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2026

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How To Stop Mass Shootings Without Violating The Second Amendment: Designing Regulations To Prevent Acts Of Mass Violence That Pass The 6:3 History And Tradition Test, Robert D'Alessandro Jan 2026

How To Stop Mass Shootings Without Violating The Second Amendment: Designing Regulations To Prevent Acts Of Mass Violence That Pass The 6:3 History And Tradition Test, Robert D'Alessandro

Cardozo Journal of Equal Rights & Social Justice

The article proposes that states can constitutionally implement ammunition possession limits to reduce mass violence by aligning such laws with the "history and tradition" test established by the current Supreme Court. It argues that modern caps on ammunition are analogous to early American gunpowder restrictions, which were enacted for public safety to prevent catastrophic explosions in populated areas.


Justice In Erotic Spaces, Elena L. Cohen Jan 2026

Justice In Erotic Spaces, Elena L. Cohen

Cardozo Journal of Equal Rights & Social Justice

This Article posits that the concept of "erotic justice" could be used by courts to push back against the current cascade of anti-LGBTQ+ laws and meaningfully improve the lives ofgay and trans people. The beginning of the twenty-first century was widely seen as a time of great progress for LGBTQ+ people, with the legalization of gay marriage in countries across the world seen as the ultimate triumph. Yet there is a strong contemporary movement to re-criminalize the lives of LGBTQ+ people and to remove protections that have been granted by courts. In the U.S., the 2020s have seen an ongoing …


Data Sanctuaries: Rethinking Technological Progress To Preserve Federalism, Nathan S. Lee Jan 2026

Data Sanctuaries: Rethinking Technological Progress To Preserve Federalism, Nathan S. Lee

Cardozo Journal of Equal Rights & Social Justice

Why are sanctuary states and cities in the present moment largely failing to protect immigrants and other vulnerable people from federal enforcement of an agenda based on mass deportation and fear? While federalism was painted during the Civil Rights Era as a weapon of states to protect policies of discrimination and segregation, federalism was also a powerful tool used by Northern States before the Civil War to resist Southern and federal laws enabling the dehumanizing capture and transport offugitive slaves (or suspected fugitive slaves). What has changed in the passing years to make federalism seem like such a thin concept, …


Breaking The Perpetual Social Injustice Cycle By Implementing Race-Neutral Alternatives As A Means To Create Equitable Admissions Practices In Higher Education, Jazmin B. C. Jardim-Phipps Jan 2026

Breaking The Perpetual Social Injustice Cycle By Implementing Race-Neutral Alternatives As A Means To Create Equitable Admissions Practices In Higher Education, Jazmin B. C. Jardim-Phipps

Cardozo Journal of Equal Rights & Social Justice

The article argues that higher education institutions can still achieve the compelling state interest of diversity while complying with the Students for Fair Admissions (SFFA) rulings by replacing race-based admissions with narrowly tailored, race-neutral alternatives. It proposes a model that redefines merit and prioritizes socioeconomic and first-generation status while eliminating legacy preferences to break cycles of systemic social injustice.


Annotated Legal Bibliography Jan 2026

Annotated Legal Bibliography

Cardozo Journal of Equal Rights & Social Justice

No abstract provided.


Unseen Motherhood, Kylie Zieminski Jan 2026

Unseen Motherhood, Kylie Zieminski

All Student Theses and Dissertations

Unseen Motherhood is a series of photographs that shows what first-time motherhood is really like, starting with pregnancy and going through birth and everything after. I did not want to just show the happy or perfect moments. I wanted to capture the hard parts, the big feelings, and how much a person's identity can change.

There are eighteen black-and-white photographs in this series, all showing my twin sister as she goes through becoming a mother. These images follow her before, during, and after birth. I wanted to show that motherhood is more than just one happy photograph.

