Digital Commons Network^™

Investigating Potential Bias In Public Acceptance Of Restorative Justice: The Influence Of Situational And Offender Characteristics, Kiara Haynes

Student Theses

Restorative Justice has been an emerging justice mechanism in the U.S. since the 1970s that advocates are working to expand more widely throughout the justice system. Due to victims and the broader community of the offender being an integral part of the Restorative Justice process, it is critical to consider the general public's support of this novel justice mechanism, as well as the influence that social biases among the public may have on the experience of defendants going through the system. The study conducted examined the effect that social biases toward an offender's personal characteristics have on attitudes and opinions …

The Security Of Llm-Generated Code, Christopher Brian Gonzalez Ayala

Student Theses

The rapid adoption of Large Language Models (LLMs) in software development has transformed coding practices by enabling automated code generation, completion, and optimization. Despite these advantages, concerns persist regarding the security and reliability of LLM-generated code. This study presents a comprehensive evaluation of both the functional correctness and security of code produced by three prominent LLMs as of early 2026. A total of 4,800 code snippets were generated using 100 security-focused programming prompts derived from the OWASP Top 10:2025, translated across eight natural languages and two phrasing styles (literal and natural developer-oriented prompts). To assess performance, a multi-stage experimental framework …

Forensic Analysis Of Temporary Tattoo Markers And Inks, Daniel J. G. Chasse Jr

Student Theses

As tattoos rise in popularity, some marker manufacturers have created temporary tattoo markers so that children and adults can experience tattoos without the permanence of a regular tattoo. These new products are marketed explicitly as ‘temporary tattoo markers’ and intended for direct application to the skin. This research aims to scientifically evaluate the inks from these temporary tattoo markers to elucidate their physical and chemical properties using wet chemistry, visual examination, ultraviolet-visible spectroscopy (UV/Vis), Fourier-transform infrared spectroscopy (FT-IR), attenuated total reflectance infrared spectroscopy (ATR-IR), thin layer chromatography (TLC), and diffuse reflectance infrared spectroscopy (DRIFTS) to analyze temporary tattoo markers and …

Adversarial Robustness Of Perceptual Hashing Systems: A Unified Security Evaluation Framework, Avijit Roy

Student Theses

Social network platforms, child safety organizations, and image provenance systems use perceptual hashing to identify known child sexual abuse material (CSAM), support content moderation and reverse image search, and verify image integrity. Perceptual hashing works by producing similar fingerprints for visually similar images, even after common transformations such as compression, resizing, or minor brightness changes. This useful similarity-preserving property also creates an adversarial attack surface, as attackers can use AI-assisted or conventional image manipulation techniques to move a hash across a matching threshold while maintaining visual similarity, often without access to specialized hardware.

The security failures produced by adversarial attacks …

The Comparative Chemical Analysis Of Colored Henna, Vani D. Bhagwandeen

Student Theses

Henna, a natural dye derived from Lawsonia inermis, is widely used for temporary body art, hair coloring, and cultural decorative practices such as Mehendi. Traditional henna produces a reddish-brown stain through lawsone, a naphthoquinone chromophore that binds to keratin in skin, hair, and nails (Badoni Semwal et al., 2014; de Groot, 2013; Kumar Singh et al., 2015). Commercial henna products have increasingly incorporated synthetic dyes, pigments, and glitter additives to produce a broader range of colors and effects (Blair et al., 2004; Manso et al., 2017; Blackledge & Jones, 2007). Despite their prevalence, limited forensic research has examined the …

Investigating The Detection Ability Of Presumptive Bloodstain Testing Through Concealment Obstacles, Skye E. Lehr

Student Theses

Bloodstain detection can provide valuable information on the ability of presumptive tests. When perpetrators seek to alter the scene of violent crimes to interfere with investigations or flee from justice, crime scene investigation becomes more complex. In this analysis, scenarios where bloodstain evidence is attempted to be removed by household cleaners and covered up by acrylic or oil-based paint, are tested using luminol and Kastle-Meyer direct testing. These bloodstains have been altered by bleach, dish soap or all-purpose cleaner and covered under multiple layers of acrylic or oil-based paint. Evidence is documented both photographically and visually to simulate crime scene …

A Qualitative And Quantitative Comparative Analysis Of Ballistic Bone Trauma From Frangible And Full Metal Jacket Projectiles, Hajar S. Hassan

