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Articles 601 - 630 of 19337
Full-Text Articles in Entire DC Network
Application Of Burnishing Process Expected To Frictional Heat To Non-Oriented Electromagnetic Steel Sheet, Yuji Kobayashi, Masato Okada
Application Of Burnishing Process Expected To Frictional Heat To Non-Oriented Electromagnetic Steel Sheet, Yuji Kobayashi, Masato Okada
15th International Conference on Shot Peening
Burnishing is a technology used to improve the surface roughness of metals. On the other hand, it is expected that the metal structure near the surface will change due to strong distortion.
The magnetic properties of electromagnetic steel sheets depend on large crystal grains and fine crystals near the surface[1]. In particular, thinner fine crystal grain layers on the surface are expected to reduce iron loss. In this study, the power generation characteristics of Burnished electromagnetic steel sheets were evaluated.
Electromotive force waveform was evaluated by rotating the laminated electromagnetic steel sheets and using a spindle motor. The electromotive force …
Hands-On Stem In Ghana: Inspiration For Culturally Relevant Pedagogy Globally, Alhassan Issifu, Mawuena A. Hanson, Heather R. Beem
Hands-On Stem In Ghana: Inspiration For Culturally Relevant Pedagogy Globally, Alhassan Issifu, Mawuena A. Hanson, Heather R. Beem
Journal of Pre-College Engineering Education Research (J-PEER)
Many educators are increasingly seeking culturally relevant pedagogies they can employ to effectively engage their students. In Ghana a substantive set of hands-on STEM content has been created, incorporating locally available materials and cultural approaches while maintaining alignment to the national curricula. Against a backdrop of almost no public primary or junior high schools in the country containing any lab equipment, this approach leverages and celebrates the abundance of what is available within the locality. This challenges narratives of what is considered “good” and recenters power back with those in the classroom. Three sample activities and three firsthand stories are …
The Potential Benefits Of Co-Design In Dog-Assisted Treatment Programs For Veterans Seeking Mental Health Care, Parvin (Pary) Bahmanyari, Pauleen Bennett, Tiffani Howell
The Potential Benefits Of Co-Design In Dog-Assisted Treatment Programs For Veterans Seeking Mental Health Care, Parvin (Pary) Bahmanyari, Pauleen Bennett, Tiffani Howell
People and Animals: The International Journal of Research and Practice
Veterans are more likely than the general population to experience a range of mental health problems. While many veteran mental health support programs are available, veterans may struggle to access and engage with these services for various reasons (e.g., a stigmatized perception of mental health disorders, mistrust). Animal-assisted services have become more popular in civilian and military health care settings where traditional therapies (e.g., cognitive behavioral therapy) may not always be effective. Assistance dogs, for example, which live with veterans to provide disability support, have been successfully employed for veteran mental health. Unfortunately, a subgroup of veterans may miss out …
Novel Biomolecule-Infused Gelatin Injectable For Treatment Of Recurrent Laryngeal Nerve Injury, Ananya Tadikonda, Sunjay Anekal, Lena W. Chen, Gabriel Sobczak, Troy Wesson, Carmilya Jackson, Marisa A. Egan, Julie C. Liu, Patrick R. Finnegan, Stacey Halum
Novel Biomolecule-Infused Gelatin Injectable For Treatment Of Recurrent Laryngeal Nerve Injury, Ananya Tadikonda, Sunjay Anekal, Lena W. Chen, Gabriel Sobczak, Troy Wesson, Carmilya Jackson, Marisa A. Egan, Julie C. Liu, Patrick R. Finnegan, Stacey Halum
School of Chemical Engineering Faculty Publications
Objective
Unilateral vocal fold paralysis (UVFP) due to recurrent laryngeal nerve injury (RLN) is a major cause of voice disorders. We have recently identified three biomolecules (agrin, acetylcholine, and neuregulin) with the potential to promote reinnervation after RLN injury. This study aimed to determine if a gelatin injectable with the reinnervating biomolecules will induce site-specific amplification of neurotrophic factor release and reinnervation after RLN injury in unilateral vocal fold paralysis.