I based this …


The Inward Gaze: Byung-Chul Han's Achievement-Subjectivity In David Foster Wallace's Short Fiction, Ivan Marquez Jan 2026

The Inward Gaze: Byung-Chul Han's Achievement-Subjectivity In David Foster Wallace's Short Fiction, Ivan Marquez

All Student Theses and Dissertations

David Foster Wallace stated that the aim of his fiction and art was to reflect what it meant to be alive and form a relationship with the reader. In "E Unibus Plurum", Wallace posited that the tenets of Post-Modern fiction were once used to criticize the hypocrisies of the 1950's and 60's American had been subsumed by television and were no longer effective tools of criticism. Wallace argues for a move away from irony and stunt pilotry of postmodern fiction towards a fiction which espoused "single entendre values" (Wallace 192). While Wallace advocated for a return to more traditional story-telling, …


Intratracheal Interleukin-10 Administration Reduces Acute Lung Injury Induced By Sulfur Dioxide Exposure In Mice, Amy J. Nelson, Todd A. Wyatt, Bradley W. Richmond, Belinda Diaz, Angela Gleason, Michael J. Duryee, Geoffrey M. Thiele, Ted R. Mikuls, Jill A. Poole Jan 2026

Intratracheal Interleukin-10 Administration Reduces Acute Lung Injury Induced By Sulfur Dioxide Exposure In Mice, Amy J. Nelson, Todd A. Wyatt, Bradley W. Richmond, Belinda Diaz, Angela Gleason, Michael J. Duryee, Geoffrey M. Thiele, Ted R. Mikuls, Jill A. Poole

Journal Articles: Environmental, Agricultural & Occupational Health

Therapies capable of reducing acute high-consequence airborne chemical exposure-induced lung disease are lacking. This study seeks to determine the therapeutic potential of interleukin (IL)-10 administered following acute sulfur dioxide (SO2) exposure in mice. C57BL/6 male and female mice were exposed to SO2 gas at 125 ppm for 4 h and subsequently treated 2-3 h later with IL-10 (1 μg) or vehicle control by intratracheal instillation for a total of 3 doses over 2 days with comparisons to sham-treated mice (N = 20 mice/group). IL-10 treatment reduced SO2-induced weight loss with corresponding reductions in SO2 …


Accessibility Analysis Of Academic Library Epubs - Spreadsheets 1 To 3, Adina Mulliken Jan 2026

Accessibility Analysis Of Academic Library Epubs - Spreadsheets 1 To 3, Adina Mulliken

Publications and Research

These spreadsheets are associated with the article "Accessibility Analysis of Academic Library EPUBs" in Library Resources & Technical Services.


Plutocratic Public Safety, Erin R. Collins Jan 2026

Plutocratic Public Safety, Erin R. Collins

Law Faculty Publications

Recent political events have laid bare the ways that the United States functions like a plutocracy, in which the ultra-wealthy exert influence over core governance functions. The criminal system is not immune from this influence. Big Capital shapes the operation of the criminal system in highly visible ways through its investments in policing technology, electronic monitoring systems, and correctional and detention systems. This Article shows how the economic elite shape the operation of the criminal system in a less obvious way: through philanthropic giving. Big Philanthropy provides another—albeit seemingly benevolent—avenue through which the ultra-wealthy can advance a vision of public …


Copyright Eligibility For Ai Works Under United States Law, Roger V. Skalbeck Jan 2026

Copyright Eligibility For Ai Works Under United States Law, Roger V. Skalbeck

Law Faculty Publications

This article examines copyright eligibility for works that incorporate generative AI elements under United States law, explaining that such works may be protected only to the extent they contain human-authored expression.  This expression can appear as creative selection, arrangement, editing, or other expressive contributions, while unedited or autonomously generated AI output is not copyrightable. The article highlights how the U.S. Copyright Office’s registration and review system, through disclosure requirements, refusals, and public registration records, creates meaningful evidence about boundaries of copyright protection for AI-assisted works. The article contrasts this U.S. registration framework with other legal systems, including European jurisdictions such …


Nurturing A Collection Development Community Within The Medical Library Association [Survey Data], Sarah Mcclung, Iris Kovar-Gough, Karen H. Gau Jan 2026

Nurturing A Collection Development Community Within The Medical Library Association [Survey Data], Sarah Mcclung, Iris Kovar-Gough, Karen H. Gau

VCU Libraries Faculty and Staff Data

This submission is aggregated survey results comprising the supplemental material for a case study that will be published in late 2026 or early 2027, with all free-text comments removed. A version of this survey with de-identified comments included is available through the Medical Library Association Collection Development Caucus’s archives, which requires membership for access (https://www.mlanet.org/communities/caucuses).

Below is the case study abstract:

The work of health sciences collection development librarians can be isolating as they are often the sole person responsible for stewarding the collection at their institution. This case study explores the iterative process of information and experience …


The Oxymoron At The Heart Of Delaware's Making Elon Happy Legislation, Franklin A. Gevurtz Jan 2026

The Oxymoron At The Heart Of Delaware's Making Elon Happy Legislation, Franklin A. Gevurtz

McGeorge School of Law Scholarly Articles

Fearing that parties controlling corporations might incorporate elsewhere, Delaware has hurriedly enacted controversial legislation (SB-21) to reduce judicial scrutiny of dealings whereby such parties might further enrich themselves at the expense of public stockholders.

