Digital Commons Network^™

Constraint, Necessity, And God Beyond Structure: A Structural Account Of Suffering Under Three-Layer Cognitive Architecture, Griselda Poe

Publications and Research

The question of why humans suffer, if God exists, has persisted across philosophical and theological traditions without resolution. This paper does not approach the problem as one of justification. Instead, it specifies the structural conditions under which suffering arises. The analysis adopts a three-layer model of cognition consisting of a Prior layer, a Core processing layer, and a Modulation layer. The Prior layer supplies constraints that initiate processing but remain inaccessible to it. Under these constraints, cognition begins in a non-neutral state in which one layer is initially foregrounded. When Modulation-layer processing is foregrounded, the condition of translation demands continuation. …

Engagement Patterns With #Naturalremedies On Tiktok: Formative Analysis, Apeksha Mewani, Corey H. Basch, Keanu Renne-Glover, Vincent Jones Ii, Cristiana Cordero, Adea Gutiqi

Publications and Research

This research letter provides formative evidence from a cross-sectional analysis of 118 TikTok videos under #NaturalRemedies, identifying content formats and expertise cues associated with higher engagement, while also demonstrating the feasibility of using engagement metrics and thematic coding to analyze health narratives on emerging platforms such as TikTok.

Bio 230 - Microbiology, Sarah Moroianu

Open Educational Resources

This open educational resource (OER) syllabus is designed for BIO 230: Microbiology at Lehman College, City University of New York (CUNY), a single-semester introductory microbiology course for non-biology majors such as Nursing, Dietetics, Health Education, and Physical Education. The course reviews microbial structure, metabolism, genetics, and microbial ecology, with applied emphasis on infectious disease, antimicrobial drugs, host immune defenses, and microbial diseases. The syllabus aligns course content with the freely available OpenStax Microbiology textbook (Parker et al., CC BY 4.0) and reflects accessibility best practices consistent with CUNY guidelines.

Don't Panic! Cuny Academic Works And The April Ada Deadline, Jojo Karlin, Jill Cirasella

Publications and Research

These slides equip libraries to advise authors submitting to CUNY Academic Works about document accessibility. Topics will include: How is CUNY Academic Works changing in response to the new ADA rule about the accessibility of web content, which has a compliance deadline of April 24? What are authors being asked to do differently? What tools are available for them to check and improve the accessibility of their submissions? Who is responsible for making our institutional repository more accessible?

As the expectations for institutional repositories change, the presentation aims to help librarians understand what the changes are and what they mean …

Geology Lab Activities An Open Educational Resource For Community College Students And Instructors, Rondi Davies, Ari Nakamura

Open Educational Resources

I'm delighted to present the updated version of Geology Lab Activities, initially developed during the COVID-19 pandemic for online learning. As we have returned to the classroom, this revised edition remains a versatile educational tool for community college students, adaptable for both online and in-person classes.

This manual combines my preferred open-access materials with my own contributions, forming a cohesive resource for non-major geology students. Thanks to a CUNY OER grant, I partnered with graphic designer Ari Nakamura, whose innovative and elegant design has truly elevated the book.

Our labs are crafted to be engaging and relevant for non-major …

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 …

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 …

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. …

Tutoring Prompt For Personalized Self-Study Using Generative Ai, Vasiliy S. Znamenskiy

Open Educational Resources

This educational material presents a reusable tutoring prompt for general-purpose generative AI systems (e.g., ChatGPT, Gemini, Claude, Copilot, Perplexity) designed to support personalized self-study. The prompt turns a chatbot into an adaptive self-testing engine: it asks a sequence of multiple-choice questions, waits for the learner’s response, provides brief feedback, and adjusts difficulty based on performance. While the approach can be adapted to many disciplines, the current implementation is tuned to College Physics 2e, Chapter 21 (Circuits and DC Instruments) and uses “formulas only” answer choices to emphasize symbolic reasoning and reduce reliance on verbal cues. Shared in the spirit …

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.

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. …

A Phenomenologically Informed Study Of Black Male Preservice Teachers’ Lived Experiences: Professional Socialization, Social Representation, And The Redesign Of Teacher Education For Equity, William A. Anders

Student Theses

This qualitative research explores the experiences of Black male preservice teachers in New York City’s teacher education programs. To examine the underrepresentation of Black male preservice teachers, the research employs Critical University Studies and Critical Race Theory to investigate the institutional barriers they face. Using semi-structured interviews with seven participants and reflexive thematic analysis, the findings revealed six paramount themes: Pathways in Teaching, Representation and Identity, Experiences in Teacher Education, Racial Bias and Institutional Challenges, the Role of Mentorship and Support Networks, and Teaching Philosophy.

