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“Nothing About Us Without Us”: Examining Sense Of Belonging And College Success Through The Experiences Of Students With Autism Spectrum Disorder, Courtney E. Mulligan Aug 2026

“Nothing About Us Without Us”: Examining Sense Of Belonging And College Success Through The Experiences Of Students With Autism Spectrum Disorder, Courtney E. Mulligan

Graduate Doctoral Dissertations

Sense of belonging has become an increasingly important indicator of student engagement, persistence, and success in higher education. Despite this, limited research has explored how college students with autism experience and define belonging while at college. As increasing numbers of students with autism pursue postsecondary education, institutions face a growing need to better understand the factors that influence student experiences and outcomes. The purpose of this mixed-methods study was to investigate the experiences of sense of belonging among current college students with autism and identify the factors that contribute positively or negatively to this experience to inform more inclusive higher …


The Negotiated Identities Of Refugee-Background Women During Resettlement, Iuliia Fakhrutdinova Aug 2026

The Negotiated Identities Of Refugee-Background Women During Resettlement, Iuliia Fakhrutdinova

Graduate Doctoral Dissertations

Refugee-background women experience unique challenges while resettling in the U.S. as they navigate complicated transnational gender roles, education gaps, migration trauma, learning a new language, and literacy in the adaptation process during resettlement, which can derail the productive paths they are on. Therefore, ignoring refugee-background women’s unique experiences and failing to understand their identities prevents our society from doing social justice and creating a space for a smooth adaptation to the new context. Language plays a paramount role in identity formation, as it moves away from the belief that identity is an essential concept. For refugee-background women during resettlement, their …


Social Experiences Of Chinese International Students At A Us Liberal Arts College, Ke Yao Aug 2026

Social Experiences Of Chinese International Students At A Us Liberal Arts College, Ke Yao

Graduate Doctoral Dissertations

This study provided detailed empirical evidence on social experiences of Chinese international students within a US liberal arts college context through examining their race, culture, gender, social class, and mental health experiences. This study showed that the experiences of Chinese international students in the US higher education institutions are influenced not only by individual adaptation but also by broader social and institutional contexts. First, findings of this study demonstrated that institutional features of liberal arts colleges, such as small campus environment, residential nature, and more interactive opportunities between domestic and Chinese international students, can simultaneously create opportunities for inclusion and …


Factorial Structure Of A Bilingual Progress Monitoring Tool For Mindfulness Interventions, Andrea V. Molina Palacios Aug 2026

Factorial Structure Of A Bilingual Progress Monitoring Tool For Mindfulness Interventions, Andrea V. Molina Palacios

Graduate Doctoral Dissertations

Mindfulness-based interventions (MBIs) are an increasingly popular option for schools to support youth in each of the multi-tiered systems of support (MTSS). MBIs have proven to increase attention, help with emotion regulation, decrease symptoms of anxiety and depression, and overall increase students’ wellbeing with a cost-effective package that makes it affordable for schools to implement. Moreover, MBIs have also proven to be effective for Hispanic youth who are at a higher risk of experiencing low access to mental health care and higher levels of poverty, which puts them at risk for dropping out and having low academic achievement. However, there …


Genomic Based Environmental Health Assessment: Vieques, Puerto Rico, Valeria Hernandez Talavera Aug 2026

Genomic Based Environmental Health Assessment: Vieques, Puerto Rico, Valeria Hernandez Talavera

Graduate Doctoral Dissertations

From 1941 to 2003, the United States Navy and North Atlantic Treaty Organization (NATO) used Vieques, Puerto Rico, for military training, which led to long-term pollution from metals, organic chemicals, explosives, and per- and polyfluoroalkyl substances (PFAS). While earlier research found these contaminants in the environment and in living organisms, their combined effects on local ecosystems remain poorly understood.

