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Relationships Between Intimate Partner Attachment Style, Pet Attachment Style, And Type Of Pet, Hamilton Lovett Jan 2026

Relationships Between Intimate Partner Attachment Style, Pet Attachment Style, And Type Of Pet, Hamilton Lovett

Doctor of Psychology (PsyD)

Prior research has shown attachment figures can take many forms beyond human-to-human connection. As pets continue to serve an increasingly important familial role, they have also become strong attachment figures for children and adults alike. The present study explored pet attachment relationships in more depth, examining a sample of pet owners with traditional pets, dogs and cats, and those with an exotic pet, snakes. Participants completed a survey measuring their intimate partner attachment style and their attachment style to their pet. Findings indicated those with anxious intimate partner attachment styles also hold anxious attachment to their pets. However, participants with …


Shame, Shame, I Don’T Know Your Name: The Association Of Shame In Asian Culture With Self-Compassion And Self-Criticism In Asian Americans, Lauren M. Nguyen Jan 2026

Shame, Shame, I Don’T Know Your Name: The Association Of Shame In Asian Culture With Self-Compassion And Self-Criticism In Asian Americans, Lauren M. Nguyen

Doctor of Psychology (PsyD)

With depression and suicidality on the rise among Asian Americans and gaps in research for members of Asian culture, it is imperative to examine the factors that may influence mental health outcomes, to help inform clinical considerations. Shame plays a significant role in Asian culture and is an essential component in understanding the mental health of Asian Americans. Self-criticism and self-compassion have also been shown to influence mental health outcomes in Asian populations. This study examined how shame in Asian culture is linked to self-criticism and self-compassion in Asian Americans, and how acculturation can impact these relationships. A total of …


Disparities In Emergency Medical Services: Examining Care Gaps For The High-Frequency User Population, Sarah Krysl Cleveringa Jan 2026

Disparities In Emergency Medical Services: Examining Care Gaps For The High-Frequency User Population, Sarah Krysl Cleveringa

Doctor of Psychology (PsyD)

Although many studies have illustrated healthcare disparities related to patient demographic factors in emergency medical response, few studies have examined how differences in care may be related to a patient’s identity as a high-frequency utilizer of emergency medical services (EMS). The Superuser population (higher than average utilizers of EMS) has been examined for characteristics and costs to society, but it is unknown if they receive a different type or quality of care compared to the low-frequency utilizer population. The goal of this study is to examine the EMS care that Superusers receive and possible factors that may contribute to the …


Culturally Responsive Retelling Practices In Fourth Grade, Jennifer L. Ippolito Jan 2026

Culturally Responsive Retelling Practices In Fourth Grade, Jennifer L. Ippolito

Doctor of Education (EdD)

This action research study examined whether culturally appropriate, relevant materials could improve fourth-grade students' retelling skills. The study implemented four well-structured strategies over a nine-week intervention, involving fifteen students (five males and ten females) from an Indigenous reservation. The primary goal was to improve their retelling scores, which would, in turn, enhance their overall reading scores. Beginning-of-year data showed that students struggled to achieve passable reading scores, with retelling as a primary hindrance. Students were strategically paired to build reading skills and encouraged to collaborate effectively to improve comprehension, fluency, and retelling. Data were collected throughout the nine weeks using …


Dordt University 2026-27 Catalog, Dordt University. Registrar's Office Jan 2026

Dordt University 2026-27 Catalog, Dordt University. Registrar's Office

Academic Catalogs

Academic Catalog for 2026-27


Hester’S Dubious Roots And Legacy: Open Fields Doctrine Under Scrutiny, Laura K. Donohue Jan 2026

Hester’S Dubious Roots And Legacy: Open Fields Doctrine Under Scrutiny, Laura K. Donohue

Georgetown Law Faculty Publications and Other Works

For over a century, open fields doctrine has shaped Fourth Amendment law, denying people the right to be secure on their own property. Its application has steadily expanded, with the result that, by some estimates, the Government can now engage in warrantless surveillance of some ninety-six percent of private land and buildings regardless of fences, postings, the distance from public roads or byways, or the use to which the property is put. An originalist approach throws the doctrine into disarray: at the time of the Founding, common law protected the curtilage, which extended to the fields, barns, storehouses, and other …


Autonomous Ai And Ownership Rules, Frank Fagan Jan 2026

Autonomous Ai And Ownership Rules, Frank Fagan

Dickinson Law Review (2017-Present)

