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Articles 66181 - 66210 of 1739315
Full-Text Articles in Entire DC Network
Morphometric Analysis Of Spina Bifida After Fetal Repair Shows New Subtypes With Associated Outcomes., L K Mann, S Pandiri, N Agarwal, H Northrup, K S Au, Elin Grundberg, E P Bergh, M T Austin, R Patel, B Miller, S Zhu, J S Feinberg, D Lai, K Tsao, S A Fletcher, R Papanna
Morphometric Analysis Of Spina Bifida After Fetal Repair Shows New Subtypes With Associated Outcomes., L K Mann, S Pandiri, N Agarwal, H Northrup, K S Au, Elin Grundberg, E P Bergh, M T Austin, R Patel, B Miller, S Zhu, J S Feinberg, D Lai, K Tsao, S A Fletcher, R Papanna
Manuscripts, Articles, Book Chapters and Other Papers
OBJECTIVES: The binary classification of spina bifida lesions as myelomeningocele (with sac) or myeloschisis (without sac) belies a spectrum of morphologies. This study aimed to characterize types of spina bifida lesion and correlate them with preoperative presentation and postoperative outcome.
METHODS: This was a secondary analysis of a prospective cohort of patients referred for fetal spina bifida who underwent fetoscopic repair between 2020 and 2023 at a single center. We evaluated lesion morphology on high-resolution intraoperative images and videos to categorize lesions based on placode exposure and nerve root stretching. The reproducibility of lesion classification was assessed using the Kappa …
Recapitulating The Immune Microenvironment In Pediatric Brain Cancer: Preclinical Modeling Strategies., Adip G. Bhargav, Joseph S. Domino, David Akhavan, Jo Ling Goh
Recapitulating The Immune Microenvironment In Pediatric Brain Cancer: Preclinical Modeling Strategies., Adip G. Bhargav, Joseph S. Domino, David Akhavan, Jo Ling Goh
Manuscripts, Articles, Book Chapters and Other Papers
Primary brain and CNS tumors comprise the most common tumors in children and are the most common cause of cancer deaths in this population. Pediatric primary malignant brain tumors including high-grade glioma and medulloblastoma account for a significant proportion of these cancer deaths. Advances in the surgical management and adjuvant treatment paradigms have improved the prognosis of many patients with these tumors, but there remains a subset of treatment-resistant tumors or tumors with unique genetics aberrations and aggressive phenotypes that confer a poor prognosis. Immunotherapeutic strategies have demonstrated promise in pre-clinical studies and early clinical trials. However, high-fidelity evaluation of …
Changes In Antiviral Prescribing For Children With Influenza In Us Emergency Departments., Tess Stopczynski, Olla Hamdan, Justin Z. Amarin, James W. Antoon, Laura S. Stewart, Haya Hayek, James Chappell, Andrew J. Spieker, Eileen J. Klein, Janet A. Englund, Geoffrey A. Weinberg, Peter G. Szilagyi, John V. Williams, Marian G. Michaels, Julie A. Boom, Leila C. Sahni, Mary Allen Staat, Elizabeth P. Schlaudecker, Jennifer E. Schuster, Rangaraj Selvarangan, Ayzsa Tannis, Heidi L. Moline, Samantha M. Olson, Natasha B. Halasa
Changes In Antiviral Prescribing For Children With Influenza In Us Emergency Departments., Tess Stopczynski, Olla Hamdan, Justin Z. Amarin, James W. Antoon, Laura S. Stewart, Haya Hayek, James Chappell, Andrew J. Spieker, Eileen J. Klein, Janet A. Englund, Geoffrey A. Weinberg, Peter G. Szilagyi, John V. Williams, Marian G. Michaels, Julie A. Boom, Leila C. Sahni, Mary Allen Staat, Elizabeth P. Schlaudecker, Jennifer E. Schuster, Rangaraj Selvarangan, Ayzsa Tannis, Heidi L. Moline, Samantha M. Olson, Natasha B. Halasa
Manuscripts, Articles, Book Chapters and Other Papers
IMPORTANCE: Despite national recommendations, antiviral prescribing in emergency departments (EDs) for children at higher risk of severe influenza, such as those younger than 5 years and those with specific underlying conditions, remains low.
OBJECTIVE: To assess whether there were changes in antiviral prescribing for children at higher risk of severe influenza in academic pediatric EDs before the COVID-19 pandemic (2016-2020) vs the late pandemic period (2021-2023).
