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2026

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Through Our Eyes: An Exploration Of Hope Among Opportunity Youth, Judith L. Fenlon Jan 2026

Through Our Eyes: An Exploration Of Hope Among Opportunity Youth, Judith L. Fenlon

Electronic Theses & Dissertations (2024 - present)

Opportunity youth—young people aged 16–24 who are disconnected from both school and employment—experience significant barriers to successful transitions into adulthood. Existing research has largely focused on deficits, risk factors, and outcomes associated with disconnection, often overlooking the strengths, resilience, and aspirations of these young people. Hope has been identified as a critical factor associated with educational achievement, psychological well-being and future orientation; however, little research has explored how opportunity youth experience hope in the context of systemic inequities. The purpose of this study was to explore the lived experience of hope among low-income opportunity youth and to examine the factors …


Masses And The Gothic In The English Novel: 1700-1820, Szu Ying Chen Jan 2026

Masses And The Gothic In The English Novel: 1700-1820, Szu Ying Chen

Electronic Theses & Dissertations (2024 - present)

This dissertation studies the eighteenth-century English novel and expands the understanding of realism by rereading realist novels through Gothic representations of the masses. The conventional understanding of realism is shaped by Ian Watt’s canonical concept of “formal realism” in The Rise of the Novel and Jürgen Habermas’s conception of the bourgeois public sphere. It identifies realism with a vision of civility grounded in the modern individual and bourgeois social reality. However, the masses and the Gothic challenge this conception of the novel’s realism by representing the social as constituted by collective agency, political violence, and struggles over power rather than …


Was The Early U.S. Tax Treaty Program A One-Man Show?, Wei Cui Jan 2026

Was The Early U.S. Tax Treaty Program A One-Man Show?, Wei Cui

All Faculty Publications

This article examines the origins of the U.S. tax treaty program from the mid-1930s to the early 1950s. Drawing on congressional records and previously unexamined Treasury and State Department archives, it argues that the program was shaped to an extraordinary degree by a single Bureau of Internal Revenue official, Eldon P. King. Far from merely administering treaty policy, King effectively created and directed it: he developed legal justifications for treaty negotiations, selected negotiating partners, led negotiations, managed relations with the State Department, and helped secure Senate acceptance of the resulting agreements. The article shows how King transformed the limited treaty-related …


Population Genomics And Evolution Of Pseudomonas Aeruginosa, Samara T. Choudhury Jan 2026

Population Genomics And Evolution Of Pseudomonas Aeruginosa, Samara T. Choudhury

Electronic Theses & Dissertations (2024 - present)

Pseudomonas aeruginosa is a Gram-negative bacterium ubiquitous in diverse environments and an opportunistic pathogen in humans. It is a leading cause of chronic lung infections in cystic fibrosis patients and of hospital-acquired pneumonia and sepsis. With a large flexible genome and abundant mobile genetic elements, P. aeruginosa exhibits high levels of antimicrobial resistance (AMR), making it a significant public health threat. Evolutionary processes such as homologous recombination, and horizontal gene transfer generate extensive genomic diversity in this species and facilitate the spread of resistance genes. In this dissertation, I investigate the genetic and evolutionary factors shaping P. aeruginosa population structure …


Nanostructured Cathode Catalysts For Aem Electrolysis: From Catalyst Design To Degradation And Hydrogen Dynamics, Yamini Kumaran Jan 2026

Nanostructured Cathode Catalysts For Aem Electrolysis: From Catalyst Design To Degradation And Hydrogen Dynamics, Yamini Kumaran

Electronic Theses & Dissertations (2024 - present)

Anion exchange membrane water electrolysis (AEMWE) presents a promising pathway toward cost-effective and sustainable hydrogen production by integrating the chemical robustness of alkaline systems with the compact, zero-gap design of proton exchange membrane electrolyzers. However, the widespread implementation of AEMWE is limited by the availability of highly active and durable platinum-group-metal (PGM)-free catalysts and by an incomplete understanding of their degradation behavior under realistic operating conditions.