As artificial intelligence (AI) systems become increasingly autonomous, traditional notions of ownership will adapt. Historically, property rights have been grounded in traceability, enabling legal and economic systems to allocate ownership efficiently through doctrines such as accession (ownership by connection), and first possession (ownership by labor). Property law also recognizes that abandoned property, when considered untraceable to its original owner, can be efficiently reassigned through accession, ensuring that resources do not remain ownerless. However, autonomous AI systems capable of self-replication, self-governance, and independent economic activity complicate these established principles, raising new questions about how ownership should be determined when AI is …


Envisioning Antiracist Legal Education In Aotearoa New Zealand: The Role Of Leadership, Mele T. Vaitohi Jan 2026

Envisioning Antiracist Legal Education In Aotearoa New Zealand: The Role Of Leadership, Mele T. Vaitohi

Dickinson Law Review (2017-Present)

This Essay presents a comprehensive examination of antiracism within Aotearoa New Zealand’s legal education, underscoring the critical need to embed antiracist principles across both the curriculum and the legal profession. It highlights the imperative for systemic change to dismantle structural inequities and advocates for an educational framework that prepares future lawyers to address and challenge racial injustice. Additionally, the Essay demonstrates how visionary leadership can spearhead transformative initiatives that amplify Pacific voices, cultivating a legal landscape that is both inclusive and equitable. Through these insights, this Essay aims to contribute to ongoing dialogues on creating a justice system reflective of …


“You’Re Denying God”: Thoughts On Institutional Homophobia From Lgbtq-Affirming Staff And Faculty At Christian Colleges, Kaytlin Epperly Jan 2026

“You’Re Denying God”: Thoughts On Institutional Homophobia From Lgbtq-Affirming Staff And Faculty At Christian Colleges, Kaytlin Epperly

Doctor of Psychology (PsyD)

Over 4 million adults identify as LGBTQ Christians in the United States (Conron et al., 2020). Yet, despite increasing support in secular and religious circles alike, the LGBTQ community continues to face prejudice and discrimination in evangelical Christian spaces (Jones, 2026; Public Religion Research Institute, 2023). Unfortunately, much of this is experienced on Christian college campuses. During a crucial period of identity development, many emerging adults on these campuses struggle between their queer identities and Christian faith, leading to psychological distress, shame, and marginalization. However, previous research illustrates the integral role that social support plays in LGBTQ students’ wellbeing (Cook …


The Efficiency Paradox Of Majoritarian Democracy, Barbara Luppi, Francesco Parisi Jan 2026

The Efficiency Paradox Of Majoritarian Democracy, Barbara Luppi, Francesco Parisi

Articles

Majoritarian democracy is widely regarded as the canonical procedure for converting heterogeneous individual preferences into collective decisions, yet its welfare properties are far more fragile than legal and political theorists suggest. This paper contributes to the literature on the limits of majoritarianism by applying a spatial voting model to demonstrate that the conditions under which majoritarian democracies produce efficient outcomes are narrowly constrained by the structural features of majority rule itself. We formalize a multidimensional policy environment in which voters bargain over both the policy vector and lump‑sum transfers. We show that—even with transferable utility among members of the majority …


Administrative Self-Constitutionalism, Brian Lipshutz Jan 2026

Administrative Self-Constitutionalism, Brian Lipshutz

Public Law and Legal Theory Working Papers

Since the days of the Interstate Commerce Commission, federal agencies have generally refused to address the constitutionality of statutory provisions. They have offered little reasoning to justify that refusal, yet scholars have generally accepted it. This Article explains why agencies can—and should—address constitutional challenges to statutory provisions.

Agencies have the power to assess the constitutionality of statutory provisions. They already exercise a similar authority when they apply the canon of constitutional avoidance and consider the constitutionality of individual actions. There is no basis for stopping short of addressing challenges to statutes. And many scholars have recognized that, as a formal …


Counseling Professionals' Perspectives On Ai Integration In Education And Supervision: A Concept Mapping Study, Hank Crofford, Elif Bor, Gülşah Kemer Jan 2026

Counseling Professionals' Perspectives On Ai Integration In Education And Supervision: A Concept Mapping Study, Hank Crofford, Elif Bor, Gülşah Kemer