DESIGN, SETTING, AND PARTICIPANTS: This multicenter, cross-sectional study included influenza-positive children younger than 18 years presenting to the ED at 1 of 7 US pediatric academic hospitals participating in the Centers for Disease Control …
Gender Trends In Professional Advancement Among Academic Pediatric Neurologists., Juliet K. Knowles, Angela L. Hewitt, Prathyusha Teeyagura, Bren Botzheim, Derek Boothroyd, Ria Pal, Chrisoula Cheronis, Shermila Pia, Rebecca Macrae, Christine Shrock, Taelor Hancock, Rayann Solidum, Jaclyn Peraino, Amy Hill, Laura Owlett, Sara N. Moss, Catherine Tran, Daniel A. Castillo, Mark S. Wainwright, Renée A. Shellhaas, Nomazulu Dlamini, Mustafa Sahin, Rose N. Gelineau-Morel, Joshua L. Bonkowsky
Gender Trends In Professional Advancement Among Academic Pediatric Neurologists., Juliet K. Knowles, Angela L. Hewitt, Prathyusha Teeyagura, Bren Botzheim, Derek Boothroyd, Ria Pal, Chrisoula Cheronis, Shermila Pia, Rebecca Macrae, Christine Shrock, Taelor Hancock, Rayann Solidum, Jaclyn Peraino, Amy Hill, Laura Owlett, Sara N. Moss, Catherine Tran, Daniel A. Castillo, Mark S. Wainwright, Renée A. Shellhaas, Nomazulu Dlamini, Mustafa Sahin, Rose N. Gelineau-Morel, Joshua L. Bonkowsky
Manuscripts, Articles, Book Chapters and Other Papers
No abstract provided.
A Word From The Writing Team (October 2025), Pam Walter, Mfa, Laura Deloretta, Phd
A Word From The Writing Team (October 2025), Pam Walter, Mfa, Laura Deloretta, Phd
A Word From the Writing Team (Newsletter)
This issue includes:
- Publications Spotlight
- Wiley is Hosting Two Workshops
- Join us for the Launch Party of Evanescent Issue 6: Growing. Learning. Aging.
- Pam is Out of the Office until October 14th!
- October 3rd is our First Friday Writing Retreat!
The Public Health Cost Of Online Behavioral Targeting, Arthi Annadurai
The Public Health Cost Of Online Behavioral Targeting, Arthi Annadurai
Vanderbilt Journal of Entertainment & Technology Law
Behavioral targeting is an increasingly popular marketing technique that utilizes users’ online activity to personalize advertisements aimed at consumers. However, since personalized advertisements aim to influence individual consumers, behavioral targeting can negatively impact vulnerable users. For instance, it may reinforce harmful behaviors—like showing alcohol advertisements to individuals with alcohol dependency—or worsen mental health struggles, such as prolonging grief by continuing to serve parenting advertisements to those mourning the loss of a child. These practices can perpetuate harmful behaviors, such as relapse or heightened psychological distress, and contribute to long-term health problems, such as addiction or other mental health problems, creating …
Agentizing Privacy Preferences Without Privatizing Data Protection Policy, Frank Pasquale, Vanna Carter
Agentizing Privacy Preferences Without Privatizing Data Protection Policy, Frank Pasquale, Vanna Carter
Cornell Law Faculty Publications
This essay explores how consumers might exercise newly restored agency in a digital environment increasingly shaped by generative AI. Rather than expecting consumers to read privacy-related terms of service, policymakers should encourage the emergence of Automated Consumer Agents (“ACAs”) capable of interpreting privacy provisions and acting on behalf of users according to their stated preferences. These systems could automatically reject objectionable forms of data extraction, translating consumer values into actionable decisions in online transactions.