This dissertation used a Genomic-Based Environmental Health Assessment (GEHA) framework to study the ecological risks from past military pollution in Vieques. The approach combined sediment toxicity tests, chemical analysis, gene expression studies, microbial community analysis, and community-based research. The four main …


From Structure To Experiences: How Facility Capacity And Staffing Shape The Adoption And Impact Of Lgbt-Affirming Policies In Long-Term Care, Andrew Alberth Aug 2026

From Structure To Experiences: How Facility Capacity And Staffing Shape The Adoption And Impact Of Lgbt-Affirming Policies In Long-Term Care, Andrew Alberth

Graduate Doctoral Dissertations

Long-term care (LTC) settings – including nursing homes (NHs) and assisted living facilities (ALFs) – provide necessary care for individuals with extreme health and functioning limitations. Sexual and gender minority (LGBT) older adults report challenges receiving effective, person-centered care LTC. Some LGBT older adults may hide their sexual orientation and gender identity when entering LTC settings or delay seeking needed LTC fearing discrimination from staff and other residents. Furthermore, staff in LTC settings indicate little awareness of LGBT-residents and possess inadequate LGBT-cultural competency necessary for providing person-centered care. Therefore, LGBT-residents LTC experiences remain underexplored in the broader research. Adopting LGBT-affirming …


Identifying Discrete Reappraisals And Examining The Properties Of Cognitive Reappraisal That Predict Emotional Outcomes, Jenny L. Wu Aug 2026

Identifying Discrete Reappraisals And Examining The Properties Of Cognitive Reappraisal That Predict Emotional Outcomes, Jenny L. Wu

Graduate Doctoral Dissertations

Cognitive reappraisal is widely regarded as an adaptive emotion regulation strategy and a central strategy to promote cognitive change in psychological treatments. However, findings regarding its effectiveness have been inconsistent, potentially due to the tendency to conceptualize reappraisal as a uniform process. The present study sought to adopt a more fine-grained, process-oriented approach by examining variability in how reappraisal is implemented. Specifically, this study investigated (1) the overall effectiveness of cognitive reappraisal, (2) whether the perceived believability of reappraisals predicts emotional outcomes, and (3) whether different types of reappraisals are associated with differences in emotional outcomes. Participants completed a modified …


Home, Neighborhood, And Community Environments And Social Isolation In Later Life: Joint Associations And Their Moderation By Life-Course Socioeconomic Mobility, Jeein Law Aug 2026

Home, Neighborhood, And Community Environments And Social Isolation In Later Life: Joint Associations And Their Moderation By Life-Course Socioeconomic Mobility, Jeein Law

Graduate Doctoral Dissertations

Social isolation is a major public health concern among older adults, yet less is known about how multilevel residential environments shape isolation among those aging in place. Guided by the Socio-Ecological Model, Person–Environment Fit, and a life-course perspective, this dissertation examined whether micro-level home hazards, meso-level neighborhood social cohesion and physical disorder, and macro-level census-tract structural conditions were associated with social isolation. It also examined whether life-course socioeconomic mobility moderated the associations between home and neighborhood environments and social isolation.

This dissertation used two nationally representative longitudinal studies of U.S. older adults. Aims 1 and 2 used the National Health …


I Must Be Well, To Do Well: Examining The Relationship Between Toxic Stem Environments, Trauma, Stem Support, And Academic Outcomes Among Diverse Graduate Women In Stem, Aisha Farra Aug 2026

I Must Be Well, To Do Well: Examining The Relationship Between Toxic Stem Environments, Trauma, Stem Support, And Academic Outcomes Among Diverse Graduate Women In Stem, Aisha Farra

Graduate Doctoral Dissertations

Women, particularly Women of Colour (WOC), remain underrepresented in STEM. In the last two decades, research has sought to better understand women’s experiences in STEM, highlighting challenges such as isolation, sexism, and racism, which negatively impact mental health and STEM persistence. While these mental health challenges have been documented, further work is needed to examine how these experiences are related to trauma symptoms and physical health outcomes, as well as the mechanisms through which they shape academic outcomes. This quantitative study investigated the relationships among toxic STEM experiences (i.e., gendered racism, sexism, and isolation), trauma symptoms and physical health concerns, …