This dissertation focuses on the development, characterization, and mechanistic investigation of nanostructured MoNi4–MoO2-based electrodes for efficient and stable hydrogen generation under alkaline and membrane-integrated environments. MoNi4–MoO2 nanorods …


Perceived Autonomy To Exercise Rights: Race And Ethnicity And Citizenship In Consent Searches, Srishti Katuri Jan 2026

Perceived Autonomy To Exercise Rights: Race And Ethnicity And Citizenship In Consent Searches, Srishti Katuri

Electronic Theses & Dissertations (2024 - present)

Consent searches—police searches conducted with an individual’s permission—constitute the majority of warrantless searches in the United States. Although these encounters are legally described as voluntary, scholars have long questioned whether civilians truly feel free to refuse an officer’s request to conduct a search. The present study examined how race and ethnicity and citizenship status influence civilians’ consent decisions and perceived freedom to deny consent in a hypothetical police encounter. A community sample of 191 adults from New York State read a vignette in which a police officer requested to search their backpack. Then, participants reported their ideal and anticipated consent …


School-Based Antecedent Interventions Derived From Structural Analyses: A Systematic Review And Meta-Analysis, Georgia M. Gaertner Jan 2026

School-Based Antecedent Interventions Derived From Structural Analyses: A Systematic Review And Meta-Analysis, Georgia M. Gaertner

Electronic Theses & Dissertations (2024 - present)

Disruptive behaviors in the classroom setting present immediate challenges for both students and teachers and are associated with a host of negative, long-term outcomes. Antecedent interventions are a group of behavior management strategies that can be used to target disruptive behaviors before they occur. This study consisted of a systematic review and meta-analysis of school-based antecedent interventions that were derived from a structural analysis. The results indicated that structural analytic research on school-based antecedent interventions has been conducted with students across diverse educational settings and with students with a variety of disabilities and conditions. Elementary school students and male students …


Investigating A Mindfulness Curriculum And Prompting For Generalization On Overall Engagement Time, Caitlyn Ruggiero Jan 2026

Investigating A Mindfulness Curriculum And Prompting For Generalization On Overall Engagement Time, Caitlyn Ruggiero

Electronic Theses & Dissertations (2024 - present)

Mindfulness is a practice that has existed for centuries (Felver et al., 2022) and has been adapted to address various aspects of human life. Among the various uses of mindfulness practices, they have been adapted for use in school settings to support the use of adaptive learning behaviors in the classroom. For the target behavior to change in the natural setting, the student receiving intervention must be able to generalize the learned mindfulness skills to the classroom. The current study aimed to determine whether participation in the Soles of the Feet mindfulness intervention increased students’ overall engagement time (OET) in …


Providers' Perceptions Of Barriers And Facilitators To Implementing Non-Pharmacological Treatment For Adults With Chronic Pain: A Meta-Synthesis, Mikhaela Mcfarlin Jan 2026

Providers' Perceptions Of Barriers And Facilitators To Implementing Non-Pharmacological Treatment For Adults With Chronic Pain: A Meta-Synthesis, Mikhaela Mcfarlin

Electronic Theses & Dissertations (2024 - present)

Background. Chronic pain is a public health concern impacting approximately 20% of adults in the U.S. Nonpharmacological interventions are considered first-line treatments for patients with chronic pain, yet nonpharmacological interventions remain significantly underutilized. While previous research has explored barriers from the patient’s perspective, limited attention has been paid to providers’ experiences implementing these treatments. This qualitative meta-synthesis aimed to examine provider-perceived barriers and facilitators to implementing nonpharmacolgical treatments for adults with chronic pain. Methods. Independent reviewers conducted systematic searches across PubMed, PsycInfo, CINAHL, and ProQuest Dissertations using relevant (e.g., “mental health provider”, “nonpharmacological”) and applied inclusion criteria to …


School-Based Interventions With Youth Engaging In Bullying Behaviors: Effective Strategies From The Perspective Of School Social Workers, Elizabeth A. Crowe Jan 2026

School-Based Interventions With Youth Engaging In Bullying Behaviors: Effective Strategies From The Perspective Of School Social Workers, Elizabeth A. Crowe

Electronic Theses & Dissertations (2024 - present)

Bullying is a nationally recognized social problem associated with harmful consequences for all youth involved. Despite their crucial role in bullying interventions and student success, the practices and perspectives of school social workers are notably absent from academic literature. This survey research study sought to identify strategies that school social workers use with youth engaging in bullying behavior; distinguish which strategies are the most and least effective from the perspective of school social workers; and recognize the supports and barriers school social workers face when implementing bullying interventions.