Counseling & Human Services Faculty Publications

The rapid emergence of artificial intelligence (AI) has raised important questions about how new technologies will shape professional norms and practices in counseling. The purpose of this study was to understand how counseling professionals expect AI to be integrated into counselor education and supervision (CES). Using a mixed‐methods concept mapping design, 31 participants generated and sorted statements about the potential roles, benefits, and concerns associated with AI in the profession. Participants represented diverse counseling roles, including counselor educators, licensed professional counselors, supervisors, master's‐ and doctoral‐level trainees, and other counseling‐related professionals. Standard concept mapping procedures were conducted using R, resulting in …


Broaching The Intersectionality Of Race And Disability In School Counseling, Aaron Albright, Emily Goodman-Scott, Jenna Alvarez, Rawn Boulden Jan 2026

Broaching The Intersectionality Of Race And Disability In School Counseling, Aaron Albright, Emily Goodman-Scott, Jenna Alvarez, Rawn Boulden

Counseling & Human Services Faculty Publications

Students of color with disabilities experience compounded inequities. This conceptual article details these compounded inequities. The authors provide a review of the literature related to inequities in education, culturally affirming antiracist school counseling, intersectionality, and broaching. Next, the authors provide a rationale for implementing Day-Vines and colleagues’ multidimensional model of broaching behaviors (MMBB) in school counseling with students of color with disabilities. Then, the authors use the MMBB heuristic to conceptualize practical guidelines for school counselors to engage in direct broaching with their students. These guidelines are tabulated with a description of the four broaching dimensions and their aim within …


"Oh, You've Come To Visit The Yard?": Phenotypic Capital, Intragroup Marginalization, And The Gated Sanctuary In Black Lgbtq+ Communities, Keith J. Watts, Shawndaya S. Thrasher, Nicole Campbell, Laneshia R. Conner, Julian K. Glover, Janet K. Otachi, Dekeitra Griffin Jan 2026

"Oh, You've Come To Visit The Yard?": Phenotypic Capital, Intragroup Marginalization, And The Gated Sanctuary In Black Lgbtq+ Communities, Keith J. Watts, Shawndaya S. Thrasher, Nicole Campbell, Laneshia R. Conner, Julian K. Glover, Janet K. Otachi, Dekeitra Griffin

Counseling & Human Services Faculty Publications

Identity-based communities that share common characteristics, beliefs, and experiences (e.g., Black LGBTQ+ communities) have historically been conceptualized as protective bubbles that buffer Black LGBTQ+ individuals against the deleterious effects of systemic racism and cisheterosexism. However, this monolithic narrative often masks the internal power dynamics that divide belonging. This study explores the exclusionary dynamics embedded within these safe spaces, examining how internal hierarchies of skin tone, socioeconomic status, and gender performance function as proximal stressors. Guided by a critical constructivist paradigm, this study utilized Reflexive Thematic Analysis to analyze open-ended survey responses from 74 Black LGBTQ+ adults. Data were drawn from …


Contemporary Approaches To Group Psychotherapy Supervision, Michelle A. Collins-Greene (Ed.), Molyn Leszcz, Nina W. Brown, Ellen Wright, Scott Giacomucci, Les R. Greene, Susan P. Gantt, Leah M. Niehaus, Francis Kaklauskas, Tony L. Sheppard Jan 2026

Contemporary Approaches To Group Psychotherapy Supervision, Michelle A. Collins-Greene (Ed.), Molyn Leszcz, Nina W. Brown, Ellen Wright, Scott Giacomucci, Les R. Greene, Susan P. Gantt, Leah M. Niehaus, Francis Kaklauskas, Tony L. Sheppard

Counseling & Human Services Faculty Publications

This chapter captures the work of contemporary supervisors of group psychotherapy, all of whom have practiced many years and have trained and supervised innumerable group leaders. They demonstrate the diversity of settings and theoretical orientations that are prominent in the current era. Their essays speak for themselves and provide wonderful illustrations and models for supervisors-in-training and consultation to emulate. They also talk about who influenced, mentored, and supervised them.


Intersectionality Of Race And Disability: The School Counselors' Role In Policy Reformation, Jenna M. Alvarez, Rachel Saunders, Vanessa Sinclair, Stephanie Smith-Durkin, Emily Goodman-Scott Jan 2026

Intersectionality Of Race And Disability: The School Counselors' Role In Policy Reformation, Jenna M. Alvarez, Rachel Saunders, Vanessa Sinclair, Stephanie Smith-Durkin, Emily Goodman-Scott