The Impact Of Childhood Adversity On Students In Urban Public Elementary Schools: Recognizing, Responding, And Implementing Interventions To Support Struggling Students Through In-Depth Conversations With School Leaders, Stephen Shaw-Lyon Aug 2026

The Impact Of Childhood Adversity On Students In Urban Public Elementary Schools: Recognizing, Responding, And Implementing Interventions To Support Struggling Students Through In-Depth Conversations With School Leaders, Stephen Shaw-Lyon

Graduate Doctoral Dissertations

THE IMPACT OF CHILDHOOD ADVERSITY ON STUDENTS IN URBAN PUBLIC ELEMENTARY SCHOOLS: RECOGNIZING, RESPONDING, AND IMPLEMENTING INTERVENTIONS TO SUPPORT STRUGGLING STUDENTS THROUGH IN-DEPTH CONVERSATIONS WITH SCHOOL LEADERS

August 2026

Stephen P. Shaw-Lyon, A.A., Massasoit Community College

B.A., Arizona State University

M.Ed., Fitchburg State University

C.A.G.S., Bridgewater State University

Ph.D., University of Massachusetts Boston

Directed by Assistant Professor Bodunrin Banwo

This dissertation explores how adverse childhood experiences (ACEs) affect students in urban public elementary schools in Massachusetts. While the original ACE Study reshaped understanding of adult health outcomes, less research examines how trauma influences children’s academic, behavioral, and social experiences in …


Governing Climate Change For Sustainable Food Security In The Busoga Region Of Uganda, James Kintu Aug 2026

Governing Climate Change For Sustainable Food Security In The Busoga Region Of Uganda, James Kintu

Graduate Doctoral Dissertations

Busoga, Uganda's most sugarcane-intensive sub-region, hosts seven mills and an expanding outgrower economy, yet remains among Uganda's most food-insecure areas, with over half of its households food-insecure. This study examined how governance of climate change and sugarcane expansion shapes capabilities for food access, land tenure, and decision-making among women, youth, and land-poor households in Jinja and Buyende.

The study developed an integrated CA-CEP-RFS framework, combining the Capability Approach, Comparative Environmental Politics, and the Resilient Food Systems framework, with Sen's Entitlement Framework bridging capabilities to production, trade, own-labor, and transfer entitlements. A qualitative case study drew on a documentary review, 27 …


Understanding Factors Influencing Multiple Tobacco Product Use Among Adolescents In Thailand: A Structural Equation Modeling Approach, Chaowalit Srisoem Aug 2026

Understanding Factors Influencing Multiple Tobacco Product Use Among Adolescents In Thailand: A Structural Equation Modeling Approach, Chaowalit Srisoem

Graduate Doctoral Dissertations

Tobacco use among Thai adolescents is shaped by personal, environmental, and product-related factors. However, the pathways linking these influences to actual behavior remain unclear. This study examined how personal, environmental, and product-related factors, along with intentions to use, relate to tobacco use among Thai adolescents. A cross-sectional secondary analysis was conducted using data from the 2022 Thailand Global Youth Tobacco Survey of 6,235 students aged 13–15 years. Survey weights methods were applied to produce nationally representative estimates. Confirmatory factor analysis and structural equation modeling assessed latent constructs, and multinomial logistic regression examined predictors of single, dual, and multiple product use. …


Multicomponent Reaction-Initiated Synthesis Of Polyheterocyclic Compounds, Ashutosh Nath Aug 2026

Multicomponent Reaction-Initiated Synthesis Of Polyheterocyclic Compounds, Ashutosh Nath

