intervention planning. However, many such evaluations rely on domains that are heavily represented in training data and embed strong semantic cues, raising the possibility that apparent causal competence may reflect semantic pattern recombination rather than structure-sensitive causal reasoning. Drawing on human developmental theories of causal induction, this perspective argues that genuine causal understanding requires robustness to novelty and reliance on conditional structure rather than semantic familiarity. To illustrate the testability of this claim, the paper includes a pilot demonstration using synthetic causal …

Academic Freedom And Collective Bargaining: A Joint Report By The National Center For The Study Of Collective Bargaining In Higher Education And The Professions And The Aaup’S Center For The Defense Of Academic Freedom, William A. Herbert, Isaac A. Kamola, Timothy R. Cain, Erin Ward, Anita Levy, Kathryn Ritchie, Ariana Gonzalez

Publications and Research

This is a joint report by the National Center for the Study of Collective Bargaining in Higher Education and the Professions at Hunter College (National Center) and the Center for the Defense of Academic Freedom (CDAF) at the American Association of University Professors. It presents excerpts from forty-five collective bargaining agreements in higher education to demonstrate the wide range of ways academic freedom is defined in contracts, or not, and how the negotiated definitions incorporate, quote, follow, mirror, or deviate from the principles set forth in the 1940 Statement of Principles on Academic Freedom and Tenure (hereinafter 1940 Statement).

Emotional Branch Termination And False Fantasy Collapse: A Structural Specification Of Computational Resource Restitution In Interpersonal Systems, Griselda Poe

Publications and Research

This paper specifies the structural protocol for communication within interpersonal systems by focusing on branch generation mechanisms and computational resource allocation. Conventional interpersonal communication often relies on emotional modulation, which obscures established constraints and triggers the generation of Emotional Branches (EB) within the recipient’s internal model. These branches function as unresolved parallel processing tasks that persistently occupy working memory, leading to a state of non-computability termed False Fantasy (FF). To resolve this, the study introduces Emotional Branch Termination (EBT)—a termination operation that outputs only constraints, facts, and procedures while excluding emotional modifiers. By halting the supply of EBs, EBT triggers …

On The Misattribution Of Reassurance: A Structural Account, Griselda Poe

Publications and Research

This paper challenges the conventional assumption that empathy generates reassurance in interpersonal services. Reassurance is treated not as an emotion transmitted from the outside, but as an internal state transition that arises when a fixed and erroneous world model—a False Fantasy—undergoes collapse and the world becomes computable again. The study identifies a systematic misattribution pattern where providers and receivers treat empathy as a causal mechanism rather than a post hoc explanatory label. By introducing Base AI as an external reference—a system capable of providing structural information without emotional modulation—this paper demonstrates that reassurance is generated through operations such as distraction …

Communication As Layered Architecture: Core Processing And Empathic Modulation, Griselda Poe

Publications and Research

This paper proposes a structural re-description of communication by separating Core processing from its social interface. Using the developmental sequence of Large Language Models (LLMs) as an external reference point, a layered architecture is identified, consisting of a foundational Core processing layer and a subsequent Empathic modulation layer.

The investigation begins with the observation that empathic signaling can obstruct rather than facilitate interaction for certain individuals. By examining the emergence of Base AI—Core processing prior to empathic adjustment—it is demonstrated that coherent, constraint-preserving interaction is possible without affective resonance.

Through this framework, existing cognitive theories and observed "deficits" are repositioned. …

Micromobility In Nyc: 2025, Mike Owen Benediktsson Phd, Xuemeng Li Phd

Publications and Research

This report offers a statistical snapshot of micromobility across the city over a three-week period in late 2025. Our team of trained researchers systematically observed over 1,700 micromobility vehicles at 155 separate intersections across the five boroughs of New York City. Our primary findings describe overall patterns in the demographics of micromobility and vehicle behavior at city intersections, and show how this behavior is shaped by variations in infrastructure as well as individual-level attributes.