Survey data from a sample of school social workers answered these questions. …


Applications Of Machine Learning For Evaluating Downward-Coupled Stratosphere-Troposphere Interactions And Subseasonal Forecasts Of Opportunity, Elena M. Fernandez Jan 2026

Applications Of Machine Learning For Evaluating Downward-Coupled Stratosphere-Troposphere Interactions And Subseasonal Forecasts Of Opportunity, Elena M. Fernandez

Electronic Theses & Dissertations (2024 - present)

Wintertime stratospheric dynamics provide key information for understanding atmospheric teleconnections and improving subseasonal-to-seasonal (S2S) predictions on timescales of two weeks to two months. Periods of enhanced predictability, often referred to as forecasts of opportunity, arise from large-scale teleconnected variability, within which the stratosphere serves as an important precursor for tropospheric states, such as near-surface temperatures. While traditional diagnostics of downward coupled stratosphere-troposphere interactions typically rely on zonal-mean representations of wind and geopotential height, this dissertation presents an alternative vortex-centric framework through metrics that capture the daily geometric and dynamical evolution of the stratospheric polar vortex. The proposed stratospheric …


After The Aid Boom: Government Responses To The Global Health Agenda And Political Commitment In Low- And Middle-Income Countries, Sana Abdelkarim Jan 2026

After The Aid Boom: Government Responses To The Global Health Agenda And Political Commitment In Low- And Middle-Income Countries, Sana Abdelkarim

Electronic Theses & Dissertations (2024 - present)

How do governments respond to the global health agenda? Does external health assistance translate to sustained domestic political commitment in low- and middle-income countries? Over the past three decades, development assistance for health has expanded, accompanied by international agreements emphasizing country ownership, alignment, and domestic resource mobilization. Yet domestic fiscal commitment to health remains uneven across countries. These questions have become more pressing as the global aid landscape enters a period of contraction, with a significant decline in development assistance, including health financing, raising concerns about the sustainability of health systems that have become reliant on external support.  This raises …


Disability And Self-Identity: Examining Their Relationship And Impact On First-Year Students’ College Transition, Caroline A. Mcpartlin Jan 2026

Disability And Self-Identity: Examining Their Relationship And Impact On First-Year Students’ College Transition, Caroline A. Mcpartlin

Electronic Theses & Dissertations (2024 - present)

As students with disabilities enroll in college at increasing rates, higher education institutions (HEIs) are challenged to consider students with disabilities’ unique needs. Student development theory informs higher education policy and practice but lacks disability perspectives. As such, this study was designed to narrow gaps in disability literature and supplement student development theory with a needed disability perspective. Through an examination of how participants categorized their self-identities and identities as college students, this study investigated students with disabilities’ identity development and its impact on their college transition.

Utilizing qualitative interviews, 12 students with disabilities (SWDs) were prompted to share their …


Student Codes Of Conduct, Institutional Isomorphism, And Restorative Justice: Practice And Implementation In The State University Of New York (Suny) System, Alexandra Athens Jan 2026

Student Codes Of Conduct, Institutional Isomorphism, And Restorative Justice: Practice And Implementation In The State University Of New York (Suny) System, Alexandra Athens

Electronic Theses & Dissertations (2024 - present)

The student conduct field constantly must balance the legal requirements of the federal and state governments with providing an educational environment for students to learn and develop valuable skills in conflict management, problem solving, and communication. Each higher education institution has a student code of conduct detailing the policies and procedures by which students are expected to abide. These codes of conduct carefully combine the legal requirements and educational goals of each institution’s conduct office. This study analyzed the prevalence of restorative justice practices and other common practices in the codes of conduct at 4-year institutions in the State University …


Family Routines And Cognitive Emotion Regulation: The Role Of Harsh Parenting And Family Activities, Vidhi Jain Jan 2026

Family Routines And Cognitive Emotion Regulation: The Role Of Harsh Parenting And Family Activities, Vidhi Jain

Electronic Theses & Dissertations (2024 - present)

Cognitive emotion regulation (CER), consisting of adaptive and maladaptive strategies, is a critical developmental process linked to various well-being outcomes across the lifespan. Family contexts such as daily routines, parenting, and engagement shape the development of emotion regulation. Existing literature generally links family routines to better CER outcomes (Selman & Dilworth-Bart, 2023), but has not yet investigated the impact of routines in adverse family environments. The present study examined whether harsh parenting and the frequency of shared family activities jointly moderate the relationship between family routines and adaptive and maladaptive CER. A sample of emerging adults (N = 210; …


Models Of Emulation: Representations Of Foreign, Indigenous, And Accented Speech In Early American Literature, Elaina A. Frulla Jan 2026

Models Of Emulation: Representations Of Foreign, Indigenous, And Accented Speech In Early American Literature, Elaina A. Frulla