Graduate Doctoral Dissertations

Efficient synthesis of novel heterocycles with biological interest remains a challenge in modern organic chemistry. This dissertation presents the development of efficient synthetic strategies that combine multicomponent reactions (MCRs) with sequential reactions for rapid access a diverse array of polyheterocyclic compounds. The projects are: 1) Groebke-Blackburn-Bienaymé (GBB) reaction followed by N-acylation and Friedel-Crafts (FC) cyclization for the construction of imidazopyridine- and indole-fused azepinones involving an unusual ring-expansion process. 2) Modified GBB condensation products for intramolecular Diels-Alder (IMDA) cycloaddition and dehydrative re-aromatization to access imidazopyridine-fused isoquinolinones. 3) Integration of the Ugi-three component reaction (Ugi-3CR) and Pictet-Spengler (PS) reaction followed by …


The Effect Of State Policy On Individuals With Mental Illness In Nursing Homes: A Multilevel Analysis, Adrita Barooah Aug 2026

The Effect Of State Policy On Individuals With Mental Illness In Nursing Homes: A Multilevel Analysis, Adrita Barooah

Graduate Doctoral Dissertations

ABSTRACT

THE EFFECT OF STATE POLICY ON INDIVIDUALS WITH MENTAL ILLNESS IN NURSING HOMES: A MULTILEVEL ANALYSIS

August 2026

Adrita Barooah, B.Sc., University of Delhi, India

M.S., University of Massachusetts Boston

Ph.D., University of Massachusetts Boston

Directed by Professor Pamela Nadash

The proportion of individuals living with a mental illness in U.S. nursing homes has grown substantially over the past few decades (Fashaw et al., 2020), raising serious concerns about care quality, resource adequacy, and costs to both nursing homes and government payers. The lack of adequate resources and knowledge has resulted in sub-par mental health care (O'Connor et al., …


Dynamics Of Swimming Microorganisms At Structured Liquid Crystal Interfaces, Vajra Sabhapathy Badha Aug 2026

Dynamics Of Swimming Microorganisms At Structured Liquid Crystal Interfaces, Vajra Sabhapathy Badha

Graduate Doctoral Dissertations

Active matter systems are self-driven units that consume energy to generate motion and mechanical stresses, producing non-equilibrium states of broad physical significance. Examples include synthetic microswimmers and migrating cells. Motile bacteria are a widely studied biological example because their self-propelled motion, hydrodynamic interactions, and collective organization are strongly coupled to local environmental conditions. Their swimming is sensitive to interfacial viscoelasticity, ordering, confinement, and hydrodynamic boundary effects, making them useful for investigating how interfaces regulate active biological motion. Because bacterial accumulation and attachment at interfaces are central to colonization and biofilm formation, these interactions are relevant to both active matter physics …


Revictimization Of Female Sexual Assault Survivors During Cross-Examination From The Perspective Of Criminal Prosecutors, Robyn Fuchs Aug 2026

Revictimization Of Female Sexual Assault Survivors During Cross-Examination From The Perspective Of Criminal Prosecutors, Robyn Fuchs

Walden Dissertations and Doctoral Studies

Sexual assault is a heinous crime that remains one of the most underreported crimes. Victims of sexual assault face scrutiny for reporting and may be revictimized by the process. The intent of this study was to examine how cross-examination has the potential to revictimize female sexual assault survivors from the perspective of criminal prosecutors. This study may provide insight on whether defense attorneys intentionally cause harm to victims or if there is an automatic level of trauma in testifying. Ten interviews were conducted with criminal prosecutors across the United States. After the interviews, the transcripts were manually analyzed to identify …


Fashion, Lifestyle, And Symbolic Capital: Identity And Resistance In Eka Kurniawan’S Beauty Is A Wound, Dewi Meyrasyawati, Cysakaren Diva Pratiwi, Nisar Ul-Haq Aug 2026

