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Using Artificial Intelligence For Text Screening In A Systematic Review Of Cardiotoxicity, Steven E Canfield, Moez Karim Aziz, Muhammad Imran Omar, James N'Dow, Bob J A Schijvenaars, Jennifer Ghith, Kausar Riaz Ahmed, Donald Molony, Arnulf Stenzl Nov 2025

Using Artificial Intelligence For Text Screening In A Systematic Review Of Cardiotoxicity, Steven E Canfield, Moez Karim Aziz, Muhammad Imran Omar, James N'Dow, Bob J A Schijvenaars, Jennifer Ghith, Kausar Riaz Ahmed, Donald Molony, Arnulf Stenzl

Faculty, Staff and Student Publications

BACKGROUND AND OBJECTIVE: Artificial intelligence (AI), capable of analyzing vast volume of data rapidly, presents a promising solution to optimize literature screening for systematic reviews (SRs). Using the INSIDE (artificial INtelligence to Support Informed DEcision making) platform, we compared the performance of AI against the "gold standard" traditional SR method in the context of prostate cancer (PC) to assess whether AI could potentially improve efficiency and quality of screening.

METHODS: Publications from traditional screening of four SRs (focused on PC therapies and potential cardiotoxicity) were compared with the AI-based approach. Publications were ranked based on relevance scores. Work saved over …


The World Is Beautiful, Chelsea Demott Wildey Nov 2025

The World Is Beautiful, Chelsea Demott Wildey

Theses

My thesis, The World is Beautiful is a short, digitally animated film that follows the journey of a jaded employee working at a dystopian fishery. The intention of this piece was to tell a well-paced, coherent story that also served as an allegory to spark verbal discourse in an audience. As a surface level story, the film portrays a working protagonist who has been forced to remain seated at her desk by a mechanical chair. She, presumably, has been monotonously pressing icons on a screen for her entire life until something catches her eye and prompts her to break free …


Advancing Applications Of Deep Learning On Network Traffic Analysis And Fingerprinting, Nate Mathews Nov 2025

Advancing Applications Of Deep Learning On Network Traffic Analysis And Fingerprinting, Nate Mathews

Theses

The growing reliance on encrypted communication networks and privacy-preserving technologies, such as Tor, has intensified the demand for advanced defenses against traffic analysis attacks. Although encryption conceals content, the exposure of metadata—such as timing, packet size, and traffic volume—remains a significant vulnerability, allowing adversaries to infer private user behavior and visited websites. This dissertation addresses the limitations of existing analysis by advancing the application of deep learning techniques across multiple domains of traffic analysis and fingerprinting. The first major contribution is a comprehensive evaluation of current website fingerprinting defenses, revealing critical weaknesses against sophisticated modern attacks. Building on this foundation, …


Marriage, Labor Supply And The Dynamics Of The Social Safety Net, Hamish Low, Costas Meghir, Luigi Pistaferri, Alessandra Voena Nov 2025

Marriage, Labor Supply And The Dynamics Of The Social Safety Net, Hamish Low, Costas Meghir, Luigi Pistaferri, Alessandra Voena

Cowles Foundation Discussion Papers

The 1996 US welfare reform introduced time limits on welfare receipt. We use quasi-experimental evidence and a rich life-cycle model to understand the impact of time limits on different margins of behavior and well-being. We stress the impact of marital status and marital transitions on mitigating the cost and impact of time limits. Time limits cause women to defer claiming in anticipation of future needs and to work more, effects that depend on the probabilities of marriage and divorce. They also cause an increase in employment among single mothers and reduce divorce, but their introduction costs women 0.7% of lifetime …


Setting International Technical Standards To Shape Digital Trade Policy: Approaches, Challenges, And Opportunities For Developing Countries, Craig Atkinson, Hanane Becha Nov 2025

Setting International Technical Standards To Shape Digital Trade Policy: Approaches, Challenges, And Opportunities For Developing Countries, Craig Atkinson, Hanane Becha

Centre for Digital Law

Digital trade, the “intentional application of digital technologies at any stage of the trade process” (DiCaprio, 2024, p. 1), is reshaping patterns of economic growth1 and development (International Monetary Fund [IMF] et al., 2023a). As its basis, digital trade depends on internationally agreed-upon “digital technical standards”: rules and guidelines that ensure digital technologies can work together (i.e., interoperability) and be used widely (i.e., scalability) (Bergsen et al., 2022). These standards support how information and communication technologies (ICTs) are designed, interact, and are adopted across borders. Without such technical standards, digital trade would not be possible.