This article examines a basic problem with SB-21 that has been ignored in all the Sturm and Drang surrounding its enactment. Simply put, two key parts of the statute’s provisions addressing dealings by parties who control corporations are fundamentally at war with each other. These are the statute’s definition of controlling stockholder which focuses on the voting power to elect the directors and the statute’s provision …


David John Farmer: A Scholarly Biography And Bibliography, Yali Pang, David John Farmer, Rosemary L. Farmer Jan 2026

David John Farmer: A Scholarly Biography And Bibliography, Yali Pang, David John Farmer, Rosemary L. Farmer

VCU University History Books

This brief biography introduces Dr. David John Farmer, one of public administration’s most influential and imaginative thinkers. It traces his journey from student to scholar, showing how his groundbreaking work challenged the field to move beyond rigid traditions and embrace creativity, ethics, and reflection in public service. Written for both scholars and general readers, the biography reveals that Dr. Farmer’s career represents more than the accomplishments of a distinguished academic—it embodies the larger idea that public administration must move beyond technique to become a field grounded in imaginization, reflection, and humanity.


Place Matters: Investigating The Social And Environmental Drivers Of Hypertension In Nashville, Marquinta Harvey, Michael D. Oliver, Tatum Brown, Deya Rassul, Thomas Strickler, Jarod Parrish, Catherine Bass Jan 2026

Place Matters: Investigating The Social And Environmental Drivers Of Hypertension In Nashville, Marquinta Harvey, Michael D. Oliver, Tatum Brown, Deya Rassul, Thomas Strickler, Jarod Parrish, Catherine Bass

Funded Scholarship

Hypertension disparities persist across communities, driven by interactions between social determinants of health (SDOH) and behavioral factors. This study examines geographic and demographic patterns of hypertension in Nashville, Tennessee, to assess how socioeconomic, environmental, and behavioral factors contribute to inequities in prevalence, treatment, and control. Granular ZIP code-level analyses highlight community-specific drivers and the need for policy reforms to advance health equity.


Non-Instrumented Dva: Assessment Of Performance And Clinical Feasibility In Children Ages 2 Through 13 Years, Cathey P. Norton, Nancy S. Darr, Mary Katherine Beshears, Katherine Catalano, Tyra Dillard, Mahayla J.K. Gamble, Magdalene Olerich, Sadie Rodell Rupp Jan 2026

Non-Instrumented Dva: Assessment Of Performance And Clinical Feasibility In Children Ages 2 Through 13 Years, Cathey P. Norton, Nancy S. Darr, Mary Katherine Beshears, Katherine Catalano, Tyra Dillard, Mahayla J.K. Gamble, Magdalene Olerich, Sadie Rodell Rupp

Funded Scholarship

Background/Objectives: Vestibular disorders can have functional consequences for children, including balance and gross motor delays, academic difficulties and behavioral manifestations; however, they are frequently undiagnosed in children. The purposes of this study were to evaluate the feasibility and clinical utility of performing a non-instrumented dynamic visual acuity (DVA) test as a primary screening tool for children and to examine typical performance on this non-instrumented DVA test in a large sample of children ages 2 through 13 years.

Methods: A clinical DVA test was administered to a convenience sample of 208 children aged 2–13 years. Static visual acuity was assessed using …


Crafting The Right To Vote, Breana M. Mosher Jan 2026

Crafting The Right To Vote, Breana M. Mosher

Knowledge and Creativity Expo

This paper examines how British Suffragists between the late nineteenth and early twentieth centuries used traditionally feminine domestic crafts as tools of political protest and communication. Excluded from formal political speech and subjected to censorship, violence, and imprisonment, women in the suffrage movement transformed textiles such as banners, posters, embroidery, and postcards into powerful tools of visual propaganda. Through close evaluation of suffrage-era material culture, this paper argues that domestic crafts enabled women to reclaim their voices and publicly expose state violence and political repression. By employing symbolism, color, and slogan-based design, suffragists created a recognizable visual identity that countered …


