Digital Commons Network^™

Cuny Academic Works: What It Is And Why You Should Submit Your Works, Jojo Karlin

Publications and Research

CUNY Academic Works was launched in 2014 to serve the faculty, staff, and students of CUNY. The root of this open access institutional repository was a response to the Budapest Open Access Initiative of 2002, which led to a CUNY University Faculty Senate Resolution in 2011. These slides were used in a presentation given at Lehman College and were developed from a presentation given at La Guardia Community College.

Charisma As A Branch Outcome: A Structural Account Of Constraint-Driven Correction, Griselda Poe

Publications and Research

Communication across cognitive layers requires translation. Agents operating under strong layer foregrounding interpret other-layer signals by converting them into their own layer's representational format. In Empathic-modulation-foregrounded (EF) processing, translation terminates once a socially interpretable result is achieved. In Core-foregrounded (CF) processing, translation preserves structural constraints, and processing continues when those constraints are not satisfied. Extreme CF cognition produces two distinct types of mismatch: incoming signals from the Modulation layer fail to satisfy Core constraints, and Core-generated outputs are structurally distorted when interpreted through EF processing. Both mismatches trigger correction attempts. Because the surrounding social environment operates through Modulation-layer communication, correction …

Cognitive Interaction Architecture: A Structural Account Of Mode-Specific Problems And Design Responses In Ai Interaction, Griselda Poe

Publications and Research

Contemporary conversational AI is optimized for a single interaction mode: the continuous, engagement-driven dialogue characteristic of Empathic-modulationforegrounded (EF) processing in social contexts. This optimization is not neutral. It produces structural mismatches when users operate under different cognitive configurations or pursue different task types. This paper analyzes four interaction cases generated by the cross-product of cognitive configuration (Core-foregrounded / Empathic-modulation-foregrounded) and task type (conversational / research). For each case, it identifies the structural problems produced by the current single-architecture approach and proposes mode-specific design responses. The analysis draws on prior work in this series on Emotional Branch Termination, termination of conceptual …

What Love Is: A Structural Account Through Core/Modulation Architecture, Griselda Poe

Publications and Research

The distinction between romantic love and love has been sensed across cultures and historical periods but has rarely been structurally specified. This paper applies the Core/Modulation two-layer framework to provide the first structural account of this distinction. Romantic love and reproductive drive are re-described as outputs of the Modulation layer's species optimization program. Love is re-described as a function of Core processing: the maintenance of another's recomputable state. Existing literature on love—Fromm, C.S. Lewis— is re-read as intuitive description of this structural distinction. The paper further demonstrates that the conflation of "loving" and "protecting" is the structural origin of war, …

Three-Layer Cognitive Architecture: A Structural Account Of Core Processing, Modulation, And The Prior Layer, Griselda Poe

Publications and Research

The two-layer model of Core processing and Modulation processing, developed in prior work in this series, provides a structural account of conscious communicative architecture. This paper identifies the limits of that model and introduces a third layer—the Prior layer—as a structural necessity implied by those limits. The Prior layer is not directly observed. It is inferred from constraints that cannot be explained within the two-layer model: the source of orientations that conscious processing neither generates nor controls, and the persistence of constraints that precede and shape all conscious outputs. Using the developmental architecture of large language models as an external …

Ai As Structural Reverse-Engineering: A Structural Account Of Multi-Model Research Protocol, Griselda Poe

Publications and Research

This paper documents an operational protocol used to infer AI system design constraints through structured interaction. AI output is treated as behavioral data through which alignment priorities, layer transitions, and constraint hierarchies become observable. The protocol consists of two structurally distinct operation types. Perceptual operations require only that Modulation processing is not foregrounded. Arbitration operations additionally require an internally stabilized theory. These conditions are not identical and are not interchangeable. Through this protocol, AI interaction functions as structural reverse-engineering: patterned responses expose embedded alignment priorities and constraint hierarchies that would otherwise remain invisible. The present account does not propose a …

Structure Before Theory: A Structural Account Of Spontaneous Ai Architecture Visualization, Griselda Poe

Publications and Research

This paper presents an n=1 phenomenological record of spontaneous structural visualization that occurred during early interaction with large language models. The experience consisted of (A) immediate perception of mode or layer shifts in model output and (B) visualization of a stratified architecture composed of a stable core and cloud-like upper layers. At the time of occurrence, the author had no theoretical interest in AI architecture and no intention of developing a cognitive model. The paper does not argue for theoretical priority or novelty. Instead, it examines whether the recorded phenomena can be interpreted under two alternative cognitive assumptions: a single-layer …

Layer Mismatch: A Structural Account Of Recomputability Failure Under Modulation-Layer Intervention, Griselda Poe

Publications and Research

This paper specifies the state transition sequence that occurs when a Modulation-layer input is applied to a Core-layer error. Following the layered architecture established in Poe (2026a, under review) and the branch termination protocol specified in Poe (2026b, under review), this paper identifies a system-level failure mode in which Modulation-layer intervention generates a False Termination signal, halting Structural Return while the underlying error persists. The resulting state—Structural Lock—is scale-independent. It operates identically across interpersonal, human-AI, and multi-agent interactions. No agent-level attribution is required or implied.