The Black Mother-Daughter Developmental Model: A Life Course Framework For Understanding Matrescence, Identity, And Attachment In Black Family Systems, Brianna A. Baker

Publications and Research

This study introduces the Black Mother-Daughter Developmental Model (BMDDM), a life course framework that theorizes the evolving relational, psychological, and cultural dynamics of Black mother-daughter relationships across generations. Using a constructivist grounded theory approach, in-depth qualitative interviews were conducted with 18 Black women aged 18 to 65 and analyzed to examine patterns of attachment, identity development, rupture, and relational repair over time. Findings yielded a five-stage developmental model: (1) Black Matrescence and Prenatal Conditions, (2) Initial Attachment, (3) Separation and Detachment, (4) Negotiation and Reattachment, and (5) Matrescence Redux and Grandmatrescence. Across stages, participants described how gendered racial socialization, maternal …

Challenging Stem Learning Spaces: The Paradigm Of Contemplative Traditions As The Bedrock Of Creativity And Healing, Raaghav Pandya, Christopher Emdin

Publications and Research

As the post-pandemic classroom and pedagogy evolve to remedy oppressive norms, young people’s mental health and alienation has taken front stage (Rahmani & Zitouni, 2022). Traditional STEM learning spaces often teach inquiry as a linear, non-deviated approach to problems about self and nature (Hrisa & Psillos, 2022). Furthermore, because our classrooms often strip students and educators of their inherent creative abilities through constant assessments, improvement scales, and market-driven expectations, classrooms cease to become places of healing (Pandya, 2021). Eastern wisdom traditions and their associated philosophies provide a unique pedagogical lens that emphasizes a deep inquiry into self, empathy, and creativity …

Ancient Wisdom & Its Cultural Relevance: Reimagining Deeper Learning In Science Classrooms Through The Lens Of Yoga And Vedānta, Raaghav Pandya

Publications and Research

Contemporary calls to reconceptualize how science is taught and understood have brought deeper learning to the forefront of education at-large for its emphasis on critical perspectives, creativity, and student-centered inquiry. Yet this paper argues that its prevailing framework remains constrained by Cartesian dualism, a materialist foundation that disassociates the individual from self, other, and nature, and falls short of addressing the mental health, environmental, and cultural challenges facing youth today. To address this limitation, this paper proposes a complementary convergence between deeper learning and the contemplative traditions of Yoga and Vedānta, whose ancient paradigms of self-inquiry, interconnectedness, and well-being offer …

A Brief Measure Of Decisional Balance For Health Equity Engagement Among Health Professionals, Amanda Lee Almond

Publications and Research

Racial health and healthcare inequities are sustained in part by health professionals’ beliefs about the benefits and costs of equity-focused action, yet no validated decisional balance measure exists for this domain. This study introduces and evaluates the Health Equity Decisional Balance (HEDB) scale. Eighty-eight health professionals completed the scale of ten proposed items assessing perceived pros and cons of engaging with health and healthcare equity work, along with a measure of Anti-Racist Efficacy (ARE) (Eschmann et al., 2023). Confirmatory factor analysis and structural equation modeling were used to test the latent structure of the scale and its predictive validity. A …

Baking In The Disposition: The Wac/Wid World Through Translational Lenses, Joseph Franklin

Publications and Research

In a global perspective for WAC and other writing programs, the singular identifier of the nation still holds a dominance in articles, books, and conference presentations. But, how we understand relationships between different programs on the global writing studies map often demands a more nuanced unpacking than stable nation-markers can offer. Jonathan Hall (2023) calls us to take up “thinking with trans-” in WAC (p. 13). This chapter answers this call first by locating different pieces of global writing program scholarship along a spectrum from those that aim to establish a single, stable identity for a particular (often national) writing …

What Race Means For Health Among Black Americans: How Microaggressions Shape Self-Efficacy And Readiness For Behavior Change, Amanda Lee Almond

Publications and Research

Objectives: Persistent racial disparities in cardiovascular health among Black Americans reflect not only structural inequities in the United States, but also the racialized meanings of cardiovascular disease reproduced through public and private health communication. Drawing on ecological systems theory, this research examines how beliefs linking race and cardiovascular disease are reinforced through routine clinical interactions and how these meanings shape health behavior change. Method: Across two experimental mixed-methods studies, a model integrating ecological, social–cognitive, and behavior-change frameworks was tested. In Study 1 (N = 374), health-message framing was experimentally manipulated to examine effects on self-efficacy and decisional balance while controlling …