Electronic Theses & Dissertations (2024 - present)

“Models of Emulation: Representations of Foreign, Indigenous, and Accented Speech in Early American Literature” explores how American writers used depictions of “nonstandard” English and accented English language speech, traditionally described as “literary dialect,” as a way to negotiate identity, power, and political belonging in the formative years of nation building after the American Revolution. Beginning with Noah Webster’s mission to establish a standardized pronunciation of the English language that would simplify and purify spoken American-English and definitively differentiate it from what he saw as the corrupted, cosmopolitan British-English model, each of the three chapters examines literary representations of nonstandard emulated …


Neural Network Transceiver For Ltv Mimo Channels, Iresha Amarasekara Jan 2026

Neural Network Transceiver For Ltv Mimo Channels, Iresha Amarasekara

Electronic Theses & Dissertations (2024 - present)

Eigenfunctions are commonly employed to characterize kernels in various data-driven analyses. In machine learning, eigenfunction decomposition typically relies on Mercer's theorem, which assumes kernel symmetry. However, this condition is often unmet in communication systems, where channel kernels are asymmetric due to differences in downlink and uplink propagation environments. The High-Order Generalized Mercer's Theorem (HOGMT) provides a systematic approach for decomposing multidimensional asymmetric kernels into eigenfunctions. To address the complexity of eigen-decomposition, this work introduces a baseline neural network (NN) framework HNET. The HNET framework is further enhanced by incorporating the augmented Lagrangian method (ALM) to explicitly enforce orthogonality constraints. This …


Negotiating Quality: A Critical Discourse Analysis Of American Higher Education Policy, John A. Foisy Jan 2026

Negotiating Quality: A Critical Discourse Analysis Of American Higher Education Policy, John A. Foisy

Electronic Theses & Dissertations (2024 - present)

This qualitative study examined how institutional quality is constructed, communicated, and negotiated through the accreditation process in U.S. higher education. Drawing on a multiple case study design, the research analyzed accreditation-related documents from eight institutions undergoing reaffirmation, including self-study reports, peer review team reports, Commission action letters, and institutional responses. The study was guided by three research questions: (a) What institutional signals of quality are evidenced in self-studies? (b) In what ways does the accreditation process represent a negotiation between accreditors and institutions? (c) What implied views of institutional quality emerge from accreditation discourse?

The study employed a multilayered analytical …


Stem Cell-Derived Developmental Models For Translational Evaluation Of Disease And Therapy, Maria B. Paredes-Espinosa Jan 2026

Stem Cell-Derived Developmental Models For Translational Evaluation Of Disease And Therapy, Maria B. Paredes-Espinosa

Electronic Theses & Dissertations (2024 - present)

Human development as well as congenital and adult diseases emerge from coordinated interactions among multiple cell types, regulatory programs, and tissue compartments that remain largely unresolved. Conventional simple lineage-restricted in vitro systems poorly capture this complexity. My dissertation uses human stem cell-derived developmental models to study human cardiac morphogenesis and heart diseases and application of a networked neuron platform to explore senescence-associated neurodegeneration impact on Alzheimer’s neurons.

Elongating multi-lineage organized cardiac (EMLOC) gastruloids are a synthetic embryology model that co-generates contractile cardiomyocyte populations alongside mesenchymal, endothelial, epicardial-like, neural crest-associated, and neuronal cells within a shared in vitro developmental environment. Single-cell …


K-3 Literacy Teachers’ Sensemaking Of Early Literacy Policies In New York State: A Survey Study, Abigail Ferris Jan 2026

K-3 Literacy Teachers’ Sensemaking Of Early Literacy Policies In New York State: A Survey Study, Abigail Ferris

Electronic Theses & Dissertations (2024 - present)

Teachers must have opportunities to engage deeply in sensemaking during periods of major literacy reform, as unclear expectations can limit their ability to implement policy with fidelity. Using a cross-sectional survey design, this study explored K-3 literacy teachers’ perceptions, awareness, and factors related to their sensemaking of three science of reading literacy policies and initiatives in New York State. Findings suggested varying levels of awareness of the three literacy policies and initiatives, with teachers reporting that policy messages were communicated primarily through top-down structures, such as principals and literacy coaches within their organizations. Participants drew on personal, organizational, and external …


Viral Diversification And Host-Specific Fitness Of Powassan, Heartland, And Bourbon Viruses In New York State, Rachel E. Lange Jan 2026