Neuroattnfusenet Dual Branch Attention Fusion For Brain Tumor Mri Classification, Md Sanowar Hossain Sabuj, Farzana Sultana, Md Hasan Or Rashid, Rahul Mudhiraj Mullela Jan 2026

Neuroattnfusenet Dual Branch Attention Fusion For Brain Tumor Mri Classification, Md Sanowar Hossain Sabuj, Farzana Sultana, Md Hasan Or Rashid, Rahul Mudhiraj Mullela

Student Publications

Brain tumor MRI classification remains challenging because tumor appearance varies across cases, class boundaries can be visually subtle, and public 2D MRI datasets may contain redundancy or source-specific biases that inflate reported performance. This study proposes NeuroAttnFuseNet, a dual-path attention-guided fusion network for four-class MRI image classification into glioma, meningioma, pituitary, and no tumor. The model combines a Swin-T branch for hierarchical local morphological representation with a frozen DINOv2 ViT-B/14 branch that provides a 768-dimensional global descriptor from the [CLS] token. The Swin and DINOv2 features are concatenated and passed through a channel-attention gate and fusion MLP before final softmax …


The Impact Of Remittances On Food Security In Times Of Crisis—Evidence From Covid-19 In Latin America And The Caribbean, Colin Cannonier Jan 2026

The Impact Of Remittances On Food Security In Times Of Crisis—Evidence From Covid-19 In Latin America And The Caribbean, Colin Cannonier

Funded Scholarship

This study examines the association between workers’ remittances and food insecurity in Latin America and the Caribbean using data from a Coronavirus survey covering over 100,000 individuals during the COVID-19 pandemic. Results indicate that receipt of remittances is associated with an 8.8% decrease (2.5% points) in overall food insecurity. Heterogeneous effects are observed among females, individuals in Latin America, and households with children. Remittances from the USA exhibit a stronger influence on reducing food insecurity. The findings underscore the potential importance of remittances in improving food security at both extensive and intensive margins. Policy issues are also discussed.


Correlates Of Recovery Capital Among Women In Jails: Leveraging A Dimensional Recovery Framework, Amanda Fallin-Bennett, Martha Tillson, Jaxin Annett, Hartley Feld, Michele Staton Jan 2026

Correlates Of Recovery Capital Among Women In Jails: Leveraging A Dimensional Recovery Framework, Amanda Fallin-Bennett, Martha Tillson, Jaxin Annett, Hartley Feld, Michele Staton

Nursing Faculty Publications

Background: Recovery capital encompasses internal and external factors that support recovery from substance use disorder, such as employment, social support, and physical and mental health. There is a need for more research on recovery capital among women who are incarcerated, who often face complex barriers to recovery, such as poverty, unemployment, and histories of trauma.

Methods: Women (N ¼ 900) were recruited from Kentucky jails as part of the broader NIDA-funded Kentucky Justice Community Opioid Innovation Network (JCOIN) cooperative project. Measures from baseline interviews (during incarceration) were selected in alignment with the Substance Abuse Mental Health Service Administration (SAMHSA)’s four …


“Being Treated As The Expert:” A Blueprint For A Community Advisory Board Approach To Elevate The Voice Of People With Living Experience With Substance Use In Academic Research, Trevor Moffitt, Survivors Union Of The Bluegrass, Bryson Henson, April M. Young, Sharon L. Walsh, Rachel Vickers-Smith, Junior Cruz, Jeremy Byard, Brook West, Amanda Fallin-Bennett Jan 2026

“Being Treated As The Expert:” A Blueprint For A Community Advisory Board Approach To Elevate The Voice Of People With Living Experience With Substance Use In Academic Research, Trevor Moffitt, Survivors Union Of The Bluegrass, Bryson Henson, April M. Young, Sharon L. Walsh, Rachel Vickers-Smith, Junior Cruz, Jeremy Byard, Brook West, Amanda Fallin-Bennett

Nursing Faculty Publications

Introduction: Researchers have traditionally engaged Community Advisory Boards (CABs) to meaningfully involve community members in the research process. However, CABs are often formed only after a grant is funded, leading to criticisms of functioning merely as “ethical approvers.” For substance use researchers, the inclusion of people with living experience (PWLE; current experience with drug use) across all stages of research is especially important as they have historically been the experts in the needs of their community.   Methods: In response to this need for community engagement in research, the University of Kentucky, in partnership with a local recovery community center (RCC; …