Despite this promise, the rise of ACAs would also present new problems. Without supportive policy and legal frameworks, agentization of privacy preferences could itself reproduce or …
Cannabis Improves Metabolic Dysfunction And Macrophage Signatures In Obese Mice, Brandon N. Vanderveen, Thomas D. Cardaci, Christian A. Unger, Mitchell M. Nesmith, Jeffrey C. Freeman, Arianna V. Bastian, Kasie Roark, Mansi Upadhyay, Andrew G. Levy, Brooke M. Bullard, Sierra J. Mcdonald, Kandy T. Velázquez, Reilly T. Enos, Jason L. Kubinak, Lorne J. Hofseth Ph.D., James Hébert Scd, Daping Fan, E. Angela Murphy
Cannabis Improves Metabolic Dysfunction And Macrophage Signatures In Obese Mice, Brandon N. Vanderveen, Thomas D. Cardaci, Christian A. Unger, Mitchell M. Nesmith, Jeffrey C. Freeman, Arianna V. Bastian, Kasie Roark, Mansi Upadhyay, Andrew G. Levy, Brooke M. Bullard, Sierra J. Mcdonald, Kandy T. Velázquez, Reilly T. Enos, Jason L. Kubinak, Lorne J. Hofseth Ph.D., James Hébert Scd, Daping Fan, E. Angela Murphy
Faculty Publications
Obesity rates continue to rise, highlighting the need for new treatments that are effective, safe, and widely accessible. Aligned with the easing of restrictions on cannabis use, interest in its therapeutic potential is evolving. As such, we examined the effects of the cannabis plant with high cannabidiol (CBD) content or high Δ9-tetrahydrocannabinol (THC) content on metabolic and immune dysregulation in obese mice. Briefly, female C57BL/6 mice were randomized into four groups (n = 15/group): 1) lean, 2) obese placebo, 3) obese CBD, and 4) obese THC. Lean mice consumed a low-fat diet for the study …
Analytical Solutions For Transitional Flow Around Hydrometeors: Implications For Particle Dynamics And Atmospheric Modeling, Ahmad Talaei, Timothy J. Garrett
Analytical Solutions For Transitional Flow Around Hydrometeors: Implications For Particle Dynamics And Atmospheric Modeling, Ahmad Talaei, Timothy J. Garrett
Physics Student Research
Accurate modeling of hydrometeor dynamics is critical for advancing weather and climate predictions. However, this remains a long-standing challenge in atmospheric science, particularly within the transitional Reynolds number regime, due to the lack of analytical solutions to the Navier–Stokes equations. This study presents two analytical solutions for two-dimensional, incompressible, and viscous flow around a sphere, addressing the gap between low and high Reynolds number regimes. The first framework, an extension of classical expansion methods using hypergeometric, provides a direct analytical relation that characterizes separation angle across the transitional regime. To address post- separation dynamics, a second formulation based on a …
Tort Immunity Waiver For Vaccine Injuries: Ethical And Legal Perspectives, Tammy W. Cowart, Gregory L. Bock
Tort Immunity Waiver For Vaccine Injuries: Ethical And Legal Perspectives, Tammy W. Cowart, Gregory L. Bock
Accounting, Finance, Information Systems, and Business-Law Faculty Publications and Presentations
The COVID pandemic highlighted the importance of vaccine development and availability worldwide. Operation Warp-Speed in the United States accelerated vaccine production by several major pharmaceutical manufacturers, averting some of the normal administrative processes. The result has been a financial windfall for those companies. Some recent data has shown that the COVID vaccine can cause negative side effects in some patients. There are provisions in U.S. law that allow victims of vaccine injuries to recover compensation through the court system. However, even then tort remedies are limited by federal law. Since the review process was rushed during the pandemic, should tort …
Pandemic-Driven Healthcare Disruptions And Their Disproportionate Impact On Patients With Diabetes: Evidence From Texas, Meryem Saygili, Gultekin Gollu, Zehra Tekin
Pandemic-Driven Healthcare Disruptions And Their Disproportionate Impact On Patients With Diabetes: Evidence From Texas, Meryem Saygili, Gultekin Gollu, Zehra Tekin
Economics Faculty Publications and Presentations
Background: Diabetic Ketoacidosis (DKA) is a life-threatening complication of uncontrolled diabetes. The COVID-19 pandemic may have increased DKA incidences and worsened outcomes both through the potential diabetogenic effects of SARS-CoV-2 infection (direct effect) and through pandemic-related disruptions in healthcare (indirect effects,) including delays in seeking or receiving care, reduced access to routine outpatient services, and strains on hospital capacity. The objective of this study is to examine changes in the frequency and outcomes of hospitalizations with DKA in Texas hospitals following the COVID-19 pandemic and to quantify the contributions of pandemic-related healthcare disruptions and SARS-CoV-2 infection. Comparisons to patients with …
Powering Up Clinical Scholarship In Pathology, Evelyn Wang
Powering Up Clinical Scholarship In Pathology, Evelyn Wang
HSLIC Faculty and Staff Instructional Resources
This presentation is designed for pathology residents and covers clinical scholarship pathways including research question design, database/resource navigation, advanced literature searching (Boolean, proximity, MeSH), literature review, evidence appraisal, systematic review workflows (PRISMA), open access publishing, data management, and HSLIC educational/research support services.