Clash Of Equity, Diversity, Inclusion (Edi) And Anti‐Woke‐Ism: Reclaiming And Re‐Storying Edi For Thriving Communities, Ardavan Eizadirad, Sabreena Ghaffar Siddiqui Nov 2025

Clash Of Equity, Diversity, Inclusion (Edi) And Anti‐Woke‐Ism: Reclaiming And Re‐Storying Edi For Thriving Communities, Ardavan Eizadirad, Sabreena Ghaffar Siddiqui

Education Faculty Publications

This commentary examines the evolution of Equity, Diversity, and Inclusion (EDI) discourses, critiquing its shift from grassroots activism to a performative tool co‐opted by institutions and weaponized by politicians. It addresses concerns from the antiwoke backlash and advocates for reframing EDI as a community‐driven framework for thriving communities, fostering belonging and engagement, through data‐driven decision‐making that facilitates transformative systemic change.


The Future Of Equity, Diversity, And Inclusion (Edi) In Education Keep, Reform, Or Dismantle?, Ardavan Eizadirad, Gerald Walton Nov 2025

The Future Of Equity, Diversity, And Inclusion (Edi) In Education Keep, Reform, Or Dismantle?, Ardavan Eizadirad, Gerald Walton

Education Faculty Publications

Equity, Diversity, and Inclusion, also known as EDI, is one of several acronyms that refer to policies and practices of organizations, such as K to 12 school boards and post-secondary institutions, to promote inclusive and equitable environments. While EDI has become a ubiquitous discourse in educational administration, its impact extends into classroom pedagogies, hiring practices, curriculum development, and institutional culture. In this article, we critically examine the extent to which EDI committees and initiatives fulfil their promise of fostering inclusive environments to support equity-denied groups. We address the following research questions: (1) How have EDI frameworks evolved in education? (2) …


Regulating The Unseen In A Borderless World: Digital Currency And Its Socioeconomic Impact On Industry, Paolina H. Engibegian Nov 2025

Regulating The Unseen In A Borderless World: Digital Currency And Its Socioeconomic Impact On Industry, Paolina H. Engibegian

University of the Pacific Law Review

No abstract provided.


Physical And Mental Outcomes Associated With Patient With Cognitive Impairments Compared To Those Without, Jessica Forcier Rn Nov 2025

Physical And Mental Outcomes Associated With Patient With Cognitive Impairments Compared To Those Without, Jessica Forcier Rn

Nurse Residency

In hospitalized older adult patients with cognitive impairment and physical decline, how does an extended length of hospital stay, compared to a shorter or average length of stay, affect their physical and mental health outcomes?


Eight For Fate: The Argument For "Beyond A Residual Doubt" Burden In Florida's Death Penalty System, Elizabeth Leonard Nov 2025

Eight For Fate: The Argument For "Beyond A Residual Doubt" Burden In Florida's Death Penalty System, Elizabeth Leonard

University of Florida Journal of Law & Public Policy

Justice Thurgood Marshall argued, “There is certainly nothing irrational—indeed, there is nothing novel—about the idea of mitigating a death sentence because of lingering doubts as to guilt.” For the first time in the history of the United States, polling shows a majority of Americans prefer life in prison over a sentence of capital punishment. Capital punishment is a hotly debated national issue—recent polling shows 60% of Americans prefer a sentence of life in prison without parole when compared to the death penalty.

In 2023, Florida stepped into first place among the states in adopting the lowest capital punishment sentencing threshold. …


Cutting Out The Middleman: How States Can Save Medicaid Dollars By Firing Pharmacy Benefit Managers, Hannah Garden-Monheit, Tyler Haydell Nov 2025

Cutting Out The Middleman: How States Can Save Medicaid Dollars By Firing Pharmacy Benefit Managers, Hannah Garden-Monheit, Tyler Haydell

Center for Law and the Economy

Medicaid programs are currently under significant pressure from the passage of H.R. 1 (the “One Big Beautiful Bill”), which cuts federal Medicaid spending by an estimated $911 billion over 10 years — billions of dollars per state — and is projected to increase the number of uninsured by 10 million. H.R. 1 also imposes significant administrative burdens on both American families and states, by creating new work and reporting requirements. Faced with these challenges, cash-strapped states are scrambling to reduce costs.