Methods
C57BL/6 mice underwent RLN transection with the following treatment allocations: saline control (N = 16), biomolecule cocktail only (N = 16), and biomolecule-infused gelatin (N = …
A Feasibility Study Into The Usability And Application Of An Unmanned Aerial Vehicle For Aircraft Inspection And Quality Assurance Inspections, Reece P. Bhave
A Feasibility Study Into The Usability And Application Of An Unmanned Aerial Vehicle For Aircraft Inspection And Quality Assurance Inspections, Reece P. Bhave
Journal of Aviation Technology and Engineering
The global aviation industry is often characterized as one of the safest modes of transportation in the modern world. With an abundance of quality assurance inspections and checks to determine operations safety, modern-day commercial aircraft that are utilized for passenger and cargo flights are held to a higher safety standard defined by regulatory bodies, such as the Federal Aviation Administration in the United States of America and the European Union Aviation Safety Agency in the European Union. While these quality standards are maintained via a series of inspections, checks, and preventative maintenance procedures, they are limited to only visual or …
Hmongcentric Niche Charter Schools: The Role Of Social Capital On Students’ Perceived Academic Competence, Zha Blong Xiong, Ting Xu, Kyle Nickodem, Malina Her
Hmongcentric Niche Charter Schools: The Role Of Social Capital On Students’ Perceived Academic Competence, Zha Blong Xiong, Ting Xu, Kyle Nickodem, Malina Her
Journal of Southeast Asian American Education and Advancement
Using Coleman’s (1988) social capital theory, this study investigated the connection between family and school social capital and the perceived academic competence of students enrolled in Hmongcentric niche charter schools. The study analyzed 124 participants consisting of third, fourth, and fifth-grade students residing in Minnesota, with 93% identifying as Hmong. Results of structural equation modeling showed that school social capital, as measured by school attachment and school connection, is significantly linked to students’ perceived academic competence. Further analyses suggested that school attachment, especially in charter schools that focus on culture and language, plays a more crucial role in shaping students’ …
Book Review Of Re-Membering Culture: Erasure And Renewal In Hmong American Education, Mai H. Vang
Book Review Of Re-Membering Culture: Erasure And Renewal In Hmong American Education, Mai H. Vang
Journal of Southeast Asian American Education and Advancement
Re-membering Culture: Erasure and Renewal in Hmong American Education is a valuable contribution to the growing field of critical Hmong studies and education studies in general. This ethnographic study critically examines power dynamics between U.S. schools and Hmong Americans by centering narratives that highlight Hmong knowledge systems. The book provides insights from over 50 Hmong American leaders, parents, students, and district staff (Hmong and non-Hmong) that exemplifies re-membering, the recovery of culture and history to reclaim rights, space, and voice in the present. Although education is often seen as the great equalizer, especially for immigrants and refugees, the realities of …
Activity Design Principles To Support Engineering Engagement For Families With Preschool-Age Children From Low-Income English-And Spanish-Speaking Communities, Scott A. Pattison, Smirla Ramos Montañez, Viviana López Burgos, Gina Svarovsky, María Quijano, Amy Corbett, Catherine Wagner, Diana Contreras
Activity Design Principles To Support Engineering Engagement For Families With Preschool-Age Children From Low-Income English-And Spanish-Speaking Communities, Scott A. Pattison, Smirla Ramos Montañez, Viviana López Burgos, Gina Svarovsky, María Quijano, Amy Corbett, Catherine Wagner, Diana Contreras
Journal of Pre-College Engineering Education Research (J-PEER)
Existing evidence highlights the significance of family STEM learning experiences during early childhood. However, there is a lack of research specific to early childhood family-based learning in the field of engineering, especially with preschool-age children (three to five years old). To address this gap and inform engineering education programs for young children, we conducted a design-based research study in collaboration with 15 Spanish-and English-speaking families with preschool-age children from low-income communities. Our study aimed to develop and test a series of family-based engineering design activities while also identifying underlying design principles. Guided by an asset-based family learning framework, which acknowledges …
A Test Rig For An Aircraft Propeller Powered By Battery Motor, C. M. Vigneswaran, J. Induja, K. S. Bharath, M. J. Spoorthi, R. Chethana
A Test Rig For An Aircraft Propeller Powered By Battery Motor, C. M. Vigneswaran, J. Induja, K. S. Bharath, M. J. Spoorthi, R. Chethana
Journal of Aviation Technology and Engineering