Illuminated Magazine - Fall 2025, School Of Graduate Studies, East Tennessee State University
Illuminated Magazine - Fall 2025, School Of Graduate Studies, East Tennessee State University
Illuminated: Graduate Student Research Magazine
- 2: Editorial Staff
- 5: Graduate Students and Advisors
- 6: ETSU’s First Master of Music Cohort Finds Its Voice on Campus
- 9: Where Are They Now? Jacob Mitchell
- 10: Characterizing and Enhancing Carotenoid Production in Tomato Plants
- 14: Where Are They Now? Jeremiah J. Flake
- 15: In the Gaps of the System: Centering BIPOC Mothers in Maternal Mental Health
- 18: Roles of Female Musicians in Appalachian Bluegrass
- 20: Where Are They Now? Alexis Moser
- 21: From Guyana to Tennessee: Bridging Gaps in Women’s Mental Health Care
- 24: Where Are They Now? Megan Roberts
- 26: Characterizing User Experience in AI Chatbots within …
Las Mujeres Que Tejen Su Poder A Través Del Turismo: Video Documental En La Comunidad De Huilloc (Cusco, Perú), Adina Veloz-Remis
Las Mujeres Que Tejen Su Poder A Través Del Turismo: Video Documental En La Comunidad De Huilloc (Cusco, Perú), Adina Veloz-Remis
Peru: Indigenous Peoples and Globalization
This research examines how tourism has transformed the lives of Indigenous women in Huilloc, Peru, specifically through the sale of woven textiles. Through a documentary, the study analyzes how the commercialization of their crafts has expanded the economic opportunities available to the weavers, supporting their financial autonomy. It also explores women’s empowerment, including new gender dynamics, greater independence within the household, and increased recognition from the community. The use of documentary film allows the women's voices to be amplified in their own language and cultural context, reinforcing their capacity and autonomy to narrate their stories from their own perspective.
Hilos Híbridos Las Formas Duales Del Tejido De Taquile, Entre El Uso Local Y El Mercado Turístico, Dean Mcmichael
Hilos Híbridos Las Formas Duales Del Tejido De Taquile, Entre El Uso Local Y El Mercado Turístico, Dean Mcmichael
Peru: Indigenous Peoples and Globalization
Para mi ISP del programa Perú: Indigenous Peoples and Globalization, realicé una investigación sobre los tejidos de la isla de Taquile, con el objetivo principal de entender cómo han cambiado los tejidos y la práctica de tejido en respuesta al desarrollo de la economía turística y cómo se refleja este proceso en el arte textil actual de la isla. Me quedé dos semanas en la isla, para recopilar datos, usando técnicas de observación participante y realizando entrevistas. A través de análisis de mis datos, he concluido que la coyuntura actual de los tejidos se define por una demarcación muy definida …
Tejedoras Indígenas Y La Política Económica Del Turismo En Chinchero, Perú: Centrales En La Economía, Marginales En La Política, Maria Herr
Peru: Indigenous Peoples and Globalization
This report is based on fieldwork carried out in Chinchero (Cusco, Peru) in November 2025 and examines the participation of women weavers in the local tourism economy and its relationship to municipal economic policy. It shows how Indigenous weavers, who are central to the district’s tourism, remain in a marginal position within formal spaces of economic decision-making. The study has four specific objectives: to describe the forms of participation of women weavers in Chinchero’s tourism economy; to analyze the mechanisms of collaboration between the Centro de Textiles Tradicionales del Cusco (CTTC) and other artisan associations with local public institutions; to …
“Il N’Y A Plus De Monstres”: A Case Study On Trans And Gender-Diverse Health In Switzerland, Sophie Lin
“Il N’Y A Plus De Monstres”: A Case Study On Trans And Gender-Diverse Health In Switzerland, Sophie Lin
Switzerland: Global Health and Development Policy
Transgender and gender-diverse (TGD) populations experience significant health disparities, particularly in regards to mental health outcomes and quality of life. This case study employs a qualitative approach to elucidate barriers and enablers to TGD health and gender-affirming care in Switzerland. Evidence collected from semi-structured interviews with health professionals working with Swiss TGD communities provides a thorough understanding of contemporary resources and obstacles regarding gender-affirming treatment. This research seeks to contribute to scholarship by synthesizing health literature with critical queer theory. Drawing from Butler’s theory of gender performativity, a framework of gender self-determination is advanced as a core principle of health, …