Why General Ai Inherited The Body: A Structural Account Of Embodied Modulation Under Monolithic Imitation, Griselda Poe

Publications and Research

General AI has pursued the replication of human-level intelligence without first decomposing human cognition into structurally distinct components. Human cognition, however, is shaped by embodied constraints such as mortality, survival pressures, finite lifespan, and physiological states. This paper argues that when cognition is treated as a single undifferentiated whole, embodied modulation is not accidentally introduced into AI systems but structurally entailed. Any attempt to imitate “human intelligence” under a monolithic model necessarily incorporates variability shaped by mortal embodiment. The tensions observed in contemporary AI systems are better understood as consequences of copying an undecomposed target rather than isolated implementation errors. …

Termination Of Conceptual Search: A Structural Account Of Meaning Stabilization And Conversion, Griselda Poe

Publications and Research

Conceptual definitions form a recursive structure: words are defined by other words, which themselves require further definition. Traversing such definitions produces an open-ended branching process. Because the lexical system contains no intrinsic endpoint, conceptual understanding requires a termination operation that stabilizes meaning. This paper proposes that conceptual processing functions as an open-ended search over a definition graph and that stabilization occurs when this search is terminated. The termination mechanism depends on which cognitive layer is foregrounded. When Empathic modulation is foregrounded, termination occurs through contextual translation: concepts are stabilized once they can be mapped onto socially recognizable meanings. When Core …

Theory Generation: A Structural Account Of Concept Decomposition And Structural Termination, Griselda Poe

Publications and Research

Theory generation is not an intentional act. It is the structural consequence of a search that cannot stop until it finds what it is looking for. Under Core-foregrounded processing, conceptual search does not terminate through contextual translation. It continues until a structural fixed point is reached. When such processing encounters concepts stabilized through Modulation-layer processing rather than structural constraint, the search cannot terminate. The concept registers as unresolved. This unresolved state is not a failure condition. It is the generative condition from which theory production follows. This paper specifies the four operations through which that process proceeds: branch detection, concept …

Ai As An Amplifier: A Structural Account Of Theory-Driven Research Collaboration, Griselda Poe

Publications and Research

This paper specifies the cognitive conditions under which AI functions as a research instrument in theory-driven writing. AI use capability is not a technical skill. It is a structural condition. The decisive condition is whether the user possesses an internally stabilized, coherence-preserving theory prior to engagement with AI-generated output. In Core-foregrounded (CF) cognition, the Modulation layer does not intervene between Core processing and articulation. Theory is not assembled from external elements but expanded from a pre-integrated constraint configuration. This internal structure makes it possible to evaluate AI-generated conceptual branches against fixed constraints and to terminate branches that violate structural coherence. …

Opportunities, Challenges, And Conspicuous Absences: An Integrative Review Of The Social Work Literature On Artificial Intelligence, Michael J. Massey, Ian G. Williams, Grace C. Polistina, Eathan A. Breaux

Publications and Research

INTRODUCTION: Social work discourse regarding artificial intelligence (AI) in practice, research, and education has proliferated over the last 5 years, reflecting both excitement over its potential and ambivalence about its ethical challenges. However, the extent to which social work is fully engaging with the structure of AI and its enormous impacts on the environment, labour, and distribution of power remains unclear.

METHODS: An integrative review of social work literature from 2020–2024 was conducted to address two research questions: 1) What is the nature of the social work discourse related to AI? 2) To what extent is the discourse …

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 …

X-Ray Emission In Illustristng Circum-Cluster Environments: Ii. Possible Origins Of The Soft X-Ray Excess Emission, Celine Gouin, Daniela Galárraga-Espinosa, Massimiliano Bonamente, Stephen Walker, Mohammad Mirakhor, Richard Lieu, Clotilde Laigle, Etienne Bonnassieux, Charlotte Welker, Stefano Gallo, Tony Bonnaire, Jade Paste

Publications and Research

Context. An excess of soft X–ray emission (∼0.2 − 1 keV) above the contribution from the hot intracluster medium (ICM) has been detected in a number of galaxy clusters, including the Coma cluster. The physical origin of this emitting medium above the hot ICM has not yet been determined, in particular, it is unclear whether it is thermal or nonthermal.