Student Theses

Ballistic bone research is essential as 90% of homicides with the use of a firearm include injuries to bone. Forensic anthropologists use ballistic bone trauma to gather details and reconstruct an event, but ballistic bone trauma depends on many intrinsic and extrinsic factors. These factors include the type of bone, the type of firearm, and the type of ammunition. As new ammunition and firearms emerge, the literature on ballistic bone trauma remains limited. This novel study compares the bone trauma from the most common projectile, the full metal jacket, to a frangible projectile which is made to break upon impact. …

Policing Course, Adrian Bordoni

Open Educational Resources

Policng course divided in 8 modules: includes readings, videos, interactive assignments, discussion boards Final ppaer and presentation to support topics

Examining Whether The Relationships Between Specific Psychiatric Diagnoses And Both Adolescent Suicide And Reoffending Are Moderated By Sex, Michael T. Baglivio, Katherine Jackowski, Brooke Neupaver, Grayson Black, Bailee Perry, Kevin T. Wolff

Publications and Research

The current study examines the relationships between specific psychiatric diagnoses and both adolescent suicide and reoffending, the implications of adverse childhood experiences on these outcomes, and assesses whether these relationships are moderated by sex. Using a multilayer multiyear statewide sample of 6,515 adolescents who completed juvenile justice residential placements, logistic regression and moderation models were used to examine these relationships. Findings demonstrate that the rate of suicidal ideation was 2.5 times higher for female youth, while the recidivism rate was 1.7 times higher for males. Psychiatric diagnoses prevalence ranged from 65.9% for conduct disorder to less than 1% for personality …

Beyond "Bad Apples": Political Identity, Moral Interpretation, And Institutional Response To Abuse, Laura Werner

Student Theses

This thesis examines how psychological explanatory frameworks and structural institutional response interact to shape how domestic violence and sexual abuse are understood and addressed. Drawing on behavioral design theory and John Dewey's transactional approach to experience, I argue that harm is interpreted through mental models that simultaneously shape both individual perception and institutional action. Using survey data from 736 participants, I demonstrate that endorsement of the "bad apples" explanatory framework, attributing abuse primarily to a small group of deviant individuals, is predicted by psychological essentialism, belief in a just world, social dominance orientation, and political conservatism. These findings suggest that …

Exploring Biogeographical Ancestry Inference Of New York Residents Using A 45 Indel Panel, Amanda Martinez

Student Theses

Biogeographical ancestry (BGA) inference is an important tool in forensic science, providing supplemental information when comparison/reference DNA is not available for traditional DNA analyses. Insertion/deletion polymorphisms (INDELs) have been used in the last decade as ancestry-informative markers (AIMs) for BGA inference because they can be easily adapted to forensic-type samples and are determined using low cost and easy processing methods. Limited research has attempted to estimate ancestry and admixture in United States (U.S.) populations. This study evaluated the effectiveness of a 45- and 21- INDEL panel to measure population admixture proportions of four different origins (African, European, East Asian and …

Trauma, Memory, And Decision-Making: How Covid-19 Shaped Autobiographical Memories And Risky Decision-Making In Young Adults, Rachel Seo

Student Theses

Autobiographical memory is a critical component of the memory process that guides future behaviors by relying on past personal experiences connected to major public events. This decision-making process is heavily influenced by trauma exposure and post-traumatic stress disorder (PTSD) symptoms, as they may guide individuals to riskier behaviors. The COVID-19 pandemic represents a global traumatic stressor that contributed to shifts in behavioral outcomes post-pandemic. Despite research showing associations between memory accessibility, traumatic symptoms, and decision-making, there is limited research on health-related behaviors and post-pandemic behavioral outcomes in individuals with high trauma exposure specifically from the pandemic. The present study investigates …

Lineup Construction Strategies In The Presence Of Within-Person Variability, Abbey M. Greenfield

Student Theses

Photographic lineups are used more frequently than live lineups, but photographs are not always reliable representations of a person’s appearance. Oftentimes, images used in lineups are drawn from mug books, passports, and driver’s license photographs—which may be outdated. As a result, even when a culprit is correctly identified for inclusion in a lineup, the photograph used may differ significantly from their appearance during the event due to natural changes in appearance (Jenkins et al., 2011). Further, the degree of suspect-filler similarity sufficient to achieve optimal discriminability remains a topic of debate (Fitzgerald et al., 2013). We examined the impact differing …

Propasafe-Hybrid: A Text-Based Hybrid Propaganda Detection Tool, Thomas Kimmeth, Avijit Roy, Vivek Sharma