Viral Diversification And Host-Specific Fitness Of Powassan, Heartland, And Bourbon Viruses In New York State, Rachel E. Lange

Electronic Theses & Dissertations (2024 - present)

This dissertation reports important progress for our understanding of emerging and re-emerging tick-borne viruses circulating in North America including Powassan, Deer Tick, Heartland, and Bourbon viruses. Chapter 2 describes important tools for these viruses including multiplex assays for viral and bacterial pathogens in field-collected ticks and mammals, development of full genome sequencing assays and bioinformatic pipelines for evolutionary analysis, and establishment of tick-specific tools for viral isolation and characterization. Chapter 3 focuses on the disease focality of Deer Tick virus, reporting transovarial transmission in nature in Ixodes scapularis for the first time, further evidence to incriminate shrews as potential Deer …


Schelling & Spinoza, Michael Vater Jan 2026

Schelling & Spinoza, Michael Vater

Philosophy Faculty Research and Publications

Schelling is notorious for having a fluid vision of systematic philosophy and its methods. In an age where philosophy is expected to result in one or two books, not years of discussions with students and colleagues--and certainly not a distillation of one’s way of life--Schelling’s thought has been called protean or restless, or in Hegel’s snarky verdict “an education pursued in public.” The same could be said of Socrates. But there is a truth in these comments; it is difficult to find in fifty-six years of publications, addresses and abandoned manuscripts the single argument that is Schelling’s philosophy. What provokes …


Imagining Genomics And Population Health In 2050: Anticipating Future Research, Policy, And Governance Needs, Bartha Maria Knoppers, Yann Joly, Ma Apos N H Zawati, Habiba Alsafar, Jeffrey C Barrett, Laura Blackburn, Brian Hon-Yin Chung, Martina C Cornel, Edward S Dove, David Glazer, Calvin Wai-Loon Ho, Muin J Khoury, Anna C F Lewis, Anneke Lucassen, Peter F R Mills, Colin Mitchell, Nicola Mulder, Ainsley J Newson, Anthony Ng, Paul D P Pharoah, Vasiliki Rahimzadeh, Megan C Roberts, Saskia C Sanderson, Jeffrey M Skopek, Ron Zimmern, Eric M Meslin Jan 2026

Imagining Genomics And Population Health In 2050: Anticipating Future Research, Policy, And Governance Needs, Bartha Maria Knoppers, Yann Joly, Ma Apos N H Zawati, Habiba Alsafar, Jeffrey C Barrett, Laura Blackburn, Brian Hon-Yin Chung, Martina C Cornel, Edward S Dove, David Glazer, Calvin Wai-Loon Ho, Muin J Khoury, Anna C F Lewis, Anneke Lucassen, Peter F R Mills, Colin Mitchell, Nicola Mulder, Ainsley J Newson, Anthony Ng, Paul D P Pharoah, Vasiliki Rahimzadeh, Megan C Roberts, Saskia C Sanderson, Jeffrey M Skopek, Ron Zimmern, Eric M Meslin

Center for Medical Ethics and Health Policy Staff Publications

No abstract provided.


Taking Scale Seriously In Technology Law, Mark P. Mckenna, Woodrow Hartzog Jan 2026

Taking Scale Seriously In Technology Law, Mark P. Mckenna, Woodrow Hartzog

Faculty Scholarship

Issues of scale—the relationship between the amount of an activity and its associated costs and benefits—permeate discussions around law and technologies. Indeed, it’s not much of an exaggeration to say that scale is the reason for most technology regulation.

But it’s not always clear how lawmakers and judges conceptualize “scale” when approaching questions around automated technologies. Scale is often used intuitively, just to mean “more.” But scale is not always just about more—scale can introduce new harms and benefits along different dimensions, not simply costs or efficiencies of greater magnitude.

In this Article, we argue for a more sustained interrogation …


The Missing Constitutional Law Of Executive Conditions, Nicole Huberfeld, Matthew B. Lawrence Jan 2026

The Missing Constitutional Law Of Executive Conditions, Nicole Huberfeld, Matthew B. Lawrence

Faculty Scholarship

This Article contributes to development of the constitutional law of executive conditions. Courts are wrestling with the constitutionality of federal efforts to encourage what the federal government cannot mandate—speech on particular subjects, participation in cooperative federalism programs, and so on—but have failed to appreciate an important distinction. Binding statutory conditions articulated by Congress or an executive branch delegee (statutory conditions) and non-binding executive conditions articulated by executive branch actors engaged in regulation by deal (executive conditions) are different in constitutionally salient ways that can and should inform the development of workable doctrine. Yet courts, advocates, and scholars have only begun …