Counseling & Human Services Faculty Publications

The United States K-12 education system is riddled with inequities within the intersection of race and disabilities; relatedly, the school counseling literature also demonstrates a similar gap in the literature. As a result, through three case illustrations highlighting the unique experiences of historically marginalized students of color with disabilities, we illustrate the multiplex intersection of race and disability and how a school counselor can utilize leadership, advocacy, and social justice for systemic change. Further, the three cases are structured through the ADDRESSING framework, to systematically consider the complexities of identity, overlapping cultural influences, and the connections to practice (Hays, 2022). …


Silence For The Sake Of “Security”: Bop Regulations Stifle Incarcerated Journalism In Federal Prisons, Sydney Poppe Jan 2026

Silence For The Sake Of “Security”: Bop Regulations Stifle Incarcerated Journalism In Federal Prisons, Sydney Poppe

University of Colorado Law Review

No abstract provided.


Organizing And Advocacy Analysis And Innovation, Shari Simon Jan 2026

Organizing And Advocacy Analysis And Innovation, Shari Simon

Open Educational Resources

This assignment emphasizes students’ evaluation and creation skills while connecting to their broader coursework on advocacy and community engagement. Students analyze a real-world advocacy campaign, applying a SWOT framework to evaluate its strengths, weaknesses, opportunities, and threats. They then generate at least two original ideas to enhance or expand the campaign’s impact, drawing on their lived experiences, critical thinking, and social awareness. The assignment encourages the use of AI tools, such as ChatGPT, to support brainstorming, research, and content generation, with reflection on how AI contributed to their process. By integrating personal perspective, analytical rigor, and creative problem-solving, students develop …


Analyzing Best Practices In Reintegration, Education, Restorative Justice, And Reentry, Sergio Grossi Jan 2026

Analyzing Best Practices In Reintegration, Education, Restorative Justice, And Reentry, Sergio Grossi

Open Educational Resources

This collaborative assignment in SOC 301 (Penology) requires students to critically examine best practices in reintegration, prison education, rehabilitation, and restorative justice through comparative international case studies, such as APAC, Bastøy Prison, or the Inside-Out Prison Exchange Program. Working in groups, students analyze at least five peer-reviewed sources to assess both documented benefits (e.g., reduced recidivism, improved reintegration) and key challenges (e.g., scalability and sustainability). The scaffolded structure—proposal, draft, final paper, and presentation—strengthens research skills, critical thinking, and evidence-based academic communication.


Formulating Research Question With Chat Gpt, Nicholas Malkov Jan 2026

Formulating Research Question With Chat Gpt, Nicholas Malkov

Open Educational Resources

This assignment guides students through the process of developing strong, focused, and measurable research questions while critically engaging with ChatGPT as a collaborative tool. Students begin by identifying a broad topic, narrowing it to a specific and feasible area of inquiry, and determining the purpose and type of research question (descriptive, explanatory, comparative, or evaluative). After drafting their own question, they use ChatGPT to generate feedback and suggested refinements, which they must evaluate critically using the FINER criteria (Feasible, Interesting, Novel, Ethical, Relevant). Through comparison of AI-generated and human-generated revisions, students assess the strengths, limitations, and ethical considerations of AI …


Digital Cultures, Dei, And Ai: Critical Analysis Assignment, Oluremi Alapo Jan 2026

Digital Cultures, Dei, And Ai: Critical Analysis Assignment, Oluremi Alapo

Open Educational Resources

This assignment presents a scaffolded, equity-centered approach to teaching digital culture and artificial intelligence (AI) within an undergraduate Diversity and Multicultural Education course at the City University of New York. Designed as a Writing Intensive, COIL-informed learning experience, the assignment invites students to critically examine digital technologies and AI as social and cultural systems shaped by power, access, and inequality.


The Trials We Remember: Exploring Historical Significance Through Interviews, Sara Mcdougall Jan 2026

The Trials We Remember: Exploring Historical Significance Through Interviews, Sara Mcdougall

Open Educational Resources

Students interview someone about a judicial trial that mattered to them and reflect on a trial of personal significance. They share what they learned through a classmate presentation, exploring how people assign meaning to trials while practicing communication skills.


(Re)Discovering The Streets Of Nyc: Honorary Signs, Sticker Street Art & Collective/Collaborative Investigations, Mark Mcbeth Jan 2026

(Re)Discovering The Streets Of Nyc: Honorary Signs, Sticker Street Art & Collective/Collaborative Investigations, Mark Mcbeth

Open Educational Resources

In a scaffolded series of assignments, students investigate NYC honorary street signs and sticker art through photography, research, individual essays, and a collaborative project.