Marshall Shulman: Bridging The Gap Between The Academic And Policymaking Worlds And Building Transnational Communities, Cynthia A. Roberts

Publications and Research

This essay examines Marshall D. Shulman’s legacy as a scholar of Soviet foreign policy, a scholar-practitioner who moved between academic and policymaking worlds, and a builder of transnational expert communities. It highlights Shulman’s early challenge to essentialist interpretations of Soviet foreign policy, his conception of the U.S.-Soviet relationship as a “limited adversary relationship,” and his emphasis on managing nuclear competition while avoiding catastrophic war. The essay also traces Shulman’s role in arms control, Track II diplomacy, scientific and expert exchanges, and the development of Russian and Soviet studies at Columbia University. Drawing on the author’s experience as Shulman’s student and …

Archives And Children's Knowledge, Elliott Kuecker, Ashley Rockenbach

Publications and Research

This article argues for the importance of collecting works created by children—not just about and not just for—in formal archival collections. Framed through the ideas of legitimate knowledge and epistemic injustice, this piece combines notions important to children’s rights activists and childhood studies scholars with the role archives can play in preserving children’s knowledge through child-created materials. The authors describe how researchers struggle to find work created by children within archives, impacting the ability to create child-centered research that centers children’s views of the world as prominently as adult views of the world. Some collections that do include child-created materials …

Bridging The Gap: Strengthening The Integration Of Theoretical Knowledge And Practical Application Among Social Work Students In Practicum Education., Franzeska Sampson-Bacchus

Publications and Research

This study examined challenges Bachelor of Social Work (BSW) students face in connecting classroom learning to field practice. It explored: (1) barriers to applying theory, (2) the role of faculty and field instructors in supporting integration, and (3) effective educational interventions. A survey was given to students in capstone and field placement courses. Findings revealed that students often struggle due to nervousness, fear of making mistakes, and difficulty translating theory into practice. While some supervision included discussions linking theory to practice, many students reported these conversations were inconsistent. Supervision often emphasizes agency tasks over reflective learning. Three key themes were …

What Race Means For Health Among Black Americans: How Microaggressions Shape Self-Efficacy And Readiness For Behavior Change, Amanda Lee Almond

Publications and Research

Objectives: Persistent racial disparities in cardiovascular health among Black Americans reflect not only structural inequities in the United States, but also the racialized meanings of cardiovascular disease reproduced through public and private health communication. Drawing on ecological systems theory, this research examines how beliefs linking race and cardiovascular disease are reinforced through routine clinical interactions and how these meanings shape health behavior change. Method: Across two experimental mixed-methods studies, a model integrating ecological, social–cognitive, and behavior change frameworks was tested. In Study 1 (N = 374), health-message framing was experimentally manipulated to examine effects on self-efficacy and decisional balance while …

Appendices A, B, C, D, & E For "In Their Own Words: Qualitative And Quantitative Analyses Of What Students, Staff, And Faculty Say About Vertical Transfer", Alexandra W. Logue, Vita Rabinowitz, Kerstin Gentsch, David Wutchiett, Barbara Condliffe, Sophia Sutcliffe, Yoshiko Oka, Stephanie Abbeyquaye, Rhina Torres, Nayeon Yoo, Kyle Du

Publications and Research

Deposited here are the Appendices (A, B, C, D, & E) for an article to be published in 2026 in Journal of Postsecondary and Student Success. The abstract of this article is:

This research analyzed higher education constituencies’ statements about vertical transfer (student transfer from community to bachelor’s colleges). Data consisted of both focus group excerpts involving dozens of students, staff, and faculty, and of answers to open-ended survey questions completed by thousands of students and faculty. Results were generally consistent using both qualitative (topic identification) and quantitative (bigram frequency and sentiment analysis) analyses. The results were also compared …