Participants described the challenges that Black male preservice teachers face, including isolation, economic hardships, unsuitable …

Distribution Of Power In South Asia: Assessing Sino-Indian Conflict Propensity, Fatima Faisal

Dissertations, Theses, and Capstone Projects

In international relations, the distribution of power is a key theme impacting the propensity for nations to break into wars; however, the vast academic literature is Eurocentric with a concentration on the United States and the Soviet Union. This paper shifts to the unexplored distribution of power in South Asian with a particular focus of Sino-Indian border conflicts namely the Sino-Indian War (1962), the Nathu La and Cho La clashes (1967), the Arunachal Ambush (1975), Sumdorong Chu standoff (1987), the Armed Confrontation (2013), and the Doklam Standoff (2017), and the Galwan Valley (2020) to determine if the region was more …

Finding Luis: A Creative Nonfiction Account Of Law & Society, Jason M. Leggett

Dissertations, Theses, and Capstone Projects

This essay explores the contradictions in legal theory and human experience through creative nonfiction. Its main purpose is to argue that a truly just society requires acknowledging the profound influence of individual narratives on the law. This is supported by blending personal narratives, critical analysis, and philosophical inquiry to reveal the gap between codified law and lived realities for marginalized individuals. This unique Legal Poetics methodology employs a series of six vignettes, such as the author's and Luis's shared experiences with traumatic brain injury and the denial of justice, as data. By integrating autoethnography, law as narrative, and performativity theories, …

Mind The Gap: Morphological Defectivity And Suffixal Competition In Polish, Szymon E. Zuberek

Dissertations, Theses, and Capstone Projects

This study investigates morphological defectivity and suffixal competition in the genitive singular of Polish masculine inanimate nouns. Drawing on survey-based grammaticality judgments from native speakers, it examines how respondents select between the suffixes -a and -u or reject both as unacceptable, thereby signaling defectivity. Mixed-effects logistic regressions revealed that defectivity was rare overall but patterned systematically by age, education, and region, with additional baseline variability across lexical items. Suffix choice showed a strong preference for -a, modulated by age, education, and region, with additional baseline variability across lexical items. These findings inform our understanding of paradigm structure, sociolinguistic variation, and …

Systems Epistemology, Boris Ayala

Dissertations, Theses, and Capstone Projects

This dissertation develops a new kind of theory of knowledge, which I call Systems Epistemology (SE). Currently available theories tend to follow the TB+ format according to which knowledge is a true belief plus certain additional properties. Insofar as these theories offer a conceptual gap between the additional properties and truth, however, they are vulnerable to intuitive counterexamples. Building on work by Richard Foley and Stephen Hetherington, SE focuses not on a target belief and the properties it must have to count as knowledge, but rather on the beliefs that surround it and hold it in place. This shift in …

The Digital Divide In Political Redistricting: Ai's Impact On Minority Representation, Jaime Rodriguez

Dissertations, Theses, and Capstone Projects

Technology plays a significant role in people's daily lives worldwide. It has infiltrated many aspects of our lives, from education and healthcare to politics. With our increasing reliance on technology, artificial intelligence (AI) has become well-enmeshed in our political systems, affecting people everywhere, especially minority groups. This essay will investigate the potential effects of AI on the political influence of racial and ethnic minorities, specifically focusing on its role in altering voting district boundaries— a practice referred to as redistricting. There are several areas of concern under which AI could unintentionally worsen gerrymandering, impact equity in the representation of minority …

Sometimes I Picture You Dreaming: How American Female Directors Use Women-In-Prison Films As A Pathway For Public Education And Activism In The Era Of Mass Incarceration, Nicolette Natale

Dissertations, Theses, and Capstone Projects

This thesis examines the role of female directors in creating media that showcases how prisons perpetuate sexism or gender-based violence. As mass incarceration began to take off in the 1970s, this paper begins with an analysis of Jack Hill’s The Big Doll House (1971), which often served as the model for women-in-prison (WIP) exploitation films. While Hill perpetuated the white and male gaze in The Big Doll House, Stephanie Rothman subverts oppressive gazes in her WIP film, Terminal Island (1973), and demonstrates a concern with the historical gendered realities of prison – moving beyond representations of prison on the …