One way certain states can realize cost savings is by removing Pharmacy Benefit Managers — middlemen known as “PBMs” …


The Micro-Communities Of Trees, Nicholas Davis, Lily Boysworth, Westen Wilburn Nov 2025

The Micro-Communities Of Trees, Nicholas Davis, Lily Boysworth, Westen Wilburn

Fall Showcase for Research and Creative Inquiry

This study investigated how tree species diversity influences the variety of organisms living on or around trees across different habitat types. Field data were collected through random tree selection, measurement of tree diameter, identification of species, and estimation of surrounding ground cover types such as grass, herbaceous plants, woody plants, and leaf litter. Biodiversity associated with each tree was analyzed using the Shannon Diversity Index across several ecosystems, including grassland, woodland, and pond environments. Results indicated that the pond ecosystem exhibited the highest species diversity, followed by woodlands and then forests. A range of organisms, including lichens, mites, fungi, and …


Dusky Grouse Seasonal Resource Selection In The Great Basin Isolated Mountain Ranges Of Nevada, Usa, Stephanie Landry, Brian Smith, Erica Stuber, Shawn Espinosa, David Dahlgren Nov 2025

Dusky Grouse Seasonal Resource Selection In The Great Basin Isolated Mountain Ranges Of Nevada, Usa, Stephanie Landry, Brian Smith, Erica Stuber, Shawn Espinosa, David Dahlgren

Aspen Bibliography

Dusky grouse Dendragapus obscurus are a montane forest grouse species with a paucity of information regarding their temporal and spatial resource use during critical times of high mortality and reproductive output. This lack of vital data may leave dusky grouse at risk of sub-optimal management in many areas of their distribution, especially in the isolated ‘sky island’ mountain ranges of the Great Basin, where high elevation habitats are surrounded by sagebrush and salt desert shrub land flats. Many of these high elevation habitats are being altered and lost rapidly from increasing disturbance events and effects of climate change. Our objective …


Rights Vs Rules: A Commentary On Nathan Mubanga (Suing As The Father And Next Friend Of A Minor Cm) And Anor V Attorney General (2023/Hp/0403) Zmhc3 (19 February 2025), Chanda Mwape Nov 2025

Rights Vs Rules: A Commentary On Nathan Mubanga (Suing As The Father And Next Friend Of A Minor Cm) And Anor V Attorney General (2023/Hp/0403) Zmhc3 (19 February 2025), Chanda Mwape

SAIPAR Case Review

The High Court of Zambia upheld a school's refusal to admit a Rastafari child with dreadlocks. The author argues that the Court erred by failing to consider regional jurisprudence, international human rights trends, and the historical context of discrimination against natural African hair. The piece contends that requiring Rastafari children to cut their dreadlocks to access public education effectively denies them their rights to education, freedom of religion, and protection from discrimination.


Fostering Belonging And Social-Emotional Literacy: Strategies For Inclusive Early Childhood Education In Southern Tanzania, Frolence Lwegoshora Paschal Paschal, Nipael Mrutu Nov 2025

Fostering Belonging And Social-Emotional Literacy: Strategies For Inclusive Early Childhood Education In Southern Tanzania, Frolence Lwegoshora Paschal Paschal, Nipael Mrutu

Libraries

Inclusive early childhood education aims to create environments where children of diverse abilities and backgrounds can learn and grow together, emphasizing social-emotional literacy alongside academic skills. The purpose of this study was to explore strategies to enhance socialemotional literacy and development in such settings, drawing insights from educators and families. Conducted at Nyangao primary school in the Lindi region, the research employed a qualitative case study design, using interviews, observations, and focus group discussions with 3 teachers and 15 parents. Findings reveal five key strategies which are creating a positive and inclusive environment, utilizing peer modeling and peer support, providing …


Enhancing Food Security Sustainability Through Digital Information Extension Services In Rural Uganda: Maize Postharvest Evidence-Based Strategies, Jackline Estomihi Kiwelu, Patrick Ngulube Nov 2025

Enhancing Food Security Sustainability Through Digital Information Extension Services In Rural Uganda: Maize Postharvest Evidence-Based Strategies, Jackline Estomihi Kiwelu, Patrick Ngulube

Libraries

Background Postharvest losses caused by poor drying and storage practices lead to maize waste, reduced food availability, unsafe food due to aflatoxin contamination, and income loss for farmers. This exacerbates food insecurity and threatens the livelihoods of rural communities. Leveraging digital solutions to provide quality maize postharvest handling information is critical to mitigating these challenges.