The propeller test rig is a crucial component in aeronautical engineering that plays a vital role in the development, testing, and optimization of propeller systems for aircraft. This research outlines the design, development, and performance evaluation of a state-of- the- art propeller test rig developed for research and testing purposes. The primary objective of this project is to enhance the understanding of propeller dynamics and efficiency, leading to the improvement of aircraft propulsion systems. The test rig provides a controlled environment to evaluate and compare multiple propeller designs, aiding engineers in making informed decisions during the design process. An advanced …
A Framework For Test Planning Of A Vision System Supporting Aerial Refueling, Jonathon K. Parry, Donald H. Costello, Michael D. M. Kutzer, Charles J. Doherty, Sarah M. Hubbard
A Framework For Test Planning Of A Vision System Supporting Aerial Refueling, Jonathon K. Parry, Donald H. Costello, Michael D. M. Kutzer, Charles J. Doherty, Sarah M. Hubbard
Journal of Aviation Technology and Engineering
This essay presents a framework for evaluating a computer vision system providing perception for an uncrewed aircraft completing the automated air-to-air refueling (A3R) task. As the Department of Defense acquires capabilities that exhibit increasing levels of autonomy, the test and evaluation community must adapt the current framework to provide airworthiness officials the information required to accurately access the risks associated with the system underdoing testing. Following a brief introduction to A3R, this essay lays out a testing framework that leverages dendritic analysis and effectively deconstructs the critical issue into measurable data elements that can be used to support test and …
Use Of Eagala Model–Based Psychotherapy For Youth Psychological Disorders, Kimberley D. Ryan, Tammy L.B. Mckenzie
Use Of Eagala Model–Based Psychotherapy For Youth Psychological Disorders, Kimberley D. Ryan, Tammy L.B. Mckenzie
People and Animals: The International Journal of Research and Practice
Global youth psychological disorder prevalence has increased exponentially. Therefore, a drastic increase in mental health care utilization is expected. Since traditional approaches to the treatment of adult psychological disorders are ineffective with youth, alternative approaches to treatment of youth psychological disorders must be considered. One such approach is equine assisted psychotherapy (EAP), a person-centered, experiential approach using horses during the treatment of psychological disorders and the basis of the Equine Assisted Growth and Learning Association (Eagala) model–based programming. This article presents the quantitative research findings of a study investigating the effectiveness of the Eagala model–based EAP programming in the treatment …
Introducing Therapy Dog Programs Within Organizational Settings: A Scoping Review Of Implementation Processes And Practices, Laura Mundy, Carlie Driscoll, Janette Young
Introducing Therapy Dog Programs Within Organizational Settings: A Scoping Review Of Implementation Processes And Practices, Laura Mundy, Carlie Driscoll, Janette Young
People and Animals: The International Journal of Research and Practice
Organizations are introducing therapy dog programs at a growing rate. Standards and guidelines for including therapy dogs in programs with people are also being developed and made available to those implementing such programs. How organizations are implementing programs, how they are aligning with available standards, and the presence of any barriers and facilitators to their implementation has been largely unexplored. Therefore, the aim of our review was to summarize the literature available on the implementation of therapy dog programs within organizational settings. Furthermore, we aimed to summarize available descriptions of program practices and their alignment with best practice guidelines, and …
Behavioral Bias And Manager Success In Major League Baseball, Daniel Pastor, Jason R. Reed, Arjun Sondhi
Behavioral Bias And Manager Success In Major League Baseball, Daniel Pastor, Jason R. Reed, Arjun Sondhi
Department of Agricultural Economics Faculty Publications
Using results from 26 Major League Baseball seasons, we investigate the connection between behavior bias, managerial success, and tenure. We ask whether managers that have overachieved, relative to prior seasons, have a greater chance of remaining in that role, and if so, what was the subsequent effect on team performance. Our results indicate that MLB owners and team general managers are susceptible to behavioral biases. Team managers that overachieve in a season, relative to recent, historical team performance, endure longer tenures with their team, however, overachieving managers have statistically similar career win percentages to managers who underachieved. This result suggests …
Korea’S Unification: Unifying Visionary Leadership, Paul Hong