Publications and Research

Propagandistic content increasingly circulates through online news and social media, where readers often encounter it with limited scrutiny, highlighting the need for reliable and fine-grained detection. This paper introduces Propasafe-Hybrid, a sentence-level system that integrates a fine-tuned transformer classifier with LLM-based technique classification to identify, label, and explain specific propaganda strategies. The pipeline generates actionable outputs, including highlighted sentences, technique assignments, and concise rationales, so users can immediately understand why a sentence was flagged and how each label was determined. To control inference cost, Propasafe-Hybrid employs a cost-aware pre-filtering stage that forwards only high-likelihood sentences to LLMs, reducing token usage …

Estimator And Reflector Variables In Eyewitness Recall, Sakshi Mundra

Student Theses

Eyewitnesses are frequently asked to describe culprits following a crime, but how accurate and complete are such descriptions? This study examined eyewitness description completeness and accuracy by investigating estimator variables (Race and Gender), reflector variables (Confidence and Response Time), and elicitation methods (Free Recall and Prompted Recall). Participants viewed one mock-crime video featuring a culprit who varied in race (White or Black) and gender (Female or Male), then provided free recall descriptions followed by prompted descriptions of facial features. Prompted recall improved completeness beyond free recall, though with a minor reduction in accuracy. Descriptions were more complete for same-race and …

Propasafe-Hybrid: A Text-Based Hybrid Propaganda Detection Tool (Ila 2026 Presentation), Thomas Kimmeth, Avijit Roy, Vivek Sharma

Publications and Research

This presentation introduces Propasafe-Hybrid, a hybrid system for sentence-level propaganda detection that combines offline transformer-based classification with selective large language model (LLM) explainability. The system employs a two-stage pipeline in which a local BERT-based classifier evaluates all input text and filters non-propagandistic content, while only high-confidence candidates are forwarded to an LLM for rhetorical technique labeling and explanation. This design enables cost-aware, privacy-conscious, and scalable analysis by reducing unnecessary reliance on external models.

Propasafe-Hybrid identifies propagandistic techniques such as loaded language, obfuscation, and appeal to fear, and generates concise natural language rationales that make these techniques interpretable to users. By …

The Knock That Never Leaves, Alvin Seenauth

Theses and Dissertations

Peter Asan, a father and small business owner in New York, faces uncertainty after immigration agents arrived at his home in 2021. A decades-old conviction resurfaced, threatening his family life. The Knock That Never Leaves follows his daily routine as he lives between stability and the ongoing fear of deportation.

Why Don’T They Leave? : An Exploration Of Barriers That Prevent Women From Leaving Relationships Where They Experience Intimate Partner Violence, Jaelene Beltre

Theses and Dissertations

Relationships involving intimate partner violence (IPV) can often entail physical or verbal abuse from one individual to another in a romantic relationship. In a heterosexual relationship, the abuse most often occurs from the man to the woman. From an outside perspective, when considering the victims of abuse, one might ask simply, “Why don’t they leave?” However, the answer to this question, much like the abuse experienced in these dynamics, is nuanced. The present study is a literature review of studies meant to answer this very question. Abuse can often be some combination of physical, verbal, emotional, sexual, or financial. We …

The Effect Of Prenatal Substance Use Policies On Women's Well-Being, Zukruf Alam

Theses and Dissertations

This paper examines the effects of punitive and priority treatment policies relating to the use of illicit substances during pregnancy on women's health and health-related behavior. Punitive interventions criminalize substance use during pregnancy, which can even lead to termination of parental rights. In contrast, priority treatment policies support pregnant women and grant them priority access to substance use disorder treatment programs. I use staggered difference-in-differences methods and data from the Behavioral Risk Factor Surveillance System data from 2004 to 2018 to estimate the impact of prenatal substance use policies on women's mental health, physical health, self-reported poor health, and cigarette …

Moderating Effects Of Defense Mechanisms On The Link Between Dark Triad Traits And Stress: A Replication With Addition Of Early Trauma, Ngayin Cheng

Student Theses

Literature suggested Dark Triad traits, comprised of narcissism, Machiavellianism, and psychopathy, are linked to adverse childhood environment and maladaptive coping that contribute to negative mental health outcomes, but Richardson and Boag's study (Richardson & Boag, 2016) was one of the few studies that first found Dark Triad traits are associated with immature defenses and higher perceived stress simultaneously. This replicated study aims to verify the original findings of their research by examining how defense mechanisms moderate the relationship between Dark Triad traits and perceived stress. A sample of 199 participants completed self-report measures assessing the Dark Triad traits, defense styles, …

A Meta-Analysis On Joinder Effects: Do They All Have The Same Magnitude?, Amelia M. Tisk