Fashion, Lifestyle, And Symbolic Capital: Identity And Resistance In Eka Kurniawan’S Beauty Is A Wound, Dewi Meyrasyawati, Cysakaren Diva Pratiwi, Nisar Ul-Haq

Paradigma: Jurnal Kajian Budaya

This study examines how fashion culture and lifestyle, understood as modes of self presentation, social performance, and everyday practice, operate as tools of identity construction and resistance in Eka Kurniawan’s Beauty Is a Wound. The objective is to reveal how beauty, personal choices, and public perception function as symbolic capital in negotiating gendered power relations, class hierarchies, and political constraints. Using close textual analysis, the research explores how female characters, particularly Dewi Ayu, mobilize appearance, behavior, and life decisions to challenge dominant ideologies and redefine their roles in society. The findings show that fashion culture in the novel extends beyond …


Comm 11 Fundamentals Of Interpersonal Communication Textbook, Teresa A. Fisher Aug 2026

Comm 11 Fundamentals Of Interpersonal Communication Textbook, Teresa A. Fisher

Open Educational Resources

A survey of interpersonal communication.


The Correlation Between Ankle Proprioception And Lower Extremity Muscle Reactions In Response To Simulated Ankle Sprains, Erin Carroll, Justin Stanek, Abby Salvadore Aug 2026

The Correlation Between Ankle Proprioception And Lower Extremity Muscle Reactions In Response To Simulated Ankle Sprains, Erin Carroll, Justin Stanek, Abby Salvadore

Clinical Practice in Athletic Training

Context: Neurological structures of the somatosensory system provide proprioceptive and neuromuscular input regarding joint positioning to the brain. Lower extremity motor control relies on local proprioceptive input to the central nervous system and neuromuscular control of individual joints to produce coordinated, global responses to external events. The purpose of this study was to investigate the relationship between ankle proprioception and lower extremity muscle reaction time in response to an unexpected ankle inversion perturbation.

Methods: Twenty healthy college-aged volunteers were recruited to participate by word of mouth. Absolute and exact errors for passive joint position sense (PJPS) were assessed using a …


Electrical Stimulation And Localized Heat After Dry Needling Treatment To Reduce Low Back Pain, Morgan M. Mersola, Amanda Hawkes, Adam Mendenhall Aug 2026

Electrical Stimulation And Localized Heat After Dry Needling Treatment To Reduce Low Back Pain, Morgan M. Mersola, Amanda Hawkes, Adam Mendenhall

Clinical Practice in Athletic Training

Context: Chronic low back pain (CLBP) is a musculoskeletal condition that often leads to reduced quality of life, prompting the need for effective conservative interventions such as dry needling (DN). A randomized controlled pilot study involving 12 participants was conducted at a physical therapy clinic.

Methods: The final subject pool consisted of a convenience sample of adults with CLBP lasting > 3 months. Participants were randomly assigned to either a dry needling-only group (DNO) or a dry needling plus modalities group (DN+M). The DNO group received a single dry needling treatment located at various sites along the multifidus by a physical …


Predictive Modeling Of Heavy Metal Pollution And Ecological Risk For Sustainable Water Quality Management In The Ny–Nj Harbor System, Md Shahnul Islam, Sara Naveed, Huan Feng, Tapos Kumar Chakraborty Aug 2026

Predictive Modeling Of Heavy Metal Pollution And Ecological Risk For Sustainable Water Quality Management In The Ny–Nj Harbor System, Md Shahnul Islam, Sara Naveed, Huan Feng, Tapos Kumar Chakraborty

Department of Earth and Environmental Studies Faculty Scholarship and Creative Works

Evaluating and forecasting surface water quality is essential for protecting aquatic ecosystems and improving water resource management. This study introduces a novel paradigm that integrates machine learning (ML) with the potential ecological risk index (PERI) to dynamically forecast, rather than statically assess, ecological risks from heavy metal contamination in an urban estuarine environment. Surface water samples from the Lower Passaic River in New Jersey, USA, were analyzed for copper (Cu), lead (Pb), and mercury (Hg) across multiple sites and sampling campaigns. Concentrations ranged from 3.1 to 42.6 µg/L for Cu, 1.8 to 25.4 µg/L for Pb, and 0.12 …