Korea’S Unification: Unifying Visionary Leadership, Paul Hong
KAUPA Letters
This third essay highlights the critical role of unifying visionary leadership in advancing Korea’s unification—a goal that cannot be achieved through policy frameworks or economic integration alone. While shared history, language, and culture provide the foundation for national unity, it is bold and ethical leadership that transforms these foundations into strategic action and reconciles entrenched ideological and institutional divides. A brief analysis of prominent figures in Korean history—Dangun, Kim Choonchu, Wang Geon, Yi Seong-gye, King Sejong, Yi Sun-sin, Kim Gu, Syngman Rhee, and Park Chung-hee—reveals recurring leadership traits such as moral authority, long-term vision, cultural stewardship, and inclusive governance. These …
Korea At The Crossroads: Steering Between Two Paths In The New Global Trade Order, Paul Hong
Korea At The Crossroads: Steering Between Two Paths In The New Global Trade Order, Paul Hong
KAUPA Letters
Korea stands at a pivotal crossroads in global trade, caught between the twin forces of rising protectionism and the emergence of a multipolar economic order. Once a major beneficiary of U.S.-led free trade, its export-driven growth thrived under predictable rules and open markets. That stability is now eroding as the United States shifts toward protectionism—driven by mounting debt, persistent trade deficits, and the burdens of overextended global commitments—through tariffs, reshoring incentives, and strategic restrictions on key sectors like steel, semiconductors, and electric vehicles. These measures have disrupted Korea’s supply chains, complicated market access, and heightened uncertainty, even as China’s economic …
Practicing The Art And Craft Of Screenwriting: Analysis And Opportunity From A Faith-Informed Perspective, Kevin R. Crawford
Practicing The Art And Craft Of Screenwriting: Analysis And Opportunity From A Faith-Informed Perspective, Kevin R. Crawford
KAUPA Letters
This paper describes the commitments and standards of practice required by those wishing to write from a faith-informed perspective – particularly, a Christian worldview frame. It highlights elements of Minkyu Lee’s award-winning animation Adam and Dog (2011) by way of illustration and argues a new role for faith-informed storytelling that correctly resists the temptation to preach especially in a world where any project deemed to promote an organized religious agenda, however simple or subtle, is apt to be ridiculed, marginalized, and ignored.
Combining Prose And Poetry: The Aesthetic, History, And Uses Of Haibun And Tanka Prose, John J. Han
Combining Prose And Poetry: The Aesthetic, History, And Uses Of Haibun And Tanka Prose, John J. Han
KAUPA Letters
This chapter introduces the defining features, formal structure, and literary functions of haibun and tanka prose—two Japanese hybrid poetic forms that artfully merge lyrical narrative with short-form poetry. After tracing their classical origins and modern development in both Eastern and Western contexts, the chapter explores six thematic categories through original examples: travel, nature, memory, spiritual and philosophical reflection, social critique, and humor. These themes showcase the versatility and emotional range of the forms. The chapter concludes with a hands-on writing guide and practical advice on publication, encouraging readers to engage personally and creatively with these genres. Blending scholarship, lived experience, …
A Certainty-Based Approach To Implementing Zero Trust Architecture Using Nist Sp 800-207 And Nist Sp 1800-35, Young B. Choi
A Certainty-Based Approach To Implementing Zero Trust Architecture Using Nist Sp 800-207 And Nist Sp 1800-35, Young B. Choi
KAUPA Letters
This paper proposes a certainty-based methodology for implementing the Zero Trust Architecture (ZTA) as defined in NIST SP 800-207 and NIST SP 1800-35 (NIST, 2020; NIST, 2025). By applying a probabilistic model that quantifies the certainty of security-related facts, the proposed approach enhances decision-making for access control and security policy enforcement. This method utilizes major security databases to assess and compute certainty of facts, thereby improving the resilience, adaptability, and accuracy of Zero Trust systems (Liu, Chandramouli, & Kuhn, 2020).
Kim, Eugenia. The Calligrapher’S Daughter: A Novel. Henry Holt And Company, 2009. 400 Pages, $26.00. Isbn: 978-0805089127., John J. Han
KAUPA Letters
No abstract provided.
How To Be An Indispensable Professor: An Administrator’S Perspective, John J. Han
How To Be An Indispensable Professor: An Administrator’S Perspective, John J. Han
KAUPA Letters
No abstract provided.
Reminiscences On My Visit To North Korea: Put Down Your Swords And Money And Think Hard, Yeomin Yoon
Reminiscences On My Visit To North Korea: Put Down Your Swords And Money And Think Hard, Yeomin Yoon
KAUPA Letters
No abstract provided.