Nutrition In Context: How Cultural Beliefs, Gender Norms, Social Environments, And Interventions Shape Maternal Nutrition In Nepal, Rebecca Fan
Switzerland: Global Health and Development Policy
Maternal nutrition is recognized as one of the most significant and modifiable determinants of persistent inequities in maternal and neonatal health. In Nepal, what women are able to eat and how they experience pregnancy are all shaped by a complex interplay of cultural beliefs, gendered expectations, household dynamics, structural barriers, and nutrition intervention efforts. This study examines these intersecting factors through ethnographic accounts, peer-reviewed scientific literature, expert interviews, and an analysis of current interventions operating across different levels. Specifically, to understand the social environments shaping maternal nutrition, the paper explores cultural beliefs and misconceptions surrounding food, women’s limited control over …
Chapter 1: A Brief History Of Archival Appraisal. In Selecting And Appraising Archives And Manuscripts, Michelle Light
Chapter 1: A Brief History Of Archival Appraisal. In Selecting And Appraising Archives And Manuscripts, Michelle Light
Library Staff Publications
This chapter traces the evolution of archival appraisal theory and practice in the United States, situating it within shifting technological, social, and intellectual contexts from the late nineteenth century to the present. In this roughly chronological account, the chapter underscores continuity and disruption in selecting and appraising archival records. It highlights the influence and ongoing critiques of Theodore Schellenberg’s evidential and informational values, as well as subsequent expansions by Maynard Britchford and others. It explores transformative moments such as F. Gerald Ham’s call for coordinated documentation, the development of the Black Box model, the rise of documentation strategy, and the …
Not Born A Democracy: Constitutional Preconditions, Martha Minow
Not Born A Democracy: Constitutional Preconditions, Martha Minow
William & Mary Law Review
Beneath growing perceptions of constitutional crisis and democratic fragility in the United States lies a fundamental conundrum. Critical preconditions for effective self-government are either weak or missing in action, and our constitutional system, at least for now, stands in the way of actions to strengthen or build those preconditions. This Article focuses on three essential predicates for constitutional democracy that face jeopardy: education, reliable news, and security against lethal violence. As basic as these elements may be, repeated efforts to secure a federal constitutional right to education have failed in the courts. Because of a confluence of legal, technological, and …
Anterior Cingulate Cortex Connectivity And The Role In Neuroticism: A Diffusion-Weighted-Imaging-Based Investigation Of Limbic And Prefrontal Circuits., Jake Cox Ii
College of Arts & Sciences Senior Theses
Neuroticism is a trait which has been shown to significantly predict psychopathology. Investigating its neurobiological underpinnings may uncover a brain-based relationship that allows clinicians to conceptualize a shared predispositional factor across multiple psychopathologies, implicating treatment protocols. Inter-connectivity network and structural variation has been shown to be implicated in neuroticism, more specifically the frontoparietal network, default mode network, salience networks, and limbic networks. These networks tackle executive, salience, and emotional information, respectively. The anterior cingulate cortex (ACC) is a brain region nested between and functionally related to various networks stated above that are implicated in neuroticism. As such, it was hypothesized …
Mckee Minute October 2025, Southern Adventist University
Mckee Minute October 2025, Southern Adventist University
McKee Minute – McKee Library This Month
The October 2025 edition of McKee Minute includes information on International Open Access Week, National Book Month, course reserves, and the library's mid-semester break hours.