Five Lessons From Ken Kersch’S Conservatives And The Constitution For The Present Moment, James E. Fleming, Linda C. Mcclain Jan 2026

Five Lessons From Ken Kersch’S Conservatives And The Constitution For The Present Moment, James E. Fleming, Linda C. Mcclain

Faculty Scholarship

Timothy Snyder’s On Tyranny, a New York Times bestseller, has the subtitle, “Twenty Lessons from the Twentieth Century.” Ken Kersch’s Conservatives and the Constitution: Imagining Constitutional Restoration in the Heyday of American Liberalism (2019) provides at least twenty lessons from the second half of the Twentieth Century about the development of conservative constitutional thought and activism. Although conservatism has changed in many ways since the 1954-1980 period on which Kersch’s book focuses, these lessons are relevant for understanding the present political moment, filled with concerns that the U.S., during the second Trump Administration, is lurching toward tyranny, authoritarianism, and …


The Punishment Paradox, Steven Arrigg Koh Jan 2026

The Punishment Paradox, Steven Arrigg Koh

Faculty Scholarship

What does criminal punishment do? Across centuries of criminal legal thought, a shared answer persists: punishment incapacitates the wrongdoer. And yet punishment sometimes yields its opposite. Paradoxically, punishment sometimes becomes a rallying point-expanding community identification and solidarity around the defendant. This Article shows this punishment paradox using the 2023-24 prosecutions of President Trump and recent and historical case examples-from Luigi Mangione to Karen Read to Rosa Parks. By arguing that criminal law can generate solidarity rather than stigma, the Article both rethinks foundational theories of punishment and reconsiders the role of criminal law in democratic politics. Such an approach transcends …


Corporate Law's Duty Of Data Loyalty, Andy Serwin, Neil Richards, Woodrow Hartzog, Ryan Durrie Jan 2026

Corporate Law's Duty Of Data Loyalty, Andy Serwin, Neil Richards, Woodrow Hartzog, Ryan Durrie

Faculty Scholarship

Privacy law used to be a relatively tidy field, involving a few interesting but discrete topics like press disclosures of private facts, wiretapping, and the processing of personal data by internet companies. But as the digital revolution continues to disrupt area after area of human activity and software “is eating the world,” the core concerns of privacy law such as “when is it appropriate to process personal data?” have similarly entered field after field. Today, most fields of law, including discrimination law, antitrust, and international law, have found it necessary to reckon with the questions of informational harm and power …


From Policy To Practice: Strengthening Black Intellectual Engagement In Psu’S Resr Curriculum, Chantell Wesley Jan 2026

From Policy To Practice: Strengthening Black Intellectual Engagement In Psu’S Resr Curriculum, Chantell Wesley

Anthós

This article examines how Portland State University’s Race, Ethnicity, and Social Justice (RESR) requirement, while framed as an institutional commitment to equity and inclusion, can inadvertently reproduce White Language Supremacy within Black Studies classrooms. The central question guiding this analysis is how general education equity mandates shape the pedagogical and linguistic conditions of discipline-specific courses, particularly when those courses are positioned as service spaces for non-majors. I argue that RESR implementation often shifts instructional emphasis toward students less familiar with Black intellectual traditions, thereby displacing disciplinary rigor and marginalizing Black students’ intellectual labor.

Methodologically, this study draws on autoethnographic reflection …


Gendered Words And Patent Grant Rates: A Textual Analysis, Deborah R. Gerhardt, Miriam Marcowitz-Bitton, W. Michael Schuster, Avshalom Elmalech, Omri Suissa, Moshe Mash Jan 2026

Gendered Words And Patent Grant Rates: A Textual Analysis, Deborah R. Gerhardt, Miriam Marcowitz-Bitton, W. Michael Schuster, Avshalom Elmalech, Omri Suissa, Moshe Mash

Faculty Publications

Text is a vehicle to convey information that reflects the writer’s linguistic style and communication patterns. By studying these attributes, we can discover latent insights about the author and their underlying message. This article uses such an approach to better understand patent applications and their inventors.

While prior research focuses on patent metadata (i.e., filing year or gendered inventor names), we employ machine learning and natural language processing to extract hidden information from the words in patent applications. Through these methods, we find that inventor gender can often be identified from textual attributes—even without knowing the inventor’s name. This ability …