A Systematic Review Of Artificial Intelligence For Software Requirements In Open-Source Software, Amal Alharbi, Khaled Slhoub Jan 2026

A Systematic Review Of Artificial Intelligence For Software Requirements In Open-Source Software, Amal Alharbi, Khaled Slhoub

Electrical Engineering and Computer Science Faculty Publications

Software stakeholders have seamlessly integrated artificial intelligence technologies into the requirements engineering processes for open-source software, which presents both opportunities and challenges. This systematic literature review examines the current state of artificial intelligence application in requirements engineering for open-source software and emphasizes the opportunities and challenges faced by practitioners. Based on the reviewed literature, artificial intelligence technologies, such as machine learning, natural language processing, large language models, and deep learning techniques, have been increasingly applied to support key requirements engineering activities, particularly requirements elicitation, classification, prioritization, and stakeholder analysis. However, the lack of structured data in open-source software directly challenges …


Expanding The Genetic And Phenotypic Spectrum Of Polrmt-Related Mitochondrial Disease., Mahmoud R. Fassad, Sebastian Valenzuela, Monika Oláhová, Jack J. Collier, Charlotte V Y Knowles, Eleni Mavraki, Miriam Elbracht, Nergis Güzel, Thomas Herberhold, Ingo Kurth, Andrea Maier, Larissa Mattern, Carol J. Saunders, Helen Mccullagh, Katrin Õunap, Saskia B. Wortmann, Andre Reis, Lei Zhang, Claes M. Gustafsson, Robert Mcfarland, Robert W. Taylor Jan 2026

Expanding The Genetic And Phenotypic Spectrum Of Polrmt-Related Mitochondrial Disease., Mahmoud R. Fassad, Sebastian Valenzuela, Monika Oláhová, Jack J. Collier, Charlotte V Y Knowles, Eleni Mavraki, Miriam Elbracht, Nergis Güzel, Thomas Herberhold, Ingo Kurth, Andrea Maier, Larissa Mattern, Carol J. Saunders, Helen Mccullagh, Katrin Õunap, Saskia B. Wortmann, Andre Reis, Lei Zhang, Claes M. Gustafsson, Robert Mcfarland, Robert W. Taylor

Manuscripts, Articles, Book Chapters and Other Papers

Mitochondrial diseases are a complex group of conditions exhibiting significant phenotypic and genetic heterogeneity. Genomic testing is increasingly used as the first step in the diagnostic pathway for mitochondrial diseases. We used next-generation sequencing followed by bioinformatic data analysis to identify potentially damaging variants in the POLRMT gene (NM_005035.4) in six new affected individuals. Structural protein analysis predicted the detrimental impact of variants on POLRMT protein structure. Patients show extended phenotypic abnormalities often presenting early in life with features including global developmental delay, cognitive impairment, short stature and muscular hypotonia. This study expands the genetic and phenotypic landscape of mitochondrial …


Identification Of Neural Crest And Melanoma Cancer Cell Invasion And Migration Genes Using High-Throughput Screening And Deep Attention Networks., J C Kasemeier-Kulesa, S Martina Perez, R E Baker, Paul M. Kulesa Jan 2026

Identification Of Neural Crest And Melanoma Cancer Cell Invasion And Migration Genes Using High-Throughput Screening And Deep Attention Networks., J C Kasemeier-Kulesa, S Martina Perez, R E Baker, Paul M. Kulesa

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Cell migration and invasion are well-coordinated in development and disease but remain poorly understood. We previously showed that the neural crest (NC) cell migratory wavefront shares a 45-gene panel with other cell invasion phenomena. To rapidly and systematically identify critical genes, we performed a high-throughput siRNA screen and statistical and deep learning analyses to determine changes in NC- versus non-NC-derived human cell line behaviors.

RESULTS: We find 14 out of 45 genes significantly reduced c8161 melanoma cell migration; four of the 14 genes altered leader cell motility (BMP4, ITGB1, KCNE3, and RASGRP1). Deep learning identified marked disruptions in cell-neighbor …


Safety And Effectiveness Of Emicizumab In People With Haemophilia A Enrolled In The Athn 7 Haemophilia Natural History Study., Tyler W. Buckner, Shannon L. Carpenter, Nabil Daoud, Christine L. Kempton, Lucy Lee, Lynn Malec, Thomas W. Mclean, Paul Morton, Carrie O'Neill, Janice M. Staber, Michael Wang, Stacy E. Croteau, Michael Recht Jan 2026