Purdue University Preschool Language Program Curriculum, Anne Gritt, Kalie Standish
Purdue University Preschool Language Program Curriculum, Anne Gritt, Kalie Standish
Purdue University Preschool Language Program
The Preschool Language Program is a play-based language-focused preschool in the Department of Speech, Language and Hearing Sciences at Purdue University. The program is co-led by a speech-language pathologist and early childhood educator. It supports children ages 3-5 with communication needs related to developmental language disorder, deaf/hard of hearing, autism, and other diagnoses. The curriculum focuses on language and whole child development throughout daily routines. This document includes an overview of the program, as well as an explanation of curriculum components with references. It also contains 24 weekly curriculum plans. The curriculum can be used by preschool teachers as a …
Library Publishing Research Agenda (2nd Ed.), Talea Anderson, Karen Bjork, Leigh-Ann Butler, Nina Collins, Perry Collins, Matthew Goldberg, Jonathan Grunert, Matthew Hunter, Michelle Lalonde, John Martin, Shawn Martin, John David Morgenstern, Talia Perry, Christopher Popovich, Liz Scarpelli, Janet Swatscheno, Willa Tavernier, Dan Tracy, Michelle Wilson, Mai Yamamoto
Library Publishing Research Agenda (2nd Ed.), Talea Anderson, Karen Bjork, Leigh-Ann Butler, Nina Collins, Perry Collins, Matthew Goldberg, Jonathan Grunert, Matthew Hunter, Michelle Lalonde, John Martin, Shawn Martin, John David Morgenstern, Talia Perry, Christopher Popovich, Liz Scarpelli, Janet Swatscheno, Willa Tavernier, Dan Tracy, Michelle Wilson, Mai Yamamoto
LPC Publications
This second edition of the Library Publishing Research Agenda builds on the foundation laid by the original 2020 publication, continuing to explore critical areas where research is needed to inform and strengthen practice in the field of library publishing. It offers updated and expanded exploratory overviews of six key topics (assessment, labor, accessibility, non-traditional research outputs, peer review, and partnerships), each including a contextual summary, refreshed or newly proposed research questions, and updated resources for further reading. This edition reflects new developments in the field and ongoing conversations within the community. It is intended to support current and future researchers, …
A Technical And Statistical Analysis Of Unleaded Aviation Fuel (Ul94) Adoption In A High- Volume Collegiate Aviation Environment, Nicholas D. Wilson, Ryan Guthridge, Brandon Wild, Jeremy Roesler, Daniel Kasowski, Nick Geinert, Aaron Terbest, Aaron Fettig, Robert Kraus
A Technical And Statistical Analysis Of Unleaded Aviation Fuel (Ul94) Adoption In A High- Volume Collegiate Aviation Environment, Nicholas D. Wilson, Ryan Guthridge, Brandon Wild, Jeremy Roesler, Daniel Kasowski, Nick Geinert, Aaron Terbest, Aaron Fettig, Robert Kraus
Journal of Aviation Technology and Engineering
The University of North Dakota (UND) adopted unleaded aviation fuel (UL94) for approximately a four-month period in the summer and early fall of 2023. The UL94 fuel was used in all reciprocating engine fleets based at the university’s primary training airport, Grand Forks International Airport in North Dakota. During the operational implementation of UL94, the UND flew 46,600 flight hours, consuming 386,778 gallons of fuel across all fleets powered by Lycoming engines. After approximately two months of using UL94, operational reports and maintenance inspections began to indicate potential for exhaust valve seat recession (EVSR), although early indications were limited in …
Contributing Factors To Low Airspeed On Climb-Out As A Precursor To Loss Of Control In Flight, Owen D. Poborsky
Contributing Factors To Low Airspeed On Climb-Out As A Precursor To Loss Of Control In Flight, Owen D. Poborsky
Journal of Aviation Technology and Engineering
The nature of aviation is not without inherent risk. Conducting training flight operations increases these inherent risks. Flight data monitoring and voluntary safety action programs seek to reduce risk, as seen in their success at commercial airlines. These successes are slowly permeating into general aviation through programs such as the National General Aviation Flight Information Database (NGAFID). The NGAFID is a program funded by the Federal Aviation Administration that allows general aviation operators to have the ability to collect and share de-identified flight data on an aggregate level to identify trends and increase safety margins during flight operations. This study …
Research Synthesis Of Predicting Part 135 Accident Probability In Aviation: How The Bayesian Brain Ignores Declining Safety Standards, Jonathan R. Clarke
Research Synthesis Of Predicting Part 135 Accident Probability In Aviation: How The Bayesian Brain Ignores Declining Safety Standards, Jonathan R. Clarke