Cost Analysis Of Rheumatoid Arthritis In Insured Patients And Its Determinant Factors: Data From A National Referral Hospital In Indonesia, Rudy Hidayat, Fara Fauzia, Mochammad Alfansyah Dhifanra, Aries Maulana Aug 2026

Cost Analysis Of Rheumatoid Arthritis In Insured Patients And Its Determinant Factors: Data From A National Referral Hospital In Indonesia, Rudy Hidayat, Fara Fauzia, Mochammad Alfansyah Dhifanra, Aries Maulana

Kesmas

Rheumatoid arthritis (RA) leads to progressive functional impairment and considerable economic burden. This study estimated the annual (12-month) cost per patient among patients with RA and its determinant factors. A descriptive cross-sectional economic study of RA patients who had been treated for at least one year at the outpatient clinic of a national referral hospital in Jakarta, Indonesia, and met the 2010 ACR–EULAR criteria. Data collected from January 2023 to December 2024 were obtained from medical and billing records for demographic characteristics, direct medical costs, and DAS28-based disease activity, whereas non-medical and indirect costs were collected through structured patient interviews. …


Implementation Of Medical Documentation Sign-In Sheets For Patient Evaluations And Treatments: A Quality Improvement Project, Madicyn Barnes, Beth Davis, Kaitlyn L. Holland, Zachary K. Winkelmann Aug 2026

Implementation Of Medical Documentation Sign-In Sheets For Patient Evaluations And Treatments: A Quality Improvement Project, Madicyn Barnes, Beth Davis, Kaitlyn L. Holland, Zachary K. Winkelmann

Clinical Practice in Athletic Training

Context: Medical documentation of athletic training services at a large, public secondary school was limited to clinically significant or legally sensitive information entered into the electronic medical record (EMR) system. There are only 2 full-time athletic trainers (ATs) providing medical services to over 800 student-athletes across 45 different teams throughout the school year. Due to the large patient load, documentation is difficult to complete and, therefore, limited to the most “significant” information. The purpose of this quality improvement project was to improve medical documentation at this secondary school by implementing physical sign-in sheets in the athletic training facility (ATF) to …


The Evaluation Of A Soft Skills Curriculum In Athletic Training Education: A Mixed Methods Study, Emily A. Duckett, Heather Schugar, Alison Gardiner-Shires, Jacqueline S. Hodes Aug 2026

The Evaluation Of A Soft Skills Curriculum In Athletic Training Education: A Mixed Methods Study, Emily A. Duckett, Heather Schugar, Alison Gardiner-Shires, Jacqueline S. Hodes

Clinical Practice in Athletic Training

Context: Developing athletic training students’ soft skills to effectively engage in patient-centered care is integrated throughout multiple Commission on Accreditation of Athletic Training Education Curricular Content Standards. Despite evidence supporting the importance of compassionate care, there is currently data to suggest that health care is experiencing a compassion crisis. The purpose of this study was to investigate the ways pre-professional athletic training students transfer knowledge from a soft skills curriculum to clinical experiences as students in an entry level master’s program.

Methods: This study is an explanatory sequential mixed methods design. Phase 1 includes participants (n = 19) enrolled in …


Association Between Athletic Trainers And Frequency Of Pediatric Orthopedic Visits, Abaigeal Field, James M. Mensch, Courtney Meyer, Susan W. Yeargin Aug 2026

Association Between Athletic Trainers And Frequency Of Pediatric Orthopedic Visits, Abaigeal Field, James M. Mensch, Courtney Meyer, Susan W. Yeargin

Clinical Practice in Athletic Training

Context: There is sparse research on the relationship between athletic trainer (AT) employment and the number of athletes presenting to orthopedic clinics with sports-related injuries. The purpose of this study is to determine if athletic training services are associated with the frequency of first-time orthopedic office visits for sports-related injuries.