Objective This study examined maize postharvest handling extension information services provided by rural agricultural extension officers in selected districts of Uganda, focusing on how evidence-based practices supported by information sources, expert knowledge, and ICT infrastructure ensure the quality and relevance of the information delivered.

Methods …


Examining Gender And Ethnic Disparities In Scientific Authorship To Promote A Culture Of Equity, Diversity And Inclusion At A University School Of Public Health, Paula Christen, Julia Michalow, Tristan Naidoo, Hillary Topazian, Sabine An Elsland, Abeer Arif, Marc Baguelin, Gemma Clunie, Sarah Essilfie-Quaye, Chinedu Momoh Nov 2025

Examining Gender And Ethnic Disparities In Scientific Authorship To Promote A Culture Of Equity, Diversity And Inclusion At A University School Of Public Health, Paula Christen, Julia Michalow, Tristan Naidoo, Hillary Topazian, Sabine An Elsland, Abeer Arif, Marc Baguelin, Gemma Clunie, Sarah Essilfie-Quaye, Chinedu Momoh

Brain and Mind Institute

In public health research, diverse perspectives are vital to identify biases that homogenous teams might miss. Since publication metrics influence career progression, we investigated publication rate disparities within a School of Public Health. We analysed 18 322 peer-reviewed publications by 513 affiliated researchers between 2014 and 2023 using multivariable regression models and network analysis to assess the impact of gender, ethnicity, job level and centrality in the School’s research network on publication rates. We found a persistent gender gap in publication rates across job levels and ethnicities, with men publishing more than women (incidence rate ratio 1.30, 95% confidence interval …


Acceptability, Feasibility And Preliminary Evaluation Of The Who Caregiver Skills Training For Children With Developmental Disabilities In Rural And Urban Kenya, Amina Abubakar, Eva Mwangome, Paul Mwangi, Vibian Angweny, Martha Kombe, Rachel Mapenzi, Patricia Kipkemoi, Patricia Kipkemoi, Beatrice Mkubwa, Silas Onyango Nov 2025

Acceptability, Feasibility And Preliminary Evaluation Of The Who Caregiver Skills Training For Children With Developmental Disabilities In Rural And Urban Kenya, Amina Abubakar, Eva Mwangome, Paul Mwangi, Vibian Angweny, Martha Kombe, Rachel Mapenzi, Patricia Kipkemoi, Patricia Kipkemoi, Beatrice Mkubwa, Silas Onyango

Institute for Human Development, East Africa

Background Interventions to improve the developmental outcomes of children with developmental disabilities (DDs) in low-resourced settings such as Kenya are limited. The WHO caregiver skills training (CST) was developed to address social and communication needs of children with DDs through caregiver-mediated engagement strategies. This study investigated CST’s acceptability, feasibility and evaluated its effect on behavioural, communication and quality of life outcomes for children with DDs and their caregivers in Kenya.

Methods The settings were rural Kilifi and Korogocho informal settlement in Nairobi, Kenya. A sequential mixed-methods design consisting of three phases. First, CST materials translation to Swahili, stakeholder consultations and …


Kenya’S Path To Universal Health Coverage: Insights From Policy And Practice, Evaline Chepchirchir Langat, Paul Ward, Hailay Gesesew, Lillian Mwanri Nov 2025

Kenya’S Path To Universal Health Coverage: Insights From Policy And Practice, Evaline Chepchirchir Langat, Paul Ward, Hailay Gesesew, Lillian Mwanri

Centre of Excellence in Women and Child Health

Background Universal health coverage (UHC) is a globally endorsed commitment aimed at ensuring equitable access to affordable healthcare services. Kenya's journey toward UHC has been marked by significant reforms, including the 2018 pilot phase and ongoing implementation phase (2020–2030). Using qualitative insights from policymakers and practitioners, this study explored Kenya’s progress, challenges, and opportunities to achieve UHC.