Coalition Building And Citizen Science For Radon Risk Reduction, Stacy Stanifer, Kathy Rademacher, Whitney Sedio, Naomi Cheek, David Gross, Caitlyn Curtis, Amanda Thaxton-Wiggins, Mary Kay Rayens, Ellen J. Hahn Jan 2026

Coalition Building And Citizen Science For Radon Risk Reduction, Stacy Stanifer, Kathy Rademacher, Whitney Sedio, Naomi Cheek, David Gross, Caitlyn Curtis, Amanda Thaxton-Wiggins, Mary Kay Rayens, Ellen J. Hahn

Nursing Faculty Publications

We evaluated the implementation of local coalitions led in partnership with citizen scientists, community-based organizations, and public libraries in four rural communities to lower exposure to radon in the home. The objectives were to (1) describe the Reach-Effectiveness-Adoption-Implementation-Maintenance (RE-AIM) of four radon coalitions, and (2) compare RE-AIM factors among citizen scientists who participated in the coalitions and those who did not. A larger community-engaged research project embedded coalition building using a citizen science approach. Three of the four coalitions focused on health and wellness more broadly (18–34 members); one focused solely on radon (10 members). Coalition membership and activities varied …


Evaluation Of A Tobacco Treatment Specialist Training Program Targeted To Behavioral Health Professionals, Chizimuzo T. C. Okoli, Sarret Seng, Bassema Abu Farsakh, Emily Koyagi, Heather Beck, Audrey Darville Jan 2026

Evaluation Of A Tobacco Treatment Specialist Training Program Targeted To Behavioral Health Professionals, Chizimuzo T. C. Okoli, Sarret Seng, Bassema Abu Farsakh, Emily Koyagi, Heather Beck, Audrey Darville

Nursing Faculty Publications

Tobacco use remains disproportionately high among adults living with mental illnesses (MIs), contributing to excess morbidity and mortality, particularly in high-burden states such as Kentucky. Behavioral healthcare providers are well-positioned to address this disparity but often lack formal training in evidence-based tobacco treatment. Tobacco Treatment Specialist (TTS) training provides healthcare providers with skills to deliver evidence-based tobacco treatment; however, traditional TTS training models often rely on synchronous, in-person or live virtual formats, which may limit accessibility for some healthcare workforces. Asynchronous, web-based delivery models may reduce these barriers. This study evaluates a targeted, asynchronous TTS training program designed for providers …


Financial Status, Fatalism, And Self-Care Of Cardiovascular Disease Risk Factors Among Rural Adults Living In Socioeconomically Distressed Areas, Ashmita Thapa, Geunyeong Cha, Dustin Hodges, Jia-Rong Wu, Misook L. Chung, Martha J. Biddle, Jennifer L. Smith, Debra K. Moser Jan 2026

Financial Status, Fatalism, And Self-Care Of Cardiovascular Disease Risk Factors Among Rural Adults Living In Socioeconomically Distressed Areas, Ashmita Thapa, Geunyeong Cha, Dustin Hodges, Jia-Rong Wu, Misook L. Chung, Martha J. Biddle, Jennifer L. Smith, Debra K. Moser

Nursing Faculty Publications

Purpose: Adults with fewer financial resources often have poor self-care. Rural dwellers commonly have fewer financial resources than urban dwellers and are often stereotyped as fatalistic about health. We examined whether fatalism mediates the association of financial status with cardiovascular disease (CVD) self-care in rural adults in economically distressed areas. We hypothesized that those with fewer financial resources would have poorer self-care, and fatalism would mediate this relationship.

Methods: We enrolled 1,122 adults (53 ± 15 years) at risk for CVD. Financial status was reflected by individuals’ perceptions of how well they made “ends meet” with their financial resources, fatalism …


The Effects Of Pornography On Romantic Relationships, Jade A. Green Jan 2026

The Effects Of Pornography On Romantic Relationships, Jade A. Green

McNair Scholars Research

This study examined the relationship among pornography use, attitudes toward pornography, and romantic relationship outcomes among adults in the United States. The hypotheses are as follows: 1. Pornography use is negatively associated with relationship satisfaction. 2. Positive attitudes toward pornography are negatively associated with relationship satisfaction. 3. Men will report more positive attitudes toward pornography than women, 4. Higher pornography use is associated with being single.  A convenience sample of 165 adults from central Arkansas completed measures assessing pornography use/acceptance and relationship satisfaction. Statistical analyses included a correlation matrix, an independent-samples t-test, and a chi-square analysis. Results showed that pornography …