Safety And Effectiveness Of Emicizumab In People With Haemophilia A Enrolled In The Athn 7 Haemophilia Natural History Study., Tyler W. Buckner, Shannon L. Carpenter, Nabil Daoud, Christine L. Kempton, Lucy Lee, Lynn Malec, Thomas W. Mclean, Paul Morton, Carrie O'Neill, Janice M. Staber, Michael Wang, Stacy E. Croteau, Michael Recht

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: The Natural History Study of the Safety, Effectiveness, and Practice of Treatment for People with Haemophilia (ATHN 7) monitors use of contemporary haemophilia therapies, including emicizumab, a bispecific antibody substituting for activated factor (F)VIII in people with haemophilia A (HA).

AIM: To report participant characteristics and real-world safety and effectiveness of emicizumab in ATHN 7.

METHODS: ATHN 7 is a prospective observational cohort study conducted across 26 American Thrombosis and Haemostasis Network (ATHN)-affiliated sites. People with HA receiving emicizumab were eligible for inclusion in this analysis. Clinical information was collected quarterly through participant interview and medical record review. Safety …


Preoperative Patient Sentiment Is Associated With Postoperative Outcomes In Adult Spinal Deformity Surgery, Ross J. Gore, David Mazur-Hart, Mohan K. Sunkara, Aaqib Ali, Qizar Ali, Christopher J. Lynch Jan 2026

Preoperative Patient Sentiment Is Associated With Postoperative Outcomes In Adult Spinal Deformity Surgery, Ross J. Gore, David Mazur-Hart, Mohan K. Sunkara, Aaqib Ali, Qizar Ali, Christopher J. Lynch

Center for Secure and Intelligent Critical Systems (CSICS) Publications

Study Design:

Prospective observational pilot study of adult spinal deformity surgery patients.

Objective:

To determine whether preoperative patient sentiment, quantified using a 21-class valence scale extending the CARP paradigm implemented through an offline Large Language Model, predicts postoperative outcomes.

Summary of Background Data:

Predicting adult spinal deformity surgery outcomes remains challenging with traditional clinical and radiographic parameters alone. Although patient psychological factors and expectations significantly influence postoperative satisfaction and quality of life, systematic approaches to capture these factors are underdeveloped. Offline Large Language Models offer scalable, privacy-preserving psychological risk stratification.

Materials and Methods:

We prospectively enrolled 18 patients undergoing adult …


Equity In Coastal Resilience: A Framework For University Engagement In Community-Based Projects, Juita-Elena (Wie) Yusuf, Jennifer L. Whytlaw, Marina Saitgalina, Ogechukwu N. Nwandu-Vincent, Khairul A. Anuar, Thomas Allen, Joshua Behr Jan 2026

Equity In Coastal Resilience: A Framework For University Engagement In Community-Based Projects, Juita-Elena (Wie) Yusuf, Jennifer L. Whytlaw, Marina Saitgalina, Ogechukwu N. Nwandu-Vincent, Khairul A. Anuar, Thomas Allen, Joshua Behr

School of Public Service Faculty Publications

As communities face intensifying climate hazards, it is vital to strengthen resilience in ways that explicitly prioritize social equity. This study examines how higher education institutions can better support government, nonprofit, and community partners in advancing equity-centered coastal resilience in the U.S. Utilizing a qualitative research design, we analyze discussions among researchers and practitioners during a three-day workshop. We present a framework derived from a thematic analysis of breakout group transcripts from a three-day national virtual workshop involving 113 researchers and practitioners. The analysis identified four core themes: the necessity of aligning projects with community-defined priorities; the foundational role of …


Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim Jan 2026

Adaptive Boundary-Aware Fact-Checker Placement For Misinformation Suppression In Social Networks, Mostafa Taghizade Firouzjaee, Ghazal Naderi, Ross Gore, Neda Moghim

School of Cybersecurity Faculty Publications

The spread of fake news on online social networks is driven by imitation-based user behavior and network topology, often leading to persistent misinformation clusters and echo chambers. In this study, we develop a spatial evolutionary game-theoretic framework in which agents update their latent opinions through payoff-biased imitation, while external fact-checkers act as non-imitative intervention nodes. Building on this formulation, we propose an adaptive, boundary-aware intervention mechanism that dynamically regulates both the density and spatial allocation of fact-checkers according to real-time system conditions. Competing information clusters are identified through local neighborhood composition, enabling boundary nodes, i.e., interfaces between fake-news and non-fake-news …