Methods Key informant interviews were conducted with 44 stakeholders across seven counties in Kenya. Data were collected in English using a semi-structured interview guide, audio-recorded with consent, and transcribed verbatim. Thematic analysis, guided by the WHO health system framework, identified achievements, challenges, and …


The Sovereign Acre, Match Dawson Nov 2025

The Sovereign Acre, Match Dawson

Texas A&M Journal of Property Law

What if the next constitutional crisis is not declared from a presidential podium but tyranny forged into a deed? Not a contested election. Not a rogue legislature. Not even a runaway court. This time, it is quieter—with a deed signed and title passed, a new sovereign is crowned in private ink. Across the country, billionaire land grabs are redrawing the map of municipal governance itself. As wealthy elites and corporate oligarchs carve out private enclaves—from the privatized contract city of Sandy Springs, Georgia, to the unsettling governance of The Woodlands, Texas—we bear witness to public sovereignty giving way to …


Copyright Law And Property Law, Keith N. Hylton Nov 2025

Copyright Law And Property Law, Keith N. Hylton

Texas A&M Journal of Property Law

Property is at the core of state law since it is the exclusive power of the individual state governments to define and protect property rights within their jurisdiction. In this paper I will discuss the general connection between copyright and property generally. I will argue that property law sheds important light on copyright law and can help us cut through modern controversies in copyright law. If I am correct in this view, any judge sufficiently familiar with property law doctrines could do better than the Supreme Court of the United States in resolving a new copyright controversy. Specifically, property law …


Pore Some More: Current Legal Considerations Of Pore Space Ownership In Texas, Peter E. Hosey, Charles P. Hosey Nov 2025

Pore Some More: Current Legal Considerations Of Pore Space Ownership In Texas, Peter E. Hosey, Charles P. Hosey

Texas A&M Journal of Property Law

This article provides a comprehensive analysis of the legal landscape governing pore space ownership in Texas. It traces the evolution of Texas law from early uncertainty and conflicting case law—such as Mapco, Inc. v. Carter—to the Texas Supreme Court’s recent clarification in Myers-Woodward, LLC v. Underground Services Markham, which firmly establishes subsurface pore space as an attribute of the surface estate. The authors examine the practical implications of this rule, including the interplay between mineral and surface estates, the accommodation doctrine, and issues related to trespass, correlative rights, and contamination of native reservoirs. The article also explores ongoing legislative efforts …


Upcycled And Rightful: Navigating Trademark Law And The Circular Economy, Irene Calboli, Gabrielle Armstrong Nov 2025

Upcycled And Rightful: Navigating Trademark Law And The Circular Economy, Irene Calboli, Gabrielle Armstrong

Texas A&M Journal of Property Law

This Article elaborates on the practice of upcycling and argues that upcycling should be considered a lawful practice under current trademark rules in the United States. Upcycling is the process of taking existing products lawfully sold on the market, in most instances, used products, and giving these products a second life by adding additional elements and decorations or by using the still viable product parts to create new products altogether. Because of its focus on reusing existing products or product parts, the practice of upcycling has become increasingly popular, also because it promotes circular and environmentally friendly production practices. However, …


International Panther Monthly, November 2025, University Of Northern Iowa. Office Of International Engagement. Nov 2025

International Panther Monthly, November 2025, University Of Northern Iowa. Office Of International Engagement.

Office of International Engagement newsletter

Contents:

--- From the Director’s Desk
--- Last Month With OIE
--- Student Spotlight
--- UNI’s World Window
--- CIEP Spotlight
--- Did You Know?
--- Behind the Scenes
--- Next Month’s Activities
--- Additional Opportunities
--- Get Involved


Improving Prescription Capture Rates Through A Standardized Meds To Beds Program At Parkview Heart Institute, Haley Michaud Pharmd, Tara Jellison, Katelyn Wees Pharmd, Sarah Ferrell Pharmd, Shery Grosjean Pharmd, Inderjit Ajimal Nov 2025

Improving Prescription Capture Rates Through A Standardized Meds To Beds Program At Parkview Heart Institute, Haley Michaud Pharmd, Tara Jellison, Katelyn Wees Pharmd, Sarah Ferrell Pharmd, Shery Grosjean Pharmd, Inderjit Ajimal

Pharmacy Residency

Background

Medication adherence is critical for patients with cardiac conditions discharged with new prescriptions. Barriers such as high costs, insurance challenges, and lack of transportation often prevent patients from accessing prescribed therapies, leading to readmissions, increased healthcare costs, and worse outcomes. Meds to beds programs offer patients a convenient, patient-centered solution by delivering discharge prescriptions directly to patients’ rooms, reducing readmission rates, and enhancing adherence. Despite success in other departments at Parkview Health, utilization of the program in the Parkview Heart Institute (PHI) remains limited.