Methods: A retrospective chart review collected injuries between January 1, 2018 and December 31, 2020 from the electronic health records system for a hospital network in the Southeast United States with 6 orthopedic clinics and included 48 high schools hosting 20 sports with at least 1 AT per school. Patients …


Women In The Criminal Justice Pipeline: Perspectives From Policy To Practice, Laila Riaz Aug 2026

Women In The Criminal Justice Pipeline: Perspectives From Policy To Practice, Laila Riaz

Student Theses

The study of the criminal justice system has historically been shaped by a male-centered perspective. Consequently, this has marginalized the unique experiences and challenges faced by women. Women are disproportionately affected by issues such as trauma, caregiving responsibilities, and systemic inequalities, shaping their interactions with the criminal justice system in ways that differ from men. This study examines how women experience the pipeline of the criminal justice system. The “pipeline” refers to the stages of the criminal justice system, ranging from an initial encounter with law enforcement to prosecution, incarceration, and eventual reentry into society. Drawing on interviews with academics …


Re: Comment Letter For Butte Priority Soils Operable Unit (Bpsou) Draft Diggings East Dewatering Treatability Study Pre-Design Investigation Work Plan (Pdiwp) (Dated August 24, 2026) And The 2026 Draft Diggings East Dewatering Treatability Study Quality Assurance Project Plan (Qapp) (Dated August 24, 2026), Emma Rott Aug 2026

Re: Comment Letter For Butte Priority Soils Operable Unit (Bpsou) Draft Diggings East Dewatering Treatability Study Pre-Design Investigation Work Plan (Pdiwp) (Dated August 24, 2026) And The 2026 Draft Diggings East Dewatering Treatability Study Quality Assurance Project Plan (Qapp) (Dated August 24, 2026), Emma Rott

Silver Bow Creek/Butte Area Superfund Site

No abstract provided.


Guardians Of The Record: A Two-Tiered Streaming Cascade With Kafka, Flink, And A Real Llm, Ilan Goodman Aug 2026

Guardians Of The Record: A Two-Tiered Streaming Cascade With Kafka, Flink, And A Real Llm, Ilan Goodman

Generative AI Teaching Activities

Students build a streaming vandalism detector for live Wikipedia edits in which a fast rule-based tier decides which few of ~1,500 edits per minute are worth escalating to a slow, rate-limited real LLM (Gemini) — confronting the cost, latency, and failure modes of putting AI inside a production data pipeline.


Re: 2nd Quarter 2026 – Interim Site-Wide Surface Water Monitoring Data Report Silver Bow Creek Butte Area Npl Site, Butte Priority Soils Operable Unit Consent Decree-Civil Action No. Cv 89-039-Bu-She, Josh Bryson Aug 2026

Re: 2nd Quarter 2026 – Interim Site-Wide Surface Water Monitoring Data Report Silver Bow Creek Butte Area Npl Site, Butte Priority Soils Operable Unit Consent Decree-Civil Action No. Cv 89-039-Bu-She, Josh Bryson

Silver Bow Creek/Butte Area Superfund Site

No abstract provided.


Guardians Of The Record (Cs2 Edition): Heaps, Queues, And A Scarce Oracle, Ilan Goodman Aug 2026

Guardians Of The Record (Cs2 Edition): Heaps, Queues, And A Scarce Oracle, Ilan Goodman

Generative AI Teaching Activities

Students defend Wikipedia from vandals with data structures instead of infrastructure: a sliding-window edit-velocity tracker (hash map of queues), a hand-built binary min-heap, and a budget-bounded top-K selection decide which few suspicious edits earn a question to an expensive, rate-limited Oracle — a stand-in for a real LLM.