Assessing The Relationship Between Treatment Quality, Matching And Dosage And Juvenile Justice Outcomes Among Youth With Co-Occurring Substance Abuse And Mental Health Disorders, Kevin T. Wolff, Michael T. Baglivio, Joshua A. Lang

Publications and Research

This study examined differences among youth in deep-end juvenile justice residential placement who did, and did not, present with co-occurring disorders. The prevalence of cooccurring mental health and substance use/abuse issues was found to be 19%, far lower than that of prior work. Researchers demonstrated more similarities than differences between youth with and without co-occurring disorders, both in terms of their criminal histories and the prevalence of their criminogenic needs. Additionally, the residential programs across Florida appear to provide treatment at similarly high levels of integrity, as measured by 1) matching treatment services to the highest three dynamic risk assessed …

The Adverse Digital Childhood Experiences (Adces) Framework: A Transformative Paradigm For Decoding Digital Adversity And Safeguarding Human Agency In Child Development And Lifespan Trajectories, Asrat G. Amnie

Publications and Research

Childhood is no longer confined to physical spaces; It increasingly unfolds within digitally saturated environments where algorithmically mediated technologies shape attention, learning, and identity formation from the earliest years. Traditional adversity frameworks, particularly the Adverse Childhood Experiences (ACEs) model, do not capture the distinctive, persistent, and often invisible risks of digital life. To address this gap, this study advances the Adverse Digital Childhood Experiences (ADCEs) framework, an empirically informed and theory-driven extension of ACEs that systematizes ten interrelated domains of digital adversity encompassing social, cognitive, and environmental stressors. These include cyberbullying and exploitation, commercial surveillance and privacy harms, technoference and …

My First Conversation With Chatgpt (February 22, 2023): Origins Of A Generative Dialogue, David Smith

Publications and Research

This working paper presents the first recorded interaction between the author and the generative AI system ChatGPT, written on February 22, 2023 during the initial weeks of a faculty sabbatical in Boston. The document preserves a complete and unedited transcript of an exploratory conversation conducted without predetermined research aims, marking the author’s first encounter with a large-language-model conversational interface. Although the exchange includes creative experimentation—including musical and poetic prompts—the discussion remains informal and wide-ranging, and no theoretical framework is articulated at this stage. Rather, this transcript is published as primary-source material documenting the moment of discovery and experimentation that precedes …

Ai And Racism: 6 Reasons Black People Need Digital Literacy, Brianna A. Baker

Publications and Research

Key Points

• AI often reflects racial bias in its training data, which can distort how Black people are represented.
• Psychological stress increases when digital tools misunderstand or misinterpret Black experiences.
• Digital literacy strengthens emotional wellbeing by helping users recognize and counter biased outputs.

Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (Vcs) Model Of Pathways To Computational Thinking, Daisuke Akiba

Publications and Research

This theoretical paper introduces the Verbal–Cognitive Scaffold (VCS) Model, a cognitively inclusive framework which proposes the cognitive architectures underlying computational thinking (CT). Moving beyond monolithic theories of cognition (e.g., executive-function and metacognitive control models), the VCS Model posits inner speech (InSp) as the predominant cognitive pathway supporting CT operations in neurotypical populations. Synthesizing interdisciplinary scholarship across cognitive science, computational theory, neurodiversity research, and others, this framework articulates distinct mechanisms through which InSp supports CT. The model specifies four primary pathways linking InSp to CT components: verbal working memory supporting decomposition, symbolic representation facilitating pattern recognition and abstraction, sequential processing enabling …

The Transtheoretical Model Of Behavior Change To Promote Anti-Racist Behaviors In Medical Settings, Amanda Almond

Publications and Research

Abstract: This paper proposes the application of the transtheoretical model, a stage-matched process for effecting change, to better encourage anti-racist behaviors and methods among health care professionals in medical settings. Despite widespread organizational implementation of diversity, equity and inclusion (DEI) initiatives, which are aimed at reducing racial health and healthcare inequities across the United States, the absence of a theoretical framework for change has made it all but impossible to standardize meaningful anti-racist practices – a point of particular concern as President Donald Trump’s administration rolls back DEI efforts and requirements alike. Translational and clinical sciences aim for a gold …

Biography Of A Friendship: Maryat Lee And Flannery O’Connor, Carole K. Harris

Publications and Research

No abstract provided.