Objectives

To implement and evaluate a standardized Meds to Beds (M2B) workflow aimed at improving …


Age-Specific Distribution Of Cervical Precancer And Cancer Among Women Living With Hiv Across Seven Countries: A Systematic Review And An Individual Patient Data Meta-Analysis, Shona Dalal, Karin Sundström, Ronaldo Silva, Katayoun Taghavi, Helen Cejtin, Michael Chung, Sharon Greene, Smita Joshi, Helen Kelly, Elkanah Orang'o Nov 2025

Age-Specific Distribution Of Cervical Precancer And Cancer Among Women Living With Hiv Across Seven Countries: A Systematic Review And An Individual Patient Data Meta-Analysis, Shona Dalal, Karin Sundström, Ronaldo Silva, Katayoun Taghavi, Helen Cejtin, Michael Chung, Sharon Greene, Smita Joshi, Helen Kelly, Elkanah Orang'o

Obstetrics and Gynaecology, East Africa

Background Women living with HIV have an elevated risk for cervical cancer, present earlier, and have more recurrent human papillomavirus (HPV) infections compared with women without HIV. To update WHO recommendations on screening and treatment to prevent cervical cancer, we aimed to identify whether women living with HIV should be screened for cervical cancer at a specific age, the optimal screening interval following a negative cervical screen, and the screening interval following treatment.

Methods We conducted a systematic literature review on cervical cancer and HIV by searching MEDLINE, Embase, CENTRAL, the Cochrane Library, and clinical trial registries covering Jan 1, …


Preventable Emergency Department Utilization Among Patients With Foster Care History Compared To Patients Without Foster Care History, Lauren Malthaner, Jill Mcleigh, Gregory Knell, Katelyn Jetelina, Folefac Atem, Sarah Messiah Nov 2025

Preventable Emergency Department Utilization Among Patients With Foster Care History Compared To Patients Without Foster Care History, Lauren Malthaner, Jill Mcleigh, Gregory Knell, Katelyn Jetelina, Folefac Atem, Sarah Messiah

Health Status, Outcomes, and Literacy and Healthcare Utilization

Emergency department (ED) utilization for preventable reasons by patients with foster care history is unexplored. Medical records of ED encounters from primary care patients were pulled from a southwestern children's hospital system. Necessity of ED encounter was categorized using the New York University- ED Algorithm into emergent, intermediate, or non-emergent. Associations were explored at the encounter- and patient-level. Partial proportional logistic models generated odds of preventable (i.e., intermediate or nonemergent) ED utilization among encounters, and Poisson models determined incidence of preventable ED use at the patient level. Findings suggested that when a patient with history in foster care used the …


Lake Union Professional Day Prepares Andrews Seniors For The Classroom, Debbie Michel Nov 2025

Lake Union Professional Day Prepares Andrews Seniors For The Classroom, Debbie Michel

Lake Union Herald

No abstract provided.


Unl Emeriti And Retirees Association Newsletter, November 2025 Nov 2025

Unl Emeriti And Retirees Association Newsletter, November 2025

UNL Emeriti and Retirees Association: Newsletters and Other Materials

University of Nebraska-Lincoln Emeriti and Retirees Association Newsletter, November 2025

Message from the ERA President Pam Edwards

Welcome to new members

Give to the ERA scholarship fund

Wake up to well-being

Book review, The Intentional Life

Medicare open enrollment

Announcements and notices

Upcoming programming

Programming recap

Connecting through recipes

Memory moments


A Framework To Retrieve Relevant Laws For Will Execution, Md Asiful Islam, Alice Saebom Kwak, Derek E. Bambauer, Clayton T. Morrison, Mihai Surdeanu Nov 2025

A Framework To Retrieve Relevant Laws For Will Execution, Md Asiful Islam, Alice Saebom Kwak, Derek E. Bambauer, Clayton T. Morrison, Mihai Surdeanu

UF Law Faculty Publications

Wills must comply with jurisdiction-specific statutory provisions to be valid, but retrieving the relevant laws for execution, validation, and probate remains labor-intensive and error-prone. Prior legal information retrieval (LIR) research has addressed contracts, criminal law, and judicial decisions, but wills and probate law remain largely unexplored, with no prior work on retrieving statutes for will validity assessment. We propose a legal information retrieval framework that combines lexical and semantic retrieval in a hybrid pipeline with large language model (LLM) reasoning to retrieve the most relevant provisions for a will statement. Evaluations on annotated will-statement datasets from the U.S. states of …