Cybersecurity Risk Shifting, Deborah R. Farringer Jan 2026

Cybersecurity Risk Shifting, Deborah R. Farringer

Law Faculty Scholarship

This article analyzes the growing problem of ransomware attacks in the healthcare sector and evaluates the evolving legal frameworks used to address cybersecurity risks affecting patient data. The authors trace the rapid increase in ransomware incidents, driven in part by the rise of digital health records and cryptocurrency-enabled extortion, and highlight the significant operational and privacy harms resulting from such attacks. The article critically examines existing federal and state legal mechanisms—including statutes such as HIPAA, criminal fraud provisions, and emerging state-level immunity laws—and argues that current approaches are insufficient due to jurisdictional challenges, particularly the transnational nature of cybercrime and …


Comparison Of Enrichment Interaction Duration Between Male And Female Panthera Leo Leo, Maegen G. Meldrum Jan 2026

Comparison Of Enrichment Interaction Duration Between Male And Female Panthera Leo Leo, Maegen G. Meldrum

Undergraduate Honors Thesis Projects

African lion (Panthera leo leo) populations have declined significantly over the past century within their natural habitats, increasing the importance of effective management strategies for individuals in human care. Environment enrichment is a critical tool for promoting species typical behavior in human care; however, enrichment practices are often generalized and may not account for sex-specific differences. This study examined how sex, enrichment types, behaviors, and time of day influenced enrichment interaction duration in a small pride of African lions (n = 4) housed at the Columbus Zoo and Aquarium. Two enrichment types were evaluated: cognitive/occupational (CO, a manipulable barrel) …


Ruth Fine: In Search Of The Place, Carrie Robbins, Maggie North Jan 2026

Ruth Fine: In Search Of The Place, Carrie Robbins, Maggie North

Books, pamphlets, catalogues, and scrapbooks

This catalogue was published in conjunction with the exhibition Ruth Fine: In Search of the Place, on view in Bryn Mawr College's 1912 Gallery from August 27–December 18, 2026.  The exhibition explores Philadelphia-based artist Ruth Fine's longstanding engagement with the natural world in terms of her "search for the place," an approach to artmaking that invites close looking and collaboration. The catalogue was edited by Maggie North and Carrie Robbins and designed by Nathanael Roesch. It also includes contributions from Wendy Edwards, Ruth Fine, Marianne Hansen, Janelle Rebel, and Chloe Sun.


The Effects Of Financing Green And Brown Sectors: What Do Theories And Evidence Say?, Hao Liang, Maria Teresa Punzi Jan 2026

The Effects Of Financing Green And Brown Sectors: What Do Theories And Evidence Say?, Hao Liang, Maria Teresa Punzi

Research Collection Lee Kong Chian School Of Business

This paper critically examines the economic and welfare implications of financing green and brown sectors. Drawing on a comprehensive review of recent theoretical and empirical literature, we highlight that while conventional green finance—allocating capital toward environmentally friendly (“green”) sectors and away from carbon-intensive (“brown”) sectors—can promote decarbonization, it may also produce unintended externalities. In particular, it can inadvertently incentivize higher emissions from brown firms and contribute to economic disruption. Using a dynamic stochastic general equilibrium (DSGE) model, we demonstrate that lowering the cost of capital for green sectors leads to only modest reductions in emissions, whereas raising it for brown …


Fluid Agency In Ai Systems: A Case For Functional Equivalence In Copyright, Patent, And Tort, Anirban Mukherjee, Hannah H. Chang Jan 2026

Fluid Agency In Ai Systems: A Case For Functional Equivalence In Copyright, Patent, And Tort, Anirban Mukherjee, Hannah H. Chang

Research Collection Lee Kong Chian School Of Business

Modern Artificial Intelligence (AI) systems exhibit fluid agency in multi-step workflows: lacking human-like consciousness or culpability, yet they display behavior that is (i) stochastic (probabilistic and path‑dependent), (ii) dynamic (co‑evolving with user interaction), and (iii) adaptive (able to reorient across contexts). These properties generate valuable outputs but collapse attribution, irreducibly entangling human and machine inputs. Doctrines that assume traceable provenance—authorship, inventorship, and liability—fracture under this unmappability, yielding ownership gaps and moral “crumple zones.”This Article argues that only functional equivalence stabilizes doctrine under unmappability: Where provenance is indeterminate, legal frameworks should treat human and AI contributions as equivalent for allocating rights …