Journal of Aviation Technology and Engineering
Technological innovation has had an enormous effect on safety in aviation. However, in Part 135 operations, where technology is not as ubiquitous, the accident rates have plateaued. Human error is constantly misrepresented as being responsible for 70–80 percent of accidents, when it is clearly only one of several contributing factors. In commercial aviation, all accidents should be considered organizational failures, because by definition all defensive layers have been breached. Organizational failure, as it affects safety, should be identifiable and predictable from organizational behavior. Inevitably, in the aftermath of accidents the warning signs of poor behavior are seemingly obvious, yet there …
Global Drivers And Local Management Of Groundwater Stress: A High-Resolution Economic Analysis Of Land, Water, And Food Systems, Iman Haqiqi, Thomas Hertel, Kavitha Srikanth
Global Drivers And Local Management Of Groundwater Stress: A High-Resolution Economic Analysis Of Land, Water, And Food Systems, Iman Haqiqi, Thomas Hertel, Kavitha Srikanth
Department of Agricultural Economics Faculty Publications
Groundwater stress, a critical challenge for global water security and food production, has intensified due to the interaction of global change drivers and rapidly evolving local conditions. This paper investigates the individual and combined impacts of water availability, heat, population growth, income dynamics, and technological advancements on global groundwater stress over a historical period from 1997 to 2017. Utilizing the gridded Simplified International Model of agricultural Prices, Land use, and the Environment (SIMPLE-G), the study attributes local changes in water and land use patterns to these key global drivers. Furthermore, it evaluates an alternative, counterfactual scenario in which sustainable management …
Flowing Progress: Transforming The Danube Through Infrastructure, Stefan Dorondel, Luminita Gatejel
Flowing Progress: Transforming The Danube Through Infrastructure, Stefan Dorondel, Luminita Gatejel
Central European Studies
Flowing Progress: Transforming the Danube Through Infrastructure focuses on how different political regimes and forms of governance have imagined and technologically transformed the most international river in the world. Multidisciplinary and drawing on methodologies of history, anthropology of infrastructure, and science, technology, and society, this collection explores the tensions between the river and its natural pulses, the humans that populate its floodplains, state agencies, and infrastructure. The book engages the concept of disturbance to point out the circular and spiraling dynamics between hydrological processes and technopolitical and economic practices. Disturbance denotes a specific type of long-term dynamic between human attempts …
Tutorial: A Guide To Getting Started With The Clinical Fellowship Experience, Christi Masters, Mariel L. Schroeder
Tutorial: A Guide To Getting Started With The Clinical Fellowship Experience, Christi Masters, Mariel L. Schroeder
Department of Speech, Language, and Hearing Sciences Faculty Publications
Purpose:
The clinical fellowship (CF) experience is a pivotal time for speech-language pathologists as it marks the transition from being a student clinician to practicing as an independent clinician. The Clinical Fellow embarks on this process with the support of a CF mentor, who serves a critical role in supporting the development and growth of a new professional. The Clinical Fellow and mentor must also consider the standards and implementation procedures defined by the Council for Clinical Certification in Audiology and Speech-Language Pathology (CFCC) for the Clinical Fellow to successfully obtain the American Speech-Language-Hearing Association (ASHA) Certificate of Clinical Competence …Enhanced Global Oil Spill Dataset From 1967 To 2023 Based On Text-Form Incident Information, Yiming Liu, Zhuoli Yin, Hua Cai
Enhanced Global Oil Spill Dataset From 1967 To 2023 Based On Text-Form Incident Information, Yiming Liu, Zhuoli Yin, Hua Cai
The School of Sustainability Engineering and Environmental Engineering (SEE) Faculty Publications
Knowing how much oil was released into the environment in each incident is critical to studying the environmental, ecological, and economic impacts of oil spills. However, the release amounts (RAs) for numerous oil spill incidents remain unavailable in a structured format for large-scale analysis. The most extensive global oil spill database, managed by NOAA’s Office of Response and Restoration, only documents the worst-case scenario estimations in the machine-readable dataset, while more accurate values are embedded within unstructured incident descriptions and subsequent updates. To enhance the dataset with more accurate RAs, we developed a framework to extract the actual RAs from …