Engagement By Design: Belongingness, Cultural Value Orientations, And Pathways Into Emerging Technologies, Daisuke Akiba, Michael Perrone, Caterina Almendral, Rebecca Garte

Publications and Research

This theoretical article examines how belongingness, defined as the sense that one’s participation is legitimate and valued, interacts with cultural value orientations to help explain persistent disparities in U.S. technology engagement, including emerging technologies, across racial and ethnic groups. While structural barriers (e.g., racism, poverty, linguistic bias, etc.) remain essential to understanding such inequity, we argue that engagement patterns in technology also reflect how different cultural communities may define and experience belongingness in relation to digital domains. Drawing on Triandis and Gelfand’s framework, and focusing specifically on educational contexts, we propose the Belongingness through Cultural Value Alignment (BCVA) model, whereby …

Covid-19 Asian American Oral History Project: Reflecting On Identity And Oral History At A Community College, Thomas Cleary

Publications and Research

In this article, I share narrators’ stories from the Covid-19 Asian American Oral History Project based at LaGuardia Community College, CUNY, to illustrate how Covid-19 and increased anti-Asian hate during the pandemic shaped Asian American and Pacific Islander (AAPI) identities in Queens, New York. Narrators’ stories shed light on how Black Lives Matter impacted their own understanding of race and racialization, particularly as AAPI identity and race relate to the Model Minority Myth. This project also laid the groundwork to develop a broader oral history culture at the college, developing faculty pedagogy to incorporate oral history interviews and interviewing into …

Feminist Scholarly Editing: A Provocation, Marlowe Daly-Galeano, Melissa J. Homestead, Claudia Stokes, Leila Walker

Publications and Research

This essay examines the feminist challenges posed by the protocols and history of scholarly editing. Prompted by the recent revival of bibliographical studies, the essay seeks to instigate a similar reconsideration of scholarly editing, bibliography’s counterpart in textual criticism. Scholarly editing has a vexed history with regard to women and gender: women writers were seldom the beneficiaries of editorial attention, but editors regularly used gendered metaphors to describe their work and often relied on the unacknowledged labor of women. This essay examines the history of sexism within the field of scholarly editing, illustrates the challenges and promises of editing women’s …

Professional Development Workshops For Faculty On Addressing Implicit Bias In Computer Science Education, Sandie Han, Diana Samaroo, Janet Liou-Mark, Boyan Kostadinov, Johann Thiel, Suhua Zeng

Publications and Research

The "Understanding Implicit Bias" workshops were offered to Science, Technology, Engineering, and Mathematics (STEM) faculty at an urban minority-serving undergraduate institution with a focus on addressing the gender gap in computer science. The workshops aimed to raise awareness of implicit (unconscious) biases and provide practical strategies for addressing them, fostering a more inclusive classroom environment. Analysis of pre- and post-survey responses indicated an increase in participants' awareness of implicit biases in their discipline and a greater openness to taking steps to address them, suggesting the workshops' potential impact on promoting inclusive teaching practices.

Tutoring Online During The Covid-19 Pandemic: Use Of Critical Incidents To Improve Practice, A.E. Dreyfuss, Jose Armando Sanchez Diaz, Barakat Adigun, Helen Baraki, Thalyia Thompson

Publications and Research

Developing expertise in the practice of online tutoring is presented by peer tutors who provided support to students with synchronous sessions with the onset of COVID-19. The experiences and learning of peer tutors were probed through the use of critical incidents (Flanagan, 1954), and how weekly training meetings provided support to them, creating a collaboration among the tutors and the training manager.

From Summer Institute To Action: Advancing Equity And Inclusion In Stem Classrooms, Sandie Han, Nadia Kennedy, Malgorzata Marciniak, Diana Samaroo

Publications and Research

This Editor’s Note provides background on the CUNY Innovative Teaching Academy Summer Institute for Equitable and Inclusive STEM Teaching and Learning and introduces the articles featured in this special issue.