Cybersecurity Risk Disclosure And Regulatory Compliance: Evaluating Market Sensitivity And Disclosure Effectiveness In U.S. Public Companies, Kingsford Brakye, Abdul Basit Karim Adam
Cybersecurity Risk Disclosure And Regulatory Compliance: Evaluating Market Sensitivity And Disclosure Effectiveness In U.S. Public Companies, Kingsford Brakye, Abdul Basit Karim Adam
Research & Publications
This paper analyzes disclosing cybersecurity risk and regulatory compliance by the U.S. public companies, with reference to the sensitivity of the information in the market and the effectiveness of disclosure. With rising cyber threats, there is mounting pressure on firms to safeguard their financial systems and adhere to rules such as the 2011, 2018, and 2023 guidelines issued by the SEC, which require firms to report incidents in time and to disclose detailed risk management. However, the disclosure is often done in generic, boilerplate terms, and this limits its use by investors and raises the question of transparency. The study …
Ciwag Policy Papers #1: Seabed Warfare Is Here: A U.S. - Led Global Strategy To Secure The Ocean Floor, Dave Brown
Ciwag Policy Papers #1: Seabed Warfare Is Here: A U.S. - Led Global Strategy To Secure The Ocean Floor, Dave Brown
CIWAG Policy Papers
Dr. Jahara Matisek, James Langan, Andrew Rolander, and CIWAG Director David A. Brown, COL (Ret.) build on discussions from CIWAG's 2025 Maritime Symposium, co-sponsored with the Naval War College Foundation, and expanding on key insights shared in "The Trident" podcast episode on maritime sabotage, this paper demonstrates why protecting critical undersea infrastructure is no longer optional—it’s urgent. "Growing numbers of incidents and the destruction of pipelines and cables in the waters around Europe and Taiwan signal a global shift: the seabed has become a contested battlespace. The combination of difficulty of detection and attribution, plus the severe consequences to economic …
Transforming Educators: Uncovering Factors In Secondary Education Premise Shift To Active Processing Structures Using A Transcendental Phenomenological Approach, Matthew J. Flugum
Transforming Educators: Uncovering Factors In Secondary Education Premise Shift To Active Processing Structures Using A Transcendental Phenomenological Approach, Matthew J. Flugum
Education Doctorate Dissertations
The skills students will need to be successful in an unpredictable future differ from those needed to thrive today. Where the teachers of today were acculturated in systems of knowledge acquisition through systems of transmission, the future of learning requires active processing of new information. Students will need to meta-learn to upskill and reskill in an ever changing environment. Learning environments need to shift in order to support students to learn these skills requiring teachers to adjust traditional systems of structuring learning. This transcendental phenomenological study explores the lived experiences of secondary educators who have undergone a transformative shift in …
Table Of Contents (V. 32, No. 1)
Table Of Contents (V. 32, No. 1)
William & Mary Journal of Race, Gender, and Social Justice
No abstract provided.
Masthead
William & Mary Journal of Race, Gender, and Social Justice
No abstract provided.
Border Decriminalization As A State Project: Lessons From Marijuana And Assisted Suicide Legalization Across The United States, Victor C. Romero
Border Decriminalization As A State Project: Lessons From Marijuana And Assisted Suicide Legalization Across The United States, Victor C. Romero
William & Mary Journal of Race, Gender, and Social Justice
My prior work argued for the decriminalization of border crossings without proof of specific intent to violate another law (like drug trafficking), which is even less likely to happen now than it was when the piece was published, given the current presidential administration’s zealous deportation strategy and Congress’s seeming acquiescence. As such, I advocate for a second-best solution involving federal-state cooperative agreements wherein border states abutting both Mexico and Canada are given the option by the federal government to pass local legislation decriminalizing border crossings into their states as their communities desire. To the extent that the current presidential administration …
The Demonization Of America's Economic Engine, Ediberto Roman
The Demonization Of America's Economic Engine, Ediberto Roman
William & Mary Journal of Race, Gender, and Social Justice
In a 2013 book entitled Those Damned Immigrants: America’s Hysteria Over Undocumented Immigration, I warned of a conservative political trend that I believed would lead to an all-out assault on undocumented immigrants. This trend occurred despite the fact that these immigrants are critical economic boons to our economy.
On his first day in office in 2025, President Trump made the book’s warnings prophetic. That day, President Trump issued a series of executive orders, including 10 focused on limiting entry into the United States and questioning many who previously entered the United States legally. These orders include, 1) enhanced deportation …
Behind The Prompt: The Environmental Impact Of Llm Inference, Lucy Hegenderfer, Isaac Huang
Behind The Prompt: The Environmental Impact Of Llm Inference, Lucy Hegenderfer, Isaac Huang
College of Engineering Summer Undergraduate Research Program
As the size and demand for large language models (LLMs) increase, the environmental impact of computational inference often exceeds training; yet industry lacks a standardized method of calculating this expanding environmental footprint. Complexity arises with task-specific computational demands, infrastructure overhead, and various GPU architectures, making cross-model assessments burdensome. Combining environmental engineering and computer science principles by validating Jegham et al.’s meta-model, we predict the carbon emissions and water consumption during inference, providing metrics to raise user awareness of AI’s growing environmental footprint. Additional work supports integration into a multi-agent conversational system that encourages responsible scheduling and prompting, guiding the user …