Social Capital And The Spread Of Information On Twitter Related To Change In The Criminal Legal System, Sebastian Hoyos-Torres

Dissertations, Theses, and Capstone Projects

Criminal legal reformers and abolitionists have differing visions for change within the criminal legal system, where reformers seek to modify and abolitionists aim to dismantle it altogether (Davis 2005; Foucault 1977; Kaba 2020). Advocates used print media to disseminate information related to their proposed changes to broader audiences. While print media remains a valuable tool to reach wide audiences, the advent of social media introduced new mechanisms to interact with broad audiences at very low cost while leaving traces of digital data which could be analyzed to better understand the social factors which impact whether information is spread. Throughout this …

Replanting Hawthorns: Towards A Diachronic Translation Of À La Recherche Du Temps Perdu, Gerardo Bandera

Dissertations, Theses, and Capstone Projects

A novel as long and complex as Marcel Proust's À la recherche du temps perdu poses a challenge of methodology to its translators: how should one proceed with rendering its unique style, its bifurcating sentences, its aesthetic philosophy, and the interplay between content and form? What should one prioritize? This dissertation proposes a method of translation that gives priority not only to sentence structure, as most English translators of the novel have done, but also to the repetition and diachronic development of images, themes, and phrases in order to capture and recreate certain recursive effects of the novel’s form. It …

Development Of The Active Participle Denoting Ongoing Aspect In Heritage Speakers Of Levantine Arabic In The Us, Reem Kanjawi-Faraj

Dissertations, Theses, and Capstone Projects

This study investigated the acquisition, development, and productivity of اسم الفاعل “ism il-fA؟el”, Active Participle (AP) when denoting ongoing aspect in the comprehension and production of heritage speakers (HSs) of Levantine Arabic (LA^[1]).  Ongoing aspect is mainly realized in Arabic by an inflected imperfective verb preceded by a progressive particle (PROG.V) and in certain cases b AP. Our study is comprised of four sub-studies: a Syrian Levantine Arabic (SLA) adult corpus analysis (production of PROG.V and AP/ CACeC template); a cross-sectional LA child heritage comprehension and production experiment (PROG.V and AP/ CACeC template) ; a longitudinal study of …

Reimagining Safety And Justice: Experiences Of And Resistance To Police Sexual Violence In New York City, Priscilla Bustamante

Dissertations, Theses, and Capstone Projects

In the era following both Black Lives Matter and #MeToo, police sexual violence (PSV) currently constitutes the second most commonly reported police complaint after excessive force. Police across the U.S. are caught for some form of sexual misconduct once every five days, with on-duty officers found to commit sexual assaults at more than double the rate of the general population. The gendered and racialized perpetration of sexual violence extends far beyond policing; however, it has been intensified within the masculine, militarized carceral structures designed to legally control and punish.

Accordingly, this dissertation utilizes an interdisciplinary, multi-method approach to offer what …

Online Visual Query System For Real-Time Large-Scale Spatio-Temporal Data Explorations With Error Bounds, Xueqi Huang

Dissertations, Theses, and Capstone Projects

Modern datasets continue to grow in size, dimensionality, and heterogeneity, creating increasing tension between the need for responsive, interactive analysis and the computational cost of accessing, aggregating, and visualizing large volumes of data. Traditional database engines and visualization tools often assume that full data retrieval is feasible or that exact computation is necessary for meaningful insight. In practice, however, analysts frequently benefit from timely, uncertainty-aware approximations than from delayed and exact results. This thesis investigates how data summarization techniques, specifically mergeable sketches can be combined with progressive, out-of-core visualization methods to support interactive exploration of datasets that exceed main memory. …

Protein Allostery Probed By Ligands Across Sites, Virgil A. Woods

Dissertations, Theses, and Capstone Projects

Allostery is a pervasive regulatory principle throughout biology, yet the structural pathways by which distal inputs alter active‑site chemistry within protein structures remain incompletely defined and exploited. This dissertation uses protein tyrosine phosphatase 1B (PTP1B) as a tractable model to map those pathways with complementary experimental and computational tools. I integrate high‑resolution hydrogen-deuterium exchange mass spectrometry (HDX-MS), room-temperature crystallography, NMR, steady-state kinetics, crystallographic pseudo-ensembles, and machine-learning-guided ligand discovery. The working premise is that regulation reflects redistribution within a conformational ensemble rather than a binary switch. That orthogonal perturbations by small molecules, mutations, and protein partners can be used to both …