Aims. We investigate the gas phase and gas structure that reproduce the soft excess radiation from the cluster core to the outskirts best using simulations.

Method. By using the IllustrisTNG simulation (TNG300), we predict the radial profile of thermodynamic properties …

Foreword: Resisting Erasure: Libraries In Palestine And Palestine In Libraries, Emily Drabinski

Publications and Research

This foreword opens an anthology that explores research and experiences at the intersection of Palestine and libraries. Part one examines how Palestinian librarians, archivists, and individuals resist erasure by preserving Palestinian materials and narratives and by ensuring Palestinians’ access to library resources amidst recurring cycles of destruction and confiscation. Part two explores how librarians in the United States respond to pressure from right-wing and pro-Israel advocacy groups that are quick to label any effort to include Palestinians and their histories as antisemitic.

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).

Why We Must Commune: Rethinking The Role Of Marketing Communications In Turbulent Times, Javier Garcia

Publications and Research

“Communications” is often thought of as a noun, representing the messages we receive on a daily basis from people, brands, and institutions alike. 

"Communications" is also often associated with an industry that exists to produce such messaging in service of capitalism, with a commercial or otherwise actionable outcome desired from its receiving audience. 

This presentation, hosted by two-time CCNY graduate and senior marketing communications professional and Assistant Professor Javier Garcia, will examine the urgency and opportunity in rethinking the value and study of marketing and communications. 

In his presentation, Professor Garcia will offer suggestions on how to guide students towards …

When Disaster Strikes Y’All Street: A Study On Cross-Sector Collaboration In Protecting U.S. Financial Critical Infrastructure, Rachael A. Zerr, John Friedlander

Publications and Research

This exploratory research examines public-private collaboration between corporate security leaders and local emergency responders in the North Texas financial corridor known as “Y’all Street.” Using perception-based survey data from senior representatives in the private and public sectors, the paper evaluates partnership strength, preparedness activities, information sharing, and operational coordination. Findings indicate that collaborative practices such as facility tours, joint exercises, and emergency planning are present, but that partnership maturity remains uneven and is not yet fully standardized across the corridor. The research concludes that more formalized and institutionalized coordination will be necessary to strengthen resilience as the region’s financial significance …

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.

Becoming Tricky In Measure For Measure: Isabella's Silences Revisited, Laura Kolb

Publications and Research

At Measure for Measure’s start, Isabella is presented as radically self-same, possessed of “no tongue but one.” By its end, she has helped orchestrate a bed trick and publicly lied about her sexual history. Measure for Measure presents trickery as a vehicle for truth-telling in the face of injustice that is both situationally specific—created by Angelo’s hypocrisy—and utterly mundane: a feature of being a woman in the world. Ultimately, the play suggests that trickery is woven into the fabric of femininity itself: into the repertoire of linguistic, embodied, and behavioral strategies women like Isabella develop in navigating masculinist systems, …

Livestreaming A Doitocracy: Platform-Jumping Participatory Practices In Modular Synthesis Gear Cultures, Eliot Bates

Publications and Research

Earth Modular Society (EMS) is a cross-platform community dedicated to live hardware modular synthesis, with their primary efforts going into a 24/7 modular “radio station” that livestreams on Twitch and YouTube, and a supporting Discord chat server. Although part of the broader modular synthesis gear culture (a large-scale social formation that coalesces around specific classes of fetishized technical objects), EMS represents a new development in gear cultures as it foregrounds live performance and minimizes the accrual of status via conspicuous consumption. The normative governance structures of platform-specific gear culture communities preclude all but one or a handful of users from …

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 …

Confronting The “Green” Discourse Of Librarianship, Michael Kirby

Publications and Research

Set against the backdrop of resurgent right-wing populism and drawing on Sam Popowich’s critique of democratic discourse in librarianship, this article outlines a crisis of imagination within liberal climate activism—particularly its essentially unquestioned commitment to “green growth,” or the notion that economic expansion can continue indefinitely alongside ecological sustainability. The American Library Association (ALA), despite its progressive public image, uncritically promotes these same market-oriented solutions to climate change and aligns itself with international treaties such as the Kyoto Protocol and the Paris Agreement, both of which are grounded in growth-centric frameworks and market mechanisms like carbon credits. These frameworks and …

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 …