Student Theses

The present meta-analysis examined whether different forms of joinder and procedural consolidation produce varying levels of prejudice in adjudicative decision-making. Although joinder procedures improve judicial efficiency, psychological research has suggested that combining charges, defendants, or plaintiffs within a single proceeding may increase conviction likelihood, liability judgments, and broader perceptions of wrongdoing. A random-effects meta-analysis was conducted across 22 independent study effects examining charge joinder, defendant consolidation, plaintiff consolidation, multiple-complainant procedures, and related aggregation paradigms. Effect sizes were converted to Pearson’s r whenever possible. Overall, procedural aggregation produced a moderate effect on adjudicative outcomes, r = .27, 95% CI [.22, .32]. …

Chemical Variability In The Unregulated Opioid Supply In The South Bronx, Yeireline Rodriguez

Student Theses

The unregulated drug supply in the United States has become increasingly unpredictable, contributing to persistently high overdose mortality, particularly in structurally marginalized communities such as the South Bronx. While drug adulteration has long been present in illicit markets, the number and pharmacological diversity of adulterants remained limited for much of the twentieth century. Over the past decade, however, the drug supply has undergone a significant transformation marked by the proliferation of potent synthetic opioids such as fentanyl and its analogues, frequently combined with novel sedatives and chemically diverse adulterants. These shifts have introduced increasing chemical complexity into the street drug …

Cuny Oer Initiative Catalog (Ay 2024-2025), Jahanara Alamgir, Yujin Lee-Hwang, Rachael Nevins, Elliot Galvis, Rebecca Morofsky, Andrew Mckinney, Jojo Karlin

Open Educational Resources

This circulating catalog inventories the reusable teaching objects produced by CUNY campuses in AY 2024-2025! You’ll find textbooks, assignments, syllabi, videos, and more, organized by discipline and with brief descriptions of the resource. This publication (which links to all the resources) is supplemented by a by our online, filterable CUNY OER Initiative Catalog.

The CUNY OLS Research and Publishing Strategy team gathered, described and indexed the work of the campuses. OLS Fellow Hwang-Lee Yujin designed the publication.

Bridging Theory And Practice: A Criminal Justice Course Collection, Penny Geyer

Open Educational Resources

Dr. Penny Geyer compiled a full reading list, course calendar, set of weekly discussion questions, in-class experiential exercises, a death penalty case-study module, and a final paper assignment into a single, organized course packet that can be easily accessed, revised and remixed by other instructors teaching theory-to-practice criminal justice courses.

Structural Silence: When Ai Infrastructure Fails Speakers Of Underrepresented Languages, Avijit Roy, Proma Roy

Publications and Research

Artificial intelligence tools for education and language support are increasingly framed as scalable responses to access gaps in under-resourced communities. Yet the infrastructure underlying these tools—training corpora, tokenization schemes, evaluation benchmarks, and deployment architectures—encodes a set of assumptions that systematically disadvantages speakers of underrepresented languages before a single model is trained. This paper examines those assumptions through the lens of Bengali, one of the world’s most widely spoken languages with roughly 285 million speakers (Ethnologue, 2025; International Communication and Leadership School, 2026), and the structural barriers that emerge when attempting to build AI-assisted educational tools for Bengali-speaking learners in low-connectivity …

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 …

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 …

Culture And Its Discontents: Versions Of Matthew Arnold From The 1860s To The 1980s, Jarrett Moran

Dissertations, Theses, and Capstone Projects

Between the 1860s and the 1980s, the concept of culture articulated by Matthew Arnold provided a widespread and persistent language for making claims about who was ready for inclusion in British politics and identity and who was not yet ready or even incapable of being included. Scholarship on Arnoldian culture has often focused on presenting just one version of Arnold, whether as a cultural elitist, a progenitor of literary studies, or proponent of “doing away with classes.” This dissertation instead shows that Arnold’s concept of culture was so pervasive and persistent because he could be appropriated and redefined by people …

Urgent Expertise, Explored Together: A Scholarly Communication Peer-Mentoring Group, Alex Crowley, Lily Susman, Rosemary Farrell, Michael Kahn, Caroline Jedlicka, Eric Silberberg, Michelle Ehrenpreis, Marta Bladek, Jill Cirasella

Urban Library Journal

In Spring 2025, the authors participated in a structured peer-mentoring program designed to deepen their knowledge of scholarly communication topics and issues. In this article, based on our panel at the 2025 LACUNY Institute, we share our perspectives on the program and discuss how current events are making scholarly communication